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+989 1563 15 +990 1564 14 +991 1566 12 +992 1567 11 +993 1568 9 +994 1570 7 +995 1571 6 +996 1573 4 +997 1574 3 +998 1576 1 +999 1578 0 diff --git a/code.ipynb b/code.ipynb index e812eee..8f34a8e 100644 --- a/code.ipynb +++ b/code.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 173, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,14 @@ " recall_score,\n", ")\n", "from sklearn.model_selection import train_test_split\n", - "from sklearn.tree import DecisionTreeClassifier" + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "import seaborn as sns\n", + "from sklearn.impute import SimpleImputer\n", + "import scipy.stats as stats\n", + "import statsmodels.api as sm\n", + "import matplotlib.pyplot as plt\n", + "import re" ] }, { @@ -36,17 +43,302 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 174, "metadata": {}, "outputs": [], "source": [ - "df_train = pd.read_csv(\"train.csv\") # 학습용 데이터\n", - "df_test = pd.read_csv(\"submission.csv\") # 테스트 데이터(제출파일의 데이터)" + "df_train = pd.read_csv(\"train.csv\") # 학습용 데이터\n", + "df_test = pd.read_csv(\"submission.csv\") # 테스트 데이터(제출 파일의 데이터)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 175, + "metadata": {}, + "outputs": [], + "source": [ + "# 지역 코드에 따른 지역명 매핑\n", + "region_mapping = {\n", + " \"EU\": [\"LGEAG\", \"LGECZ\", \"LGEFS\", \"LGEDG\", \"LGEHS\", \"LGEMK\", \"LGEIS\", \"LGESC\", \"LGEEH\", \"LGEBN\", \"LGEWR\", \"LGEPL\", \"LGEMA\", \"LGEPT\", \"LGERO\", \"LGEES\", \"LGENO\", \"LGESW\", \"LGEUK\"],\n", + " \"RC\": [\"LGEAK\", \"LGERM\", \"LGERI\", \"LGERA\", \"LGEUR\", \"LGELV\"],\n", + " \"MA\": [\"LGEAS\", \"LGEEG\", \"LGELF\", \"LGESK\", \"LGEMC\", \"LGESA\", \"LGETU\", \"LGEOT\", \"LGEDF\", \"LGEGF\", \"LGEME\", \"LGEAF\", \"LEAO\", \"LGENI\", \"LGETK\", \"LGEAT\", \"LGESJ\", \"LGEEF\", \"LGEYK\", \"LGEIR\"],\n", + " \"AP\": [\"LGEAP\", \"LGEQA\", \"LGETL\", \"LGECH\", \"LGEYT\", \"LGETR\", \"LGETA\", \"LGESY\", \"LGESH\", \"LGEQH\", \"LGEQD\", \"LGEPN\", \"LGENE\", \"LGEKS\", \"LGEHZ\", \"LGEHN\", \"LGEHK\", \"LGEIL\", \"LGEPH\", \"LGEVH\", \"LGEKR\", \"LGESL\", \"LGEIN\", \"LGETH\", \"LGEML\", \"LGETT\", \"LGEJP\"],\n", + " \"NA\": [\"LGECI\", \"LGERS\", \"LGEMX\", \"LGEMS\", \"LGEMM\", \"LGEMR\", \"LGEUS\", \"LGEMU\", \"LGEAI\"],\n", + " \"LA\": [\"LGEAG\", \"LGEBR\", \"LGECL\", \"LGEVZ\", \"LGECB\", \"LGEPS\", \"LGEPR\", \"LGESP\", \"LGEAR\"],\n", + " \"OT\": [\"LGEEB\", \"LGELA\", \"LGEBT\", \"MA\", \"RC\"]\n", + "}\n", + "\n", + "\n", + "def categorize_region(code):\n", + " for region, codes in region_mapping.items():\n", + " if code in codes:\n", + " return region\n", + " return \"ETC\" \n", + "\n", + "df_train['region'] = df_train['response_corporate'].apply(categorize_region)\n", + "df_test['region'] = df_test['response_corporate'].apply(categorize_region)" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [], + "source": [ + "def extract_country(value):\n", + " if not isinstance(value, str):\n", + " value = str(value)\n", + " match = re.search(r'\\/([^\\/]+)$', value)\n", + " if match:\n", + " return match.group(1)\n", + " return None\n", + "\n", + "df_train['customer_country'] = df_train['customer_country'].apply(extract_country)\n", + "df_test['customer_country'] = df_test['customer_country'].apply(extract_country)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. 데이터 전처리" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [], + "source": [ + "### 결측치 확인" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bant_submit 0.000000\n", + "customer_country 0.070473\n", + "business_unit 0.000000\n", + "com_reg_ver_win_rate 0.754330\n", + "customer_idx 0.000000\n", + "customer_type 0.741345\n", + "enterprise 0.000000\n", + "historical_existing_cnt 0.768023\n", + "id_strategic_ver 0.941921\n", + "it_strategic_ver 0.981096\n", + "idit_strategic_ver 0.923017\n", + "customer_job 0.315908\n", + "lead_desc_length 0.000000\n", + "inquiry_type 0.015869\n", + "product_category 0.326717\n", + "product_subcategory 0.844264\n", + "product_modelname 0.844365\n", + "customer_country.1 0.016560\n", + "customer_position 0.000000\n", + "response_corporate 0.000000\n", + "expected_timeline 0.520464\n", + "ver_cus 0.000000\n", + "ver_pro 0.000000\n", + "ver_win_rate_x 0.689421\n", + "ver_win_ratio_per_bu 0.741918\n", + "business_area 0.689421\n", + "business_subarea 0.906811\n", + "lead_owner 0.000000\n", + "is_converted 0.000000\n", + "region 0.000000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(df_train.isna().sum()/len(df_train))" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[bant_submit False\n", + " customer_country False\n", + " business_unit False\n", + " com_reg_ver_win_rate True\n", + " customer_idx False\n", + " customer_type True\n", + " enterprise False\n", + " historical_existing_cnt True\n", + " id_strategic_ver True\n", + " it_strategic_ver True\n", + " idit_strategic_ver True\n", + " customer_job False\n", + " lead_desc_length False\n", + " inquiry_type False\n", + " product_category False\n", + " product_subcategory True\n", + " product_modelname True\n", + " customer_country.1 False\n", + " customer_position False\n", + " response_corporate False\n", + " expected_timeline False\n", + " ver_cus False\n", + " ver_pro False\n", + " ver_win_rate_x True\n", + " ver_win_ratio_per_bu True\n", + " business_area True\n", + " business_subarea True\n", + " lead_owner False\n", + " is_converted False\n", + " region False\n", + " dtype: bool]" + ] + }, + "execution_count": 179, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[df_train.isna().sum()/len(df_train) > 0.6]" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['com_reg_ver_win_rate', 'customer_type', 'historical_existing_cnt',\n", + " 'id_strategic_ver', 'it_strategic_ver', 'idit_strategic_ver',\n", + " 'product_subcategory', 'product_modelname', 'ver_win_rate_x',\n", + " 'ver_win_ratio_per_bu', 'business_area', 'business_subarea'],\n", + " dtype='object')" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.columns[df_train.isna().sum()/len(df_train) > 0.6]" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [], + "source": [ + "# 제거 칼럼 \n", + "del_cols = ['customer_country.1','it_strategic_ver', 'id_strategic_ver', 'idit_strategic_ver','product_subcategory', 'product_modelname', 'ver_win_rate_x',\n", + " 'ver_win_ratio_per_bu', 'business_area', 'business_subarea']\n", + "df_train.drop(del_cols, axis=1, inplace=True)\n", + "df_test.drop(del_cols, axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [], + "source": [ + "# target('is_converted')의 분포 확인\n", + "target_distribution = df_train['is_converted'].value_counts()\n", + "min_samples = target_distribution.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [], + "source": [ + "# 언더 샘플링\n", + "\n", + "#from imblearn.under_sampling import OneSidedSelection\n", + "\n", + "#oss = OneSidedSelection(random_state=42)\n", + "#X_resampled, y_resampled = oss.fit_resample(df_train.drop('is_converted', axis=1), df_train['is_converted'])\n", + "#df_train_balanced = pd.concat([X_resampled, y_resampled], axis=1)\n", + "df_train_balanced = pd.concat([\n", + " df_train[df_train['is_converted'] == True].sample(min_samples, random_state=42),\n", + " df_train[df_train['is_converted'] == False].sample(min_samples, random_state=42)\n", + "], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True 4850\n", + "False 4850\n", + "Name: is_converted, dtype: int64" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train_balanced['is_converted'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df_train_balanced" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [], + "source": [ + "# 수치형 및 범주형 칼럼 리스트를 정의\n", + "numeric_columns = df_train.select_dtypes(include=[np.number]).columns.tolist()\n", + "categorical_columns = df_train.select_dtypes(exclude=[np.number]).columns.tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [], + "source": [ + "# 결측치 처리\n", + "numeric_imputer = SimpleImputer(strategy='mean')\n", + "categorical_imputer = SimpleImputer(strategy='most_frequent')\n", + "\n", + "df_train[numeric_columns] = numeric_imputer.fit_transform(df_train[numeric_columns])\n", + "df_test[numeric_columns] = numeric_imputer.transform(df_test[numeric_columns])\n", + "\n", + "df_train[categorical_columns] = categorical_imputer.fit_transform(df_train[categorical_columns])\n", + "df_test[categorical_columns] = categorical_imputer.transform(df_test[categorical_columns])" + ] + }, + { + "cell_type": "code", + "execution_count": 195, "metadata": {}, "outputs": [ { @@ -70,214 +362,90 @@ " \n", " \n", " \n", - " bant_submit\n", " customer_country\n", - " business_unit\n", - " com_reg_ver_win_rate\n", - " customer_idx\n", - " customer_type\n", - " enterprise\n", - " historical_existing_cnt\n", - " id_strategic_ver\n", - " it_strategic_ver\n", - " ...\n", - " response_corporate\n", - " expected_timeline\n", - " ver_cus\n", - " ver_pro\n", - " ver_win_rate_x\n", - " ver_win_ratio_per_bu\n", - " business_area\n", - " business_subarea\n", - " lead_owner\n", - " is_converted\n", " \n", " \n", " \n", " \n", " 0\n", - " 1.0\n", - " /Quezon City/Philippines\n", - " AS\n", - " 0.066667\n", - " 32160\n", - " End-Customer\n", - " Enterprise\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " LGEPH\n", - " less than 3 months\n", - " 1\n", - " 0\n", - " 0.003079\n", - " 0.026846\n", - " corporate / office\n", - " Engineering\n", - " 0\n", - " True\n", + " 62\n", " \n", " \n", " 1\n", - " 1.0\n", - " /PH-00/Philippines\n", - " AS\n", - " 0.066667\n", - " 23122\n", - " End-Customer\n", - " Enterprise\n", - " 12.0\n", - " NaN\n", - " NaN\n", - " ...\n", - " LGEPH\n", - " less than 3 months\n", - " 1\n", - " 0\n", - " 0.003079\n", - " 0.026846\n", - " corporate / office\n", - " Advertising\n", - " 1\n", - " True\n", + " 93\n", " \n", " \n", " 2\n", - " 1.0\n", - " /Kolkata /India\n", - " AS\n", - " 0.088889\n", - " 1755\n", - " End-Customer\n", - " Enterprise\n", - " 144.0\n", - " NaN\n", - " NaN\n", - " ...\n", - " LGEIL\n", - " less than 3 months\n", - " 1\n", - " 0\n", - " 0.003079\n", - " 0.026846\n", - " corporate / office\n", - " Construction\n", - " 2\n", - " True\n", + " 91\n", " \n", " \n", " 3\n", - " 1.0\n", - " /Bhubaneswar/India\n", - " AS\n", - " 0.088889\n", - " 4919\n", - " End-Customer\n", - " Enterprise\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " LGEIL\n", - " less than 3 months\n", - " 1\n", - " 0\n", - " 0.003079\n", - " 0.026846\n", - " corporate / office\n", - " IT/Software\n", - " 3\n", - " True\n", + " 173\n", " \n", " \n", " 4\n", - " 1.0\n", - " /Hyderabad/India\n", - " AS\n", - " 0.088889\n", - " 17126\n", - " Specifier/ Influencer\n", - " Enterprise\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 93\n", + " \n", + " \n", + " ...\n", " ...\n", - " LGEIL\n", - " less than 3 months\n", - " 0\n", - " 0\n", - " 0.003079\n", - " 0.026846\n", - " corporate / office\n", - " NaN\n", - " 4\n", - " True\n", + " \n", + " \n", + " 9695\n", + " 93\n", + " \n", + " \n", + " 9696\n", + " 80\n", + " \n", + " \n", + " 9697\n", + " 137\n", + " \n", + " \n", + " 9698\n", + " 91\n", + " \n", + " \n", + " 9699\n", + " 93\n", " \n", " \n", "\n", - "

5 rows × 29 columns

\n", + "

9700 rows × 1 columns

\n", "" ], "text/plain": [ - " bant_submit customer_country business_unit com_reg_ver_win_rate \\\n", - "0 1.0 /Quezon City/Philippines AS 0.066667 \n", - "1 1.0 /PH-00/Philippines AS 0.066667 \n", - "2 1.0 /Kolkata /India AS 0.088889 \n", - "3 1.0 /Bhubaneswar/India AS 0.088889 \n", - "4 1.0 /Hyderabad/India AS 0.088889 \n", - "\n", - " customer_idx customer_type enterprise historical_existing_cnt \\\n", - "0 32160 End-Customer Enterprise NaN \n", - "1 23122 End-Customer Enterprise 12.0 \n", - "2 1755 End-Customer Enterprise 144.0 \n", - "3 4919 End-Customer Enterprise NaN \n", - "4 17126 Specifier/ Influencer Enterprise NaN \n", + " customer_country\n", + "0 62\n", + "1 93\n", + "2 91\n", + "3 173\n", + "4 93\n", + "... ...\n", + "9695 93\n", + "9696 80\n", + "9697 137\n", + "9698 91\n", + "9699 93\n", "\n", - " id_strategic_ver it_strategic_ver ... response_corporate \\\n", - "0 NaN NaN ... LGEPH \n", - "1 NaN NaN ... LGEPH \n", - "2 NaN NaN ... LGEIL \n", - "3 NaN NaN ... LGEIL \n", - "4 NaN NaN ... LGEIL \n", - "\n", - " expected_timeline ver_cus ver_pro ver_win_rate_x ver_win_ratio_per_bu \\\n", - "0 less than 3 months 1 0 0.003079 0.026846 \n", - "1 less than 3 months 1 0 0.003079 0.026846 \n", - "2 less than 3 months 1 0 0.003079 0.026846 \n", - "3 less than 3 months 1 0 0.003079 0.026846 \n", - "4 less than 3 months 0 0 0.003079 0.026846 \n", - "\n", - " business_area business_subarea lead_owner is_converted \n", - "0 corporate / office Engineering 0 True \n", - "1 corporate / office Advertising 1 True \n", - "2 corporate / office Construction 2 True \n", - "3 corporate / office IT/Software 3 True \n", - "4 corporate / office NaN 4 True \n", - "\n", - "[5 rows x 29 columns]" + "[9700 rows x 1 columns]" ] }, - "execution_count": 5, + "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_train.head() # 학습용 데이터 살펴보기" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2. 데이터 전처리\n", - "### 레이블 인코딩" + "# customer_country안의 결측치 뒤의 값으로 대체\n", + "df_train['customer_country'].interpolate(inplace = True)\n", + "df_train.iloc[0:52299, 1:2]" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 196, "metadata": {}, "outputs": [], "source": [ @@ -298,33 +466,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ "# 레이블 인코딩할 칼럼들\n", - "label_columns = [\n", - " \"customer_country\",\n", - " \"business_subarea\",\n", - " \"business_area\",\n", - " \"business_unit\",\n", - " \"customer_type\",\n", - " \"enterprise\",\n", - " \"customer_job\",\n", - " \"inquiry_type\",\n", - " \"product_category\",\n", - " \"product_subcategory\",\n", - " \"product_modelname\",\n", - " \"customer_country.1\",\n", - " \"customer_position\",\n", - " \"response_corporate\",\n", - " \"expected_timeline\",\n", - "]\n", + "#label_columns = [\n", + "# \"customer_country\",\n", + "# \"business_unit\",\n", + "# \"enterprise\",\n", + "# \"customer_job\",\n", + "# \"inquiry_type\",\n", + "# \"product_category\",\n", + "# \"customer_position\",\n", + "# \"response_corporate\",\n", + "# \"expected_timeline\",\n", + "#]\n", "\n", - "df_all = pd.concat([df_train[label_columns], df_test[label_columns]])\n", + "#df_all = pd.concat([train[label_columns], test[label_columns]])\n", "\n", - "for col in label_columns:\n", - " df_all[col] = label_encoding(df_all[col])" + "#for col in label_columns:\n", + "# test[col] = label_encoding(test[col])" ] }, { @@ -336,13 +498,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 197, "metadata": {}, "outputs": [], "source": [ - "for col in label_columns: \n", - " df_train[col] = df_all.iloc[: len(df_train)][col]\n", - " df_test[col] = df_all.iloc[len(df_train) :][col]" + "for col in categorical_columns: \n", + " df_train[col] = label_encoding(df_train[col])\n", + " df_test[col] = label_encoding(df_test[col])" ] }, { @@ -354,7 +516,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 198, "metadata": {}, "outputs": [], "source": [ @@ -363,10 +525,40 @@ " df_train[\"is_converted\"],\n", " test_size=0.2,\n", " shuffle=True,\n", - " random_state=400,\n", + " random_state=42,\n", ")" ] }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7766 7766\n", + "1 3883\n", + "0 3883\n", + "Name: is_converted, dtype: int64\n" + ] + } + ], + "source": [ + "# 오버 샘플링\n", + "#from imblearn.over_sampling import ADASYN\n", + "#adasyn = ADASYN(random_state=42)\n", + "#x_train_oversampled, y_train_oversampled = adasyn.fit_resample(x_train, y_train)\n", + "#print(len(x_train_oversampled), len(y_train_oversampled))\n", + "#print(y_train_oversampled.value_counts())\n", + "from imblearn.over_sampling import BorderlineSMOTE\n", + "smote = BorderlineSMOTE(random_state=42)\n", + "x_train_smote, y_train_smote = smote.fit_resample(x_train, y_train)\n", + "print(len(x_train_smote), len(y_train_smote))\n", + "print(y_train_smote.value_counts())\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -377,11 +569,3324 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 200, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.svm import SVC\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from lightgbm import LGBMClassifier\n", + "from xgboost import XGBClassifier\n", + "from catboost import CatBoostClassifier\n", + "from mlxtend.classifier import StackingClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [], + "source": [ + "models=[\n", + " LogisticRegression(random_state=42),\n", + " DecisionTreeClassifier(random_state=42),\n", + " GradientBoostingClassifier(n_estimators=1000,learning_rate=0.05,random_state=42),\n", + " RandomForestClassifier(n_estimators=1000,random_state=42),\n", + " LGBMClassifier(n_estimators=1000,learning_rate=0.05,random_state=42),\n", + " XGBClassifier(learning_rate=0.05,random_state=42,objective='binary:logistic',eval_metric='logloss'),\n", + " CatBoostClassifier(random_seed=42),\n", + " StackingClassifier(classifiers=(LogisticRegression(random_state=42),\n", + " RandomForestClassifier(random_state=42),\n", + " CatBoostClassifier(random_seed=42)),\n", + " meta_classifier=CatBoostClassifier(random_seed=42))\n", + "]\n", + "model_names=[\n", + " 'LogisticRegression',\n", + " 'DecisionTreeClassifier',\n", + " 'GradientBoostingClassifier',\n", + " 'RandomForestClassifier',\n", + " 'LGBMClassifier',\n", + " 'XGBClassifier',\n", + " 'CatBoostClassifier',\n", + " 'StackingClassifier'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "#model = DecisionTreeClassifier(class_weight='balanced')" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [], + "source": [ + "# 모델 성능 테스트\n", + "def get_clf_eval(y_test, y_pred=None):\n", + " confusion = confusion_matrix(y_test, y_pred, labels=[True, False])\n", + " accuracy = accuracy_score(y_test, y_pred)\n", + " precision = precision_score(y_test, y_pred, labels=[True, False])\n", + " recall = recall_score(y_test, y_pred)\n", + " F1 = f1_score(y_test, y_pred, labels=[True, False])\n", + "\n", + " print(\"오차행렬:\\n\", confusion)\n", + " print(\"\\n정확도: {:.4f}\".format(accuracy))\n", + " print(\"정밀도: {:.4f}\".format(precision))\n", + " print(\"재현율: {:.4f}\".format(recall))\n", + " print(\"F1: {:.4f}\".format(F1))\n", + " return F1" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression start\n", + "\n", + "오차행렬:\n", + " [[555 418]\n", + " [307 660]]\n", + "\n", + "정확도: 0.6263\n", + "정밀도: 0.6439\n", + "재현율: 0.5704\n", + "F1: 0.6049\n", + "DecisionTreeClassifier start\n", + "\n", + "오차행렬:\n", + " [[891 82]\n", + " [129 838]]\n", + "\n", + "정확도: 0.8912\n", + "정밀도: 0.8735\n", + "재현율: 0.9157\n", + "F1: 0.8941\n", + "GradientBoostingClassifier start\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "오차행렬:\n", + " [[915 58]\n", + " [ 91 876]]\n", + "\n", + "정확도: 0.9232\n", + "정밀도: 0.9095\n", + "재현율: 0.9404\n", + "F1: 0.9247\n", + "RandomForestClassifier start\n", + "\n", + "오차행렬:\n", + " [[907 66]\n", + " [ 82 885]]\n", + "\n", + "정확도: 0.9237\n", + "정밀도: 0.9171\n", + "재현율: 0.9322\n", + "F1: 0.9246\n", + "LGBMClassifier start\n", + "\n", + "[LightGBM] [Info] Number of positive: 3877, number of negative: 3883\n", + "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000242 seconds.\n", + "You can set `force_row_wise=true` to remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1342\n", + "[LightGBM] [Info] Number of data points in the train set: 7760, number of used features: 19\n", + "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.499613 -> initscore=-0.001546\n", + "[LightGBM] [Info] Start training from score -0.001546\n", + "오차행렬:\n", + " [[920 53]\n", + " [ 72 895]]\n", + "\n", + "정확도: 0.9356\n", + "정밀도: 0.9274\n", + "재현율: 0.9455\n", + "F1: 0.9364\n", + "XGBClassifier start\n", + "\n", + "오차행렬:\n", + " [[898 75]\n", + " [107 860]]\n", + "\n", + "정확도: 0.9062\n", + "정밀도: 0.8935\n", + "재현율: 0.9229\n", + "F1: 0.9080\n", + "CatBoostClassifier start\n", + "\n", + "Learning rate set to 0.024712\n", + "0:\tlearn: 0.6720570\ttotal: 4.33ms\tremaining: 4.32s\n", + "1:\tlearn: 0.6544729\ttotal: 8.13ms\tremaining: 4.06s\n", + "2:\tlearn: 0.6370916\ttotal: 12.1ms\tremaining: 4.03s\n", + "3:\tlearn: 0.6172862\ttotal: 16.6ms\tremaining: 4.14s\n", + "4:\tlearn: 0.5993409\ttotal: 20.5ms\tremaining: 4.08s\n", + "5:\tlearn: 0.5816874\ttotal: 24.2ms\tremaining: 4.01s\n", + "6:\tlearn: 0.5668864\ttotal: 28.9ms\tremaining: 4.1s\n", + "7:\tlearn: 0.5444574\ttotal: 32.9ms\tremaining: 4.08s\n", + "8:\tlearn: 0.5320888\ttotal: 36.6ms\tremaining: 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"stream", + "text": [ + "c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning rate set to 0.024712\n", + "0:\tlearn: 0.6720570\ttotal: 3.27ms\tremaining: 3.26s\n", + "1:\tlearn: 0.6544729\ttotal: 6.38ms\tremaining: 3.19s\n", + "2:\tlearn: 0.6370916\ttotal: 9.37ms\tremaining: 3.11s\n", + "3:\tlearn: 0.6172862\ttotal: 12.9ms\tremaining: 3.22s\n", + "4:\tlearn: 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"993:\tlearn: 0.0002470\ttotal: 1.57s\tremaining: 9.47ms\n", + "994:\tlearn: 0.0002470\ttotal: 1.57s\tremaining: 7.89ms\n", + "995:\tlearn: 0.0002470\ttotal: 1.57s\tremaining: 6.31ms\n", + "996:\tlearn: 0.0002470\ttotal: 1.57s\tremaining: 4.73ms\n", + "997:\tlearn: 0.0002470\ttotal: 1.57s\tremaining: 3.15ms\n", + "998:\tlearn: 0.0002470\ttotal: 1.58s\tremaining: 1.58ms\n", + "999:\tlearn: 0.0002470\ttotal: 1.58s\tremaining: 0us\n", + "오차행렬:\n", + " [[910 63]\n", + " [ 75 892]]\n", + "\n", + "정확도: 0.9289\n", + "정밀도: 0.9239\n", + "재현율: 0.9353\n", + "F1: 0.9295\n", + "오차행렬:\n", + " [[910 63]\n", + " [ 75 892]]\n", + "\n", + "정확도: 0.9289\n", + "정밀도: 0.9239\n", + "재현율: 0.9353\n", + "F1: 0.9295\n" + ] + }, + { + "data": { + "text/plain": [ + "0.9295199182839632" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # test code\n", + "scores=[]\n", + "names=[]\n", + "ms=[]\n", + "for i,classifier in enumerate(models):\n", + " print(model_names[i]+' start\\n')\n", + " model=classifier.fit(x_train, y_train)\n", + " pred=model.predict(x_val)\n", + " scores.append(get_clf_eval(y_val,pred))\n", + " ms.append(model)\n", + " names.append(model_names[i])\n", + " \n", + "score=pd.DataFrame(data=names,columns=['Name'])\n", + "score['score']=scores\n", + "score" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)\n" + ] + } + ], + "source": [ + "best_model_name=score.sort_values(by=['score']).iloc[-1]['Name']\n", + "best_model=ms[model_names.index(best_model_name)]\n", + "print(best_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 209, "metadata": {}, "outputs": [], "source": [ - "model = DecisionTreeClassifier()" + "model = LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LightGBM] [Info] Number of positive: 3883, number of negative: 3883\n", + "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000291 seconds.\n", + "You can set `force_row_wise=true` to remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1349\n", + "[LightGBM] [Info] Number of data points in the train set: 7766, number of used features: 19\n", + "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n" + ] + }, + { + "data": { + "text/html": [ + "
LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)
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On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)" + ] + }, + "execution_count": 210, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(x_train_smote, y_train_smote)" ] }, { @@ -393,25 +3898,25 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
DecisionTreeClassifier()
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" + "
DecisionTreeClassifier(class_weight='balanced')
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On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ - "DecisionTreeClassifier()" + "DecisionTreeClassifier(class_weight='balanced')" ] }, - "execution_count": 11, + "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.fit(x_train.fillna(0), y_train)" + "#model.fit(x_train.fillna(0), y_train)" ] }, { @@ -423,7 +3928,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 211, "metadata": {}, "outputs": [], "source": [ @@ -443,7 +3948,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 212, "metadata": {}, "outputs": [ { @@ -451,13 +3956,13 @@ "output_type": "stream", "text": [ "오차행렬:\n", - " [[ 740 207]\n", - " [ 259 10654]]\n", + " [[925 48]\n", + " [ 70 897]]\n", "\n", - "정확도: 0.9607\n", - "정밀도: 0.7407\n", - "재현율: 0.7814\n", - "F1: 0.7605\n" + "정확도: 0.9392\n", + "정밀도: 0.9296\n", + "재현율: 0.9507\n", + "F1: 0.9400\n" ] } ], @@ -482,7 +3987,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 213, "metadata": {}, "outputs": [], "source": [ @@ -492,16 +3997,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 214, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1251" + "1405" ] }, - "execution_count": 15, + "execution_count": 214, "metadata": {}, "output_type": "execute_result" } @@ -520,7 +4025,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 215, "metadata": {}, "outputs": [], "source": [ diff --git a/submission.csv b/submission.csv index bcad0d4..1fd9a39 100644 --- a/submission.csv +++ b/submission.csv @@ -1,5272 +1,5272 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx,customer_type,enterprise,historical_existing_cnt,id_strategic_ver,it_strategic_ver,idit_strategic_ver,customer_job,lead_desc_length,inquiry_type,product_category,product_subcategory,product_modelname,customer_country.1,customer_position,response_corporate,expected_timeline,ver_cus,ver_pro,ver_win_rate_x,ver_win_ratio_per_bu,business_area,business_subarea,lead_owner,is_converted -19844,0.0,/ / Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -9738,0.25,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8491,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874, -19895,0.5,/ Madison / United States,ID,0.1186440677966101,17204,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Madison / United States,none,LGEUS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,194, -10465,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167, -17528,0.0,/ / Germany,IT,,22534,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -2853,1.0,/ / Egypt,ID,,32761,End Customer,Enterprise,,,,,marketing,62,Quotation or Purchase Consultation,standard signage,,,/ / Egypt,associate/analyst,LGEEG,6 months ~ 9 months,0,0,,,,,234, -3061,1.0,/ / France,ID,,46010,Service Partner,Enterprise,,,,,purchasing,214,Quotation or Purchase Consultation,interactive signage,,,/ / France,director,LGEFS,3 months ~ 6 months,0,0,,,,,577, -2909,0.75,/ /,ID,,2452,End Customer,Enterprise,0.0,,,,purchasing,308,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310, -9577,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -5462,0.5,/Blumenau/Brazil,AS,,25261,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Blumenau/Brazil,others,LGESP,,0,0,,,,,97, -10684,1.0,/Bauru/Brazil,ID,0.0749486652977412,38519,End Customer,SMB,11.0,1.0,,1.0,information technology,45,Quotation or Purchase Consultation,video wall signage,,,/Bauru/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167, -3686,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122, -7678,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308, -20759,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572, -7361,1.0,/Visakhapatnam/India,AS,,38603,,Enterprise,,,,,others,67,Product Information,etc.,,,/Visakhapatnam/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,116, -16387,0.25,/ / Italy,AS,,9115,Service Partner,Enterprise,,,,,support,3,,vrf,,,/ / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -11153,1.0,/ / Argentina,ID,,9857,,Enterprise,1.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325, -6847,0.25,2726 Shelter Island Drive / CA / United States,AS,,1385,,Enterprise,,,,,,138,Product Information,,,,2726 Shelter Island Drive / CA / United States,none,LGEUS,,0,0,,,,,731, -8727,0.5,Ulus Mah. Manolya Cad. No:16/1 B?y?k?ekmece ISTANBUL / İstanbul / Türkiye,AS,0.0496894409937888,28428,Channel Partner,Enterprise,0.0,,,,marketing,13,Quotation or Purchase Consultation,heating,,,Ulus Mah. Manolya Cad. No:16/1 B?y?k?ekmece ISTANBUL / İstanbul / Türkiye,ceo/founder,LGETK,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,103, -14765,0.5,/Ribeirão Pires - São Paulo/Brazil,AS,,2859,,Enterprise,,,,,others,25,Quotation or Purchase Consultation,,,,/Ribeirão Pires - São Paulo/Brazil,partner,LGESP,,0,0,,,,,97, -8595,0.25,367 South Gulf Road Cloud IT / King Of Prussia / United States,IT,0.6428571428571429,43945,End Customer,Enterprise,,,,,,44,Quotation or Purchase Consultation,,,,367 South Gulf Road Cloud IT / King Of Prussia / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,374, -1486,1.0,/ / Saudi Arabia,ID,,34641,End Customer,SMB,,,,,finance,54,Quotation or Purchase Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245, -1593,1.0,/ Mohali / India,ID,,16301,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,,,/ Mohali / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -7077,1.0,/ CALOOCAN CITY / Philippines,AS,,27420,End Customer,Enterprise,,,,,administrative,20,Quotation or Purchase Consultation,vrf,,,/ CALOOCAN CITY / Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,,,,,120, -4735,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,49,Quotation or Purchase Consultation,ventilation,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90, -18382,0.0,/ / Peru,ID,0.0327868852459016,30316,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10377,1.0,"Rua 15 de novembro, 1262 RS / RS / Brazil",AS,0.0039370078740157,37810,Specifier/ Influencer,SMB,,,,,operations,22,Quotation or Purchase Consultation,control,,,"Rua 15 de novembro, 1262 RS / RS / Brazil",partner,LGESP,6 months ~ 9 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Banking,97, -15431,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Channel Partner,SMB,,,,,engineering,20,Quotation or Purchase Consultation,ventilation,,,/ Hồ Chí Minh / Vietnam,manager,LGEVH,,0,0,,,,,745, -4722,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,single-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,30, -7249,1.0,/ Pasay City / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ Pasay City / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59, -93,1.0,/ Luddenham / Australia,AS,0.0666666666666666,24564,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138, -9967,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -13764,0.5,/ Goiânia / Brazil,AS,,23402,Specifier/ Influencer,Enterprise,51.0,,,,sales,27,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,manager,LGESP,,0,0,,,,,97, -10665,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,28546,Service Partner,SMB,,1.0,,1.0,program and project management,38,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,480, -15029,0.5,/ Santiago / Chile,AS,,2790,End Customer,Enterprise,,,,,engineering,3,,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -15209,0.5,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,AS,,1862,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39, -9896,0.25,Cloud IT / New Canaan / United States,IT,,5482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New Canaan / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -12748,1.0,/ west / Saudi Arabia,AS,,3745,Channel Partner,SMB,,,,,business development,59,Quotation or Purchase Consultation,vrf,,,/ west / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,6, -1150,0.25,Corporate / /,ID,0.0446428571428571,16587,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9620,1.0,/ Kolkata / India,AS,,20424,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2, -4180,0.25,/ Alappuzha / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,,,,,34, -15741,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -7677,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308, -18670,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4937,0.5,/ Florianópolis / Brazil,AS,,7763,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Florianópolis / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -16841,0.75,/ Bacoor Cavite / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,3,,,,,/ Bacoor Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120, -4700,0.25,/ Brahmapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,multi-split,,,/ Brahmapur / India,none,LGEIL,,0,0,,,,,3, -3703,0.5,/ Yogyakarta / Indonesia,AS,,11145,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Yogyakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -5673,0.5,/ São Paulo / Brazil,AS,,4087,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -7426,1.0,/ Abudhabi / U.A.E,AS,,40554,Specifier/ Influencer,Enterprise,,,,,engineering,52,Quotation or Purchase Consultation,chiller,,,/ Abudhabi / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25, -11679,0.0,/ / India,ID,,37681,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -16627,0.25,Via Giovanni Paisiello 26 / Roma / Italy,AS,,9530,End Customer,SMB,,,,,engineering,3,,vrf,,,Via Giovanni Paisiello 26 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341, -13202,0.25,/ Metro Manila / Philippines,AS,,874,Specifier/ Influencer,Enterprise,,,,,engineering,19,,vrf,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,,0,0,,,,,83, -6528,0.5,/Mansoura /Egypt,AS,,26822,End Customer,Enterprise,,,,,education,64,Quotation or Purchase Consultation,vrf,,,/Mansoura /Egypt,trainee,LGEEG,,0,0,,,,,51, -6270,0.25,/ São Paulo / Brazil,AS,,42151,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -2844,1.0,/ / Egypt,ID,,3108,End Customer,Enterprise,,,,,consulting,46,Technical Consultation,standard signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -9875,0.25,Cloud IT / Norwalk / United States,IT,,14314,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Norwalk / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -10809,0.75,/ / Colombia,ID,0.0749486652977412,21648,,Enterprise,,1.0,,1.0,others,22,Others,,,,/ / Colombia,none,LGECB,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344, -2987,1.0,/ / Saudi Arabia,ID,,38071,End Customer,SMB,,,,,operations,46,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,c-level executive,LGESJ,3 months ~ 6 months,0,0,,,,,209, -9404,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146, -1562,1.0,/ Nashik / India,ID,,12256,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,314, -1420,1.0,/ amritsar / India,ID,,37680,,Enterprise,,,,,community and social services,13,Quotation or Purchase Consultation,interactive signage,,,/ amritsar / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -11517,1.0,/ / Hong Kong,ID,,30344,End Customer,SMB,,,,,others,72,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,,,,,337, -833,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -19997,1.0,/ Sp / Brazil,AS,0.004,41580,Specifier/ Influencer,SMB,,,,,others,51,Quotation or Purchase Consultation,,,,/ Sp / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -14706,0.25,/ Curitiba / Brazil,AS,,3910,End Customer,Enterprise,,,,,engineering,144,,vrf,,,/ Curitiba / Brazil,c-level executive,LGESP,,0,0,,,,,97, -19712,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480, -5821,0.5,/ São Paulo / Brazil,AS,,27086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -18938,1.0,/ ARAÇATUBA/SP / Brazil,AS,0.0151515151515151,28383,End Customer,SMB,,,,,administrative,196,Quotation or Purchase Consultation,ventilation,,,/ ARAÇATUBA/SP / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97, -21059,1.0,/ / Mexico,ID,0.0476190476190476,22975,End Customer,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189, -12275,1.0,/tlalnepantla estado de mexico/Mexico,AS,,3530,Specifier/ Influencer,Enterprise,,,,,information technology,71,Quotation or Purchase Consultation,single-split,,,/tlalnepantla estado de mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -17594,1.0,/ Lima / Peru,ID,0.0806916426512968,21326,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,366, -2138,1.0,/ Jaipur / India,ID,,43055,,Enterprise,,,,,media and communication,10,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,trainee,LGEIL,3 months ~ 6 months,0,0,,,,,174, -20026,1.0,/ กทม / Thailand,AS,0.0227272727272727,14528,Specifier/ Influencer,SMB,3.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/ กทม / Thailand,manager,LGETH,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,726, -7758,0.5,PO Box 2327 /Palm Springs/,IT,,10267,End Customer,Enterprise,,,,,,57,Quotation or Purchase Consultation,,,,PO Box 2327 /Palm Springs/,none,LGEUS,less than 3 months,0,0,,,,,436, -20883,0.0,/ / Australia,ID,,7157,,Enterprise,,,,,community and social services,14,,,,,/ / Australia,none,LGEAP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,202, -20629,1.0,/Cebu/Philippines,ID,0.1818181818181818,32714,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268, -12406,0.75,/ Ponta Grossa / Brazil,AS,,42064,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,single-split,,,/ Ponta Grossa / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -7476,0.75,/ Asyut / Egypt,AS,,2730,End Customer,Enterprise,,,,,,2,,,,,/ Asyut / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -342,0.0,/ / Peru,ID,0.0749486652977412,32240,,Enterprise,,1.0,,1.0,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,258, -20869,0.0,/ / India,ID,,20531,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174, -10770,1.0,//Hong Kong,ID,0.0843373493975903,7223,Channel Partner,SMB,,1.0,,1.0,finance,7,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,//Hong Kong,associate/analyst,LGEHK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,337, -10052,0.25,8627 Tara Pl Cloud IT / Lakeland / United States,IT,,24844,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,8627 Tara Pl Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -3194,0.25,/ / United States,ID,,44235,,SMB,,,,,,867,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -395,0.25,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14011,0.5,/ Fortaleza / Brazil,AS,,8079,End Customer,Enterprise,,,,,support,17,Quotation or Purchase Consultation,multi-split,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97, -17182,0.75,/ Cali / Colombia,AS,,37535,End Customer,Enterprise,,,,,engineering,3,,etc.,,,/ Cali / Colombia,partner,LGECB,less than 3 months,0,0,,,,,650, -16006,0.25,/ Zrenjanin / Serbia,AS,,4165,Specifier/ Influencer,SMB,1.0,,,,,3,,heating,,,/ Zrenjanin / Serbia,ceo/founder,LGEMK,,0,0,,,,,766, -11282,0.75,/ / Brazil,ID,,22363,,SMB,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,,,,,317, -20906,0.0,/ / Peru,ID,0.0476190476190476,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -6243,0.25,/ São Paulo / Brazil,AS,,44394,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9578,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -19237,0.0,/ / Peru,ID,0.0538922155688622,26135,,Enterprise,,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258, -2795,1.0,/ / Egypt,ID,,7934,End Customer,SMB,,,,,information technology,61,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -20545,0.25,/ Sarajevo / Bosnia and Herzegovina,AS,,37980,Channel Partner,SMB,1.0,,,,,3,,etc.,"VRF,Multi-Split,Single-Split,Heating",,/ Sarajevo / Bosnia and Herzegovina,others,LGEMK,,0,0,0.0007167734380046,,hotel & accommodation,,765, -8048,1.0,//U.A.E,ID,0.043103448275862,32445,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,,//U.A.E,director,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),308, -8185,1.0,//India,ID,0.0311958405545927,2870,Service Partner,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,//India,trainee,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -8520,0.0,/ / United States,ID,,15542,,Enterprise,,,,,arts and design,7,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,591, -5100,0.5,/São Caetano do Sul/Brazil,AS,,9963,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/São Caetano do Sul/Brazil,others,LGESP,,0,0,,,,,97, -17216,0.75,/ Vinh - Nghệ An / Vietnam,AS,,10985,Channel Partner,Enterprise,,,,,,9,,vrf,,,/ Vinh - Nghệ An / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,937, -4054,0.5,/Pasig city/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/Pasig city/Philippines,manager,LGEPH,,0,0,,,,,0, -3193,0.25,/ / United States,ID,,44235,,SMB,,,,,,867,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -2669,1.0,/ / U.A.E,ID,,887,End Customer,SMB,,,,,consulting,37,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -10688,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,support,1084,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -1685,1.0,/ Jabalpur / India,ID,,22724,,Enterprise,,,,,education,25,Quotation or Purchase Consultation,,,,/ Jabalpur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -19729,1.0,/São Paulo/Brazil,ID,0.0732484076433121,46435,End Customer,SMB,4.0,,,,operations,183,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/São Paulo/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480, -19612,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480, -10326,0.25,/ / Netherlands,AS,,39181,,SMB,,,,,marketing,3,,,,,/ / Netherlands,manager,LGEBN,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,144, -10459,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,4651,End Customer,SMB,,1.0,,1.0,marketing,175,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Belo Horizonte / Brazil,intern,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167, -16021,0.0,/ Budapest / Hungary,AS,,24061,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Budapest / Hungary,none,LGEMK,,0,0,,,,,960, -8878,1.0,/ / U.A.E,ID,0.0491803278688524,24862,End Customer,SMB,,,,,others,74,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,227, -9436,0.25,/ beafort / United States,ID,,5945,,Enterprise,,,,,,8,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ beafort / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -16822,0.75,/ / Philippines,AS,,11579,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46, -43,1.0,/Mangalore/India,AS,0.0888888888888888,32633,End Customer,Enterprise,,,,,healthcare services,68,Quotation or Purchase Consultation,single-split,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Healthcare,30, -269,1.0,/ / Türkiye,ID,0.075,9030,End Customer,SMB,,1.0,,1.0,operations,76,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ / Türkiye,manager,LGETK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,285, -20273,0.75,/ / Germany,IT,,27571,End Customer,SMB,,,,,,253,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428, -19037,1.0,/Rio de Janeiro/Brazil,ID,0.2692307692307692,20358,End Customer,SMB,,,,,information technology,32,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/Rio de Janeiro/Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,572, -4972,0.5,/ Aquiraz / Brazil,AS,,29090,End Customer,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Aquiraz / Brazil,entry level,LGESP,,0,0,,,,,97, -4280,0.25,/ HYDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4, -9408,1.0,/ / Italy,ID,0.0416666666666666,4264,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578, -13197,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -1789,1.0,/Bangalore/India,ID,,44880,End Customer,SMB,,,,,media and communication,212,Quotation or Purchase Consultation,led signage,Ultra Lighit,GSCD100-GN,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -12295,1.0,/ SAN ANDRES TUXTLA / Mexico,AS,,37937,Specifier/ Influencer,SMB,4.0,,,,engineering,315,Usage or Technical Consultation,vrf,,,/ SAN ANDRES TUXTLA / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42, -3143,0.75,/Dubai /U.A.E,ID,,20335,End Customer,Enterprise,,,,,operations,51,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/Dubai /U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308, -10020,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3909,1.0,/ Biñan City / Philippines,AS,,27712,Specifier/ Influencer,Enterprise,11.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Biñan City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46, -3060,1.0,/ / Hong Kong,ID,,39964,Specifier/ Influencer,Enterprise,,,,,sales,185,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/ / Hong Kong,manager,LGEHK,6 months ~ 9 months,0,0,,,,,248, -5220,0.5,/ Brasilia / Brazil,AS,,13218,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Brasilia / Brazil,others,LGESP,,0,0,,,,,97, -8219,1.0,/ Tupper Lake / United States,ID,0.3902439024390244,42493,Solution Eco-Partner,SMB,,,,,education,173,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ Tupper Lake / United States,director,LGEUS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,Others,867, -14065,0.25,/ Florianópolis / Brazil,AS,,10072,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Florianópolis / Brazil,entry level,LGESP,,0,0,,,,,97, -2686,1.0,/ / U.A.E,ID,,386,End Customer,SMB,,,,,information technology,54,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -5053,0.5,/ São Paulo / Brazil,AS,,1423,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97, -5109,0.5,/ São Paulo / Brazil,AS,,14247,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -198,1.0,/ / Argentina,ID,0.0749486652977412,16813,,SMB,10.0,1.0,,1.0,administrative,24,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325, -15648,0.5,"/ Atizapan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,single-split,,,"/ Atizapan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704, -494,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9966,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -17609,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580, -7471,1.0,/ Heliopolis / Egypt,AS,,28176,End Customer,SMB,,,,,others,11,Quotation or Purchase Consultation,,,,/ Heliopolis / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -17218,1.0,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,1046, -10225,1.0,/ PANAMA / Panama,AS,0.0039370078740157,6130,End Customer,Enterprise,,,,,engineering,161,Quotation or Purchase Consultation,multi-split,,,/ PANAMA / Panama,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,654, -9959,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20827,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,41137,End Customer,SMB,,,,,information technology,148,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ São Paulo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316, -11883,0.5,/New Delhi/India,ID,,44916,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/New Delhi/India,educator,LGEIL,,0,0,,,,,155, -6788,0.25,2068 Seamans Neck Rd / NY / United States,AS,,42605,,Enterprise,,,,,,40,Product Information,,,,2068 Seamans Neck Rd / NY / United States,none,LGEUS,,0,0,,,,,730, -13684,0.25,/ Duque de Caxias / Brazil,AS,,5843,End Customer,Enterprise,,,,,operations,3,,multi-split,,,/ Duque de Caxias / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -5735,0.5,/ São Paulo / Brazil,AS,,38236,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -2564,1.0,/ Badnawar / India,ID,,41514,,Enterprise,,,,,education,18,Quotation or Purchase Consultation,interactive signage,,,/ Badnawar / India,director,LGEIL,less than 3 months,0,0,,,,,174, -8150,1.0,/ Najran / Saudi Arabia,ID,0.032258064516129,2747,Service Partner,Enterprise,,,,,product management,108,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Najran / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209, -9584,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -10118,1.0,/ / Egypt,ID,0.037037037037037,17194,End Customer,SMB,,,,,sales,100,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,234, -15490,0.25,/ القاهره / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,43,Quotation or Purchase Consultation,vrf,,,/ القاهره / Egypt,none,LGEEG,,0,0,,,,,51, -2021,1.0,/ Pathankot / India,ID,,31858,,Enterprise,,,,,education,10,Others,interactive signage,,,/ Pathankot / India,director,LGEIL,less than 3 months,0,0,,,,,165, -17838,1.0,/ / Vietnam,ID,0.2142857142857142,42753,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,324, -16637,0.25,Via Avigliana 21 / Torino / Italy,AS,,21595,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Avigliana 21 / Torino / Italy,c-level executive,LGEIS,,0,0,,,,,341, -2002,1.0,/ Barnala / India,ID,,18142,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,,,,/ Barnala / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -3887,1.0,/Cicero/United States,AS,,24550,Specifier/ Influencer,Enterprise,,,,,consulting,193,Usage or Technical Consultation,heating,,,/Cicero/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,730, -14779,0.25,/ Recife / Brazil,AS,,22170,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97, -2151,1.0,/ Haryana / India,ID,,11751,,Enterprise,,,,,information technology,91,Others,interactive signage,,,/ Haryana / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,165, -18262,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -3054,0.75,/ /,ID,,2058,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368, -15087,0.5,/ Santiago / Chile,AS,,41751,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,c-level executive,LGECL,more than a year,0,0,,,,,728, -4299,0.25,/ dhuri / India,AS,,47466,End Customer,Enterprise,19.0,,,,,53,Quotation or Purchase Consultation,multi-split,,,/ dhuri / India,none,LGEIL,,0,0,,,,,95, -11711,0.0,/ / India,ID,,45733,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -527,0.25,Corporate / /,ID,0.0446428571428571,16100,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -12036,0.5,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,ID,,30580,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,none,LGEUS,less than 3 months,0,0,,,,,502, -15723,0.5,/ Lima / Peru,AS,,11308,Specifier/ Influencer,Enterprise,16.0,,,,engineering,3,,vrf,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,,,,,125, -20327,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340, -12468,0.75,/ นครราชสีมา / Thailand,AS,,387,Specifier/ Influencer,Enterprise,,,,,engineering,16,,vrf,,,/ นครราชสีมา / Thailand,manager,LGETH,less than 3 months,0,0,,,,,748, -6687,0.25,- / AL / United States,AS,,4867,,Enterprise,1.0,,,,,307,Services,,,,- / AL / United States,none,LGEUS,,0,0,,,,,731, -20015,1.0,/ Rio de Janeiro/RJ / Brazil,AS,0.004,42627,Channel Partner,SMB,,,,,purchasing,30,Quotation or Purchase Consultation,single-split,,,/ Rio de Janeiro/RJ / Brazil,partner,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -19466,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580, -8148,0.75,/ / Mexico,ID,0.0327868852459016,12271,,Enterprise,2.0,,,,operations,2,Customer Suggestions,,,,/ / Mexico,none,LGEMS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,189, -17613,1.0,/ MEDELLÍN / Colombia,ID,0.0806916426512968,34079,Specifier/ Influencer,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ MEDELLÍN / Colombia,manager,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,187, -9740,0.25,230 John Wesley Ave Cloud IT / Atlanta / United States,IT,,4698,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,230 John Wesley Ave Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -5371,0.5,/Londrina/Brazil,AS,,14968,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,others,LGESP,,0,0,,,,,97, -3775,0.5,/ Bharatpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ Bharatpur / India,none,LGEIL,,0,0,,,,,48, -13218,0.25,/ Yogyakarta / Indonesia,AS,,1649,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Yogyakarta / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670, -14177,0.25,Rua Rui Barbosa n 1095 bairro Goiabeiras Mato Grosso / Cuiabá/MT / Brazil,AS,,18637,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,Rua Rui Barbosa n 1095 bairro Goiabeiras Mato Grosso / Cuiabá/MT / Brazil,director,LGESP,,0,0,,,,,97, -12804,0.75,"/ Badung, Kuta Selatan / Indonesia",AS,,32924,End Customer,SMB,,,,,engineering,8,,vrf,,,"/ Badung, Kuta Selatan / Indonesia",manager,LGEIN,3 months ~ 6 months,0,0,,,,,670, -19157,1.0,/ UK / United Kingdom,IT,0.2307692307692307,1781,Channel Partner,SMB,,,,,administrative,9,Request a Demo,projector,,,/ UK / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,431, -9737,0.25,263 Seaboard Lane Cloud IT / Franklin / United States,IT,,40106,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,263 Seaboard Lane Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8065,1.0,/ / Saudi Arabia,ID,0.043103448275862,3725,End Customer,SMB,,,,,information technology,131,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209, -2726,1.0,/ / South Africa,ID,,9411,End Customer,Enterprise,,,,,purchasing,27,Quotation or Purchase Consultation,oled signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -2890,0.75,235 E 7th Ave / Homestead /,ID,,28209,End Customer,SMB,,,,,purchasing,224,Quotation or Purchase Consultation,,,,235 E 7th Ave / Homestead /,none,LGEUS,less than 3 months,0,0,,,,,568, -2703,1.0,/ / U.A.E,ID,,16384,End Customer,SMB,,,,,consulting,50,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209, -13437,0.0,/ / India,AS,,12092,End Customer,Enterprise,1.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -4677,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17, -452,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -11607,0.5,/ Ghaziabad / India,ID,,16982,,Enterprise,,,,,community and social services,3,Others,,,,/ Ghaziabad / India,manager,LGEIL,,0,0,,,,,174, -7737,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -7217,1.0,//Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,//Philippines,partner,LGEPH,6 months ~ 9 months,0,0,,,,,0, -9182,1.0,18010 Ashlea Drive / Brookfield / United States,IT,,14432,Channel Partner,SMB,,,,,engineering,62,Quotation or Purchase Consultation,monitor,,,18010 Ashlea Drive / Brookfield / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0011827288932506,,retail,,833, -3898,1.0,/ Male' / Maldives,AS,,18314,End Customer,SMB,29.0,,,,sales,9,Quotation or Purchase Consultation,vrf,,,/ Male' / Maldives,manager,LGESL,less than 3 months,0,0,,,,,109, -569,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9500,1.0,/ / India,ID,,38422,End Customer,Enterprise,,,,,entrepreneurship,451,Request for Partnership,special signage,LG Self-ordering Kiosk,27KC3PK-C,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174, -8430,0.25,//United States,IT,,7444,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0005719551277132,,education,Higher Education (College & University),438, -1180,0.75,/ / United States,ID,0.0446428571428571,21107,End Customer,SMB,,1.0,,1.0,others,714,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,others,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,369, -16833,1.0,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,multi-split,,,/ Makati City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120, -13671,0.5,/ São Gonçalo / Brazil,AS,,10580,End Customer,Enterprise,,,,,others,186,Quotation or Purchase Consultation,multi-split,,,/ São Gonçalo / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -7770,0.5,45525 Grand River Avenue / Novi /,IT,,11893,Channel Partner,SMB,,,,,,457,Usage or Technical Consultation,,,,45525 Grand River Avenue / Novi /,none,LGEUS,6 months ~ 9 months,0,0,,,,,833, -4788,0.25,//India,AS,,9522,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9, -8626,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227, -19361,1.0,/Cartagena de Indias/Colombia,AS,0.0037878787878787,41784,End Customer,Enterprise,,,,,administrative,400,Quotation or Purchase Consultation,multi-split,,,/Cartagena de Indias/Colombia,associate/analyst,LGECB,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,39, -7848,0.25,7027 Milne Blvd Education / New Orleans / United States,IT,,28841,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,7027 Milne Blvd Education / New Orleans / United States,none,LGEUS,,0,0,,,,,374, -20494,1.0,/ ARMAÇÃO DE BUZIOS / Brazil,ID,0.1241217798594847,35121,End Customer,SMB,,1.0,,1.0,administrative,349,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR762H (EU/CIS),/ ARMAÇÃO DE BUZIOS / Brazil,entry level,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,487, -9949,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10371,1.0,/ Vitória/ES / Brazil,AS,0.0039370078740157,5450,End Customer,SMB,,,,,administrative,50,Quotation or Purchase Consultation,multi-split,,,/ Vitória/ES / Brazil,director,LGESP,6 months ~ 9 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -9109,1.0,/ Singapore / Singapore,AS,0.0227272727272727,38090,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Singapore / Singapore,others,LGESL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,73, -13766,0.5,/ Olinda / Brazil,AS,,35228,,Enterprise,0.0,,,,operations,3,Quotation or Purchase Consultation,,,,/ Olinda / Brazil,manager,LGESP,,0,0,,,,,97, -1863,1.0,/ Ludhiana / India,ID,,8662,,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174, -9988,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -21,1.0,/ Kolkata / India,AS,0.0888888888888888,20424,End Customer,Enterprise,48.0,,,,finance,41,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Finance,2, -12173,1.0,/ / Mexico,ID,,16954,,SMB,,,,,community and social services,3,Technical Consultation,,,,/ / Mexico,vice president,LGEMS,9 months ~ 1 year,0,0,,,,,189, -16126,0.25,/ singapore / Singapore,AS,,18320,Specifier/ Influencer,SMB,22.0,,,,engineering,3,,,,,/ singapore / Singapore,manager,LGESL,,0,0,,,,,73, -17130,0.75,/ Santiago / Chile,AS,,41750,Specifier/ Influencer,Enterprise,6.0,,,,operations,22,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728, -3084,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -10737,1.0,/ CDMX / Mexico,ID,0.0749486652977412,32868,End Customer,SMB,,1.0,,1.0,business development,45,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ CDMX / Mexico,ceo/founder,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,263, -13915,0.25,/ Palhoça / Brazil,AS,,9028,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Palhoça / Brazil,entry level,LGESP,,0,0,,,,,97, -21127,1.0,/ Goiás / Brazil,AS,,18090,End Customer,SMB,,,,,engineering,276,Quotation or Purchase Consultation,vrf,,,/ Goiás / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -21057,1.0,/ Bogota / Colombia,ID,0.0476190476190476,10896,End Customer,SMB,,,,,information technology,277,Quotation or Purchase Consultation,interactive signage,Touch Overlay Kit,KT-T55E,/ Bogota / Colombia,intern,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,231, -11239,1.0,/ Delhi / India,ID,,30178,,SMB,,,,,administrative,30,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -5035,0.25,/ CEARA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ CEARA / Brazil,none,LGESP,,0,0,,,,,97, -20103,1.0,/ riyadh / Saudi Arabia,AS,0.0196078431372549,3622,Specifier/ Influencer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,13, -12179,0.75,/ / Argentina,ID,,30207,,Enterprise,,,,,sales,3,Technical Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325, -578,0.25,Corporate / /,ID,0.0446428571428571,26585,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -13090,1.0,/ Manila / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,18,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16, -9995,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16949,1.0,/Vila velha/Brazil,AS,,17859,,Enterprise,,,,,operations,21,Services,vrf,,,/Vila velha/Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97, -7071,1.0,/ rizal / Philippines,AS,,28442,Specifier/ Influencer,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,vrf,,,/ rizal / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,46, -13509,0.0,/ / India,AS,,1351,,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -15927,0.0,/ / Ecuador,AS,,24415,,SMB,,,,,,3,,vrf,,,/ / Ecuador,none,LGEPS,,0,0,,,,,654, -20467,0.0,Hospitality / / United States,ID,,7241,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -17780,1.0,/ / Brazil,ID,0.0327868852459016,9672,End Customer,SMB,,,,,information technology,54,Quotation or Purchase Consultation,,,,/ / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342, -1235,0.5,/Rajkot/India,IT,0.0666666666666666,45726,End Customer,SMB,,,1.0,1.0,information technology,104,Quotation or Purchase Consultation,monitor,,24MP88HV,/Rajkot/India,entry level,LGEIL,,1,0,0.0030792876608617,,corporate / office,IT/Software,414, -5879,0.5,/ São Paulo / Brazil,AS,,35571,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -17677,1.0,/ رابغ / Saudi Arabia,AS,0.0485436893203883,47146,End Customer,Enterprise,,,,,purchasing,77,Quotation or Purchase Consultation,ventilation,,,/ رابغ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,6, -7233,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -9743,0.25,205 Miller Springs Court Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Court Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -9954,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -17532,0.25,//Germany,IT,,24322,,SMB,,,,,,17,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838, -3055,0.75,/ /,ID,,8744,Channel Partner,Enterprise,,,,,,48,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,205, -3494,1.0,/ Patna / India,ID,,44307,,Enterprise,0.0,,,,education,1,Technical Consultation,interactive signage,,,/ Patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174, -12057,0.5,8889 concession 4 / Sandford /,ID,,32542,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,8889 concession 4 / Sandford /,none,LGEUS,less than 3 months,0,0,,,,,205, -21240,1.0,/ / Germany,IT,,4877,End Customer,SMB,,,,,others,295,Quotation or Purchase Consultation,,All Monitors,,/ / Germany,associate/analyst,LGEDG,less than 3 months,0,0,2.5889552307882245e-05,,public facility,,428, -20161,1.0,/ Rizal / Philippines,AS,0.0227272727272727,27735,Specifier/ Influencer,Enterprise,0.0,,,,consulting,10,Quotation or Purchase Consultation,vrf,"VRF,Multi-Split,Single-Split,Chiller,Heating,Etc.",,/ Rizal / Philippines,others,LGEPH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,46, -20637,1.0,/ Cajamar / Brazil,ID,0.0695652173913043,46753,End Customer,SMB,,,,,accounting,75,Quotation or Purchase Consultation,oled signage,,,/ Cajamar / Brazil,manager,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167, -17207,1.0,/ HCM / Vietnam,AS,,32709,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -4160,0.25,/ / Philippines,AS,,26785,,Enterprise,,,,,,8,,,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15, -13085,0.75,Hoogbocht 1 / Diessen / Netherlands,AS,,39801,,Enterprise,,,,,,219,Quotation or Purchase Consultation,,,,Hoogbocht 1 / Diessen / Netherlands,c-level executive,LGEBN,,0,0,,,,,772, -2275,0.75,/ / U.A.E,ID,,42181,End Customer,SMB,,,,,engineering,139,Quotation or Purchase Consultation,signage care solution,LG ConnectedCare,,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308, -3944,1.0,/indore/India,AS,,11807,Specifier/ Influencer,Enterprise,,,,,consulting,40,Usage or Technical Consultation,multi-split,,,/indore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,137, -14244,0.25,/ Jaboatão dos Guararapes / Brazil,AS,,3899,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Jaboatão dos Guararapes / Brazil,director,LGESP,,0,0,,,,,97, -2701,1.0,/ / U.A.E,ID,,13138,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209, -9793,0.25,Cloud IT / Greenwich / United States,IT,,15641,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Greenwich / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -18824,0.0,/ / Peru,ID,0.0327868852459016,19927,,Enterprise,,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,,258, -436,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,118,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375, -12393,1.0,/ Noida / India,AS,,35314,Channel Partner,Enterprise,,,,,marketing,18,Quotation or Purchase Consultation,control,,,/ Noida / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,115, -20136,0.25,/ MINAS GERAIS / Brazil,AS,0.004,6942,End Customer,Enterprise,,,,,administrative,65,,multi-split,,,/ MINAS GERAIS / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -20357,1.0,Hospitality / Huntsville / United States,ID,,7234,End Customer,Enterprise,,1.0,,1.0,purchasing,34,Quotation or Purchase Consultation,,,,Hospitality / Huntsville / United States,c-level executive,LGEUS,6 months ~ 9 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566, -14260,0.25,/ Uberaba MG / Brazil,AS,,6841,End Customer,SMB,26.0,,,,purchasing,3,,,,,/ Uberaba MG / Brazil,director,LGESP,,0,0,,,,,97, -8560,1.0,/ Mumbai / India,IT,,4951,End Customer,Enterprise,,,,,medical imaging specialist,102,Request a Demo,medical display,Diagnostic Monitors,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,404, -4256,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,chiller,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,603, -4593,0.25,/ New Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115, -2413,0.75,91 BRUNSWICK AVE / BLOOMSBURY /,ID,,6467,End Customer,SMB,,,,,,163,Quotation or Purchase Consultation,,,,91 BRUNSWICK AVE / BLOOMSBURY /,none,LGEUS,3 months ~ 6 months,0,0,,,,,568, -18561,0.0,/ / Peru,ID,0.0327868852459016,20587,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -20530,1.0,/ الخبر / Saudi Arabia,AS,,47258,End Customer,Enterprise,,,,,engineering,132,Usage or Technical Consultation,single-split,,,/ الخبر / Saudi Arabia,manager,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,44, -5126,0.5,/ São Paulo / Brazil,AS,,14385,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -4885,0.5,/Londrina/Brazil,AS,,12819,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,manager,LGESP,,0,0,,,,,97, -8848,1.0,//United States,ID,0.1186440677966101,14194,Service Partner,SMB,,,,,marketing,107,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,309, -14777,0.25,/ RECIFE / Brazil,AS,,22170,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ RECIFE / Brazil,partner,LGESP,,0,0,,,,,97, -11594,0.5,/ Mumbai / India,ID,,33121,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,,0,0,,,,,174, -20343,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32968,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -1331,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436, -2960,1.0,/ / Saudi Arabia,ID,,46664,End Customer,SMB,,,,,information technology,74,Technical Consultation,standard signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209, -18007,0.25,/ / Australia,ID,0.2142857142857142,30008,End Customer,SMB,,,,,administrative,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -8705,1.0,/ BAHIA / Brazil,AS,0.0037878787878787,9211,Specifier/ Influencer,Enterprise,,,,,sales,12,Quotation or Purchase Consultation,etc.,,,/ BAHIA / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97, -19117,1.0,/ Puebla / Mexico,IT,0.3333333333333333,14473,End Customer,Enterprise,,,,,clinical specialist,49,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Puebla / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,923, -4514,0.25,/ Bardoli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ Bardoli / India,none,LGEIL,,0,0,,,,,115, -20284,1.0,/ Altopascio / Italy,IT,,21454,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,monitor,,,/ Altopascio / Italy,c-level executive,LGEIS,less than 3 months,1,0,0.0011827288932506,,retail,,422, -9941,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -19044,1.0,/ PUERTO ASIS / Colombia,ID,0.2692307692307692,14924,End Customer,Enterprise,,,,,operations,36,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ PUERTO ASIS / Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,344, -17631,0.25,/ / Mexico,ID,0.0806916426512968,12161,,Enterprise,,,,,arts and design,3,,,,,/ / Mexico,entry level,LGEMS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -12403,1.0,/ SAO PAULO / Brazil,AS,,24113,,SMB,,,,,operations,22,Quotation or Purchase Consultation,vrf,,,/ SAO PAULO / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97, -7604,1.0,/Singapore/Singapore,AS,,38952,End Customer,SMB,3.0,,,,purchasing,163,Quotation or Purchase Consultation,etc.,,,/Singapore/Singapore,manager,LGESL,less than 3 months,0,0,,,,,73, -7613,1.0,/Singapore/Singapore,AS,,43851,,SMB,,,,,consulting,3,Others,vrf,,,/Singapore/Singapore,director,LGESL,3 months ~ 6 months,0,0,,,,,73, -9529,0.75,/ / Saudi Arabia,ID,,22156,Service Partner,Enterprise,,,,,support,60,,interactive signage,LG CreateBoard,86TR3DK-BG,/ / Saudi Arabia,others,LGESJ,more than a year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,209, -18245,0.0,/ / Peru,ID,0.0327868852459016,20561,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -20457,0.0,Hospitality / / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -15127,0.5,/ Santiago / Chile,AS,,45434,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -22,1.0,/ Mumbai / India,AS,0.0888888888888888,37070,End Customer,Enterprise,,,,,others,60,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,90, -19600,1.0,/ Alfredo Wagner / Brazil,ID,0.0732484076433121,31971,End Customer,Enterprise,,,,,administrative,129,Quotation or Purchase Consultation,led signage,,,/ Alfredo Wagner / Brazil,director,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279, -6426,0.25,/ Derby / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Derby / United Kingdom,none,LGEUK,,0,0,,,,,755, -6888,0.25,"2526 State Hwy 71, Cedar Creek / TX / United States",AS,,14523,,SMB,,,,,,200,Product Information,,,,"2526 State Hwy 71, Cedar Creek / TX / United States",none,LGEUS,,0,0,,,,,731, -9953,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -8393,0.75,/ / Hong Kong,ID,0.2142857142857142,13708,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337, -9725,0.25,8371 Front Gate Cir Cloud IT / Ooltewah / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,8371 Front Gate Cir Cloud IT / Ooltewah / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8577,1.0,/ Boise / United States,IT,0.6428571428571429,20766,End Customer,SMB,,,,,information technology,123,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Boise / United States,associate/analyst,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,567, -6858,0.25,5600 Fox Avenue / NV / United States,AS,,39131,,SMB,,,,,,269,Product Information,,,,5600 Fox Avenue / NV / United States,none,LGEUS,,0,0,,,,,731, -12246,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -274,1.0,/ / Egypt,ID,0.075,34687,End Customer,SMB,,1.0,,1.0,arts and design,217,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234, -15516,0.0,/ / Egypt,AS,,13574,Specifier/ Influencer,SMB,62.0,,,,,3,,vrf,,,/ / Egypt,none,LGEEG,,0,0,,,,,51, -20252,1.0,/ Bogota / Colombia,AS,0.004,1886,Specifier/ Influencer,Enterprise,,,,,administrative,198,Quotation or Purchase Consultation,control,,,/ Bogota / Colombia,director,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39, -16829,0.75,/ Romblon / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,3,,,,,/ Romblon / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120, -16824,0.75,/ Metro manila / Philippines,AS,,23181,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Metro manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -15470,0.5,/Hồ Chí Minh/Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,others,LGEVH,,0,0,,,,,759, -7168,1.0,/ / Philippines,AS,,36129,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -15699,0.5,/ Ciudad de México / Mexico,AS,,37835,Specifier/ Influencer,SMB,0.0,,,,others,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42, -19023,1.0,/ Tolima / Venezuela,AS,0.0681818181818181,9239,Specifier/ Influencer,Enterprise,,,,,operations,122,Trainings,vrf,,,/ Tolima / Venezuela,entry level,LGEPS,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,654, -18990,1.0,/ Curitiba / Brazil,AS,0.0681818181818181,1979,Specifier/ Influencer,Enterprise,,,,,engineering,25,Trainings,vrf,,,/ Curitiba / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97, -10107,1.0,14100 Crawford St / Boys Town / NE,ID,0.4,6729,End Customer,SMB,0.0,,,,administrative,149,Quotation or Purchase Consultation,,,,14100 Crawford St / Boys Town / NE,others,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,377, -2982,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209, -10721,1.0,/São Paulo/Brazil,ID,0.0749486652977412,22314,End Customer,Enterprise,,1.0,,1.0,others,111,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/São Paulo/Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480, -21312,0.75,/ CDMX / Mexico,AS,0.04,8272,Channel Partner,SMB,0.0,,,,administrative,3,,vrf,,,/ CDMX / Mexico,manager,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42, -7685,0.75,688 hưương lộ 2 / / United Kingdom,IT,,742,End Customer,Enterprise,,,,,education,3,Quotation or Purchase Consultation,monitor,,,688 hưương lộ 2 / / United Kingdom,none,LGEUK,less than 3 months,0,0,,,,,431, -10164,1.0,/ MT/Sinop / Brazil,AS,0.0039370078740157,44852,End Customer,SMB,,,,,administrative,86,Quotation or Purchase Consultation,,,,/ MT/Sinop / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97, -8147,1.0,/ Kolkata / India,ID,0.0311958405545927,25280,End Customer,Enterprise,,,,,operations,20,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Kolkata / India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,223, -19834,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -6106,0.25,/ Sao Paulo / Brazil,AS,,18782,,SMB,,,,,sales,3,,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -64,0.25,/ Neiva / Colombia,AS,0.0039370078740157,37729,,Enterprise,2.0,,,,,4,Quotation or Purchase Consultation,,,,/ Neiva / Colombia,none,LGECB,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39, -4596,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115, -14438,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97, -9717,0.25,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,IT,,30081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -16060,0.0,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,AS,,22279,,SMB,,,,,marketing,3,,ess,"PVs, PV modules",,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,none,LGEUS,,0,0,,,,,731, -7655,1.0,2924 Lee Highway / Athens / United States,IT,,5548,End Customer,SMB,,,,,information technology,107,Quotation or Purchase Consultation,laptop,,,2924 Lee Highway / Athens / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,360, -19158,1.0,/DUITAMA/Colombia,IT,0.3333333333333333,19954,End Customer,Enterprise,,,,,medical imaging specialist,231,Quotation or Purchase Consultation,monitor,,,/DUITAMA/Colombia,other,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837, -12212,1.0,/ Solteiro(a) / Brazil,AS,,22489,Channel Partner,Enterprise,3.0,,,,engineering,239,Quotation or Purchase Consultation,etc.,,,/ Solteiro(a) / Brazil,entry level,LGESP,more than a year,0,0,,,,,97, -1885,1.0,/Aurangabad/India,ID,,32240,,Enterprise,0.0,,,,,32,Quotation or Purchase Consultation,interactive digital board,,,/Aurangabad/India,entry level,LGEIL,less than 3 months,0,0,,,,,148, -3414,1.0,/ Dehra Dun / India,ID,,33108,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Dehra Dun / India,manager,LGEIL,less than 3 months,0,0,,,,,155, -9539,0.75,/UK/United Kingdom,ID,0.025,40788,Channel Partner,SMB,,,,,administrative,80,Request for Partnership,video wall signage,Ultra Slim Series,55VM5J-H,/UK/United Kingdom,none,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,185, -18083,0.25,/ Tampico / Mexico,ID,0.0327868852459016,41752,Channel Partner,Enterprise,,,,,information technology,3,,video wall signage,,,/ Tampico / Mexico,associate/analyst,LGEMS,,0,0,0.0005719551277132,0.048629531388152,education,,189, -14727,0.25,/ Uberlândia / Brazil,AS,,9207,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Uberlândia / Brazil,partner,LGESP,,0,0,,,,,97, -12358,0.75,/ Makassar / Indonesia,AS,,11142,End Customer,SMB,2.0,,,,engineering,5,,vrf,,,/ Makassar / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122, -13214,0.25,/ Metro Manila / Philippines,AS,,31487,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,etc.,,,/ Metro Manila / Philippines,partner,LGEPH,,0,0,,,,,120, -17525,0.0,/ / Germany,IT,,43803,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -971,0.25,Corporate / /,ID,0.0446428571428571,720,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -4036,1.0,/ Hòa Bình / Vietnam,AS,,11234,Specifier/ Influencer,Enterprise,,,,,arts and design,17,Quotation or Purchase Consultation,chiller,,,/ Hòa Bình / Vietnam,entry level,LGEVH,3 months ~ 6 months,0,0,,,,,749, -9024,0.0,//United States,ID,0.1186440677966101,25911,End Customer,Enterprise,0.0,,,,,119,,,,,//United States,none,LGEUS,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,374, -5880,0.5,/ / Brazil,AS,,44394,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -5415,0.5,/São Paulo/Brazil,AS,,28370,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -3592,0.75,/ Jakarta Barat / Indonesia,AS,,35982,End Customer,SMB,8.0,,,,sales,2,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723, -18556,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -20167,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,7859,End Customer,Enterprise,,,,,purchasing,94,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -11179,1.0,/Pune/India,ID,,16280,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Pune/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148, -11262,1.0,/ Etawah / India,ID,,18070,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Etawah / India,others,LGEIL,less than 3 months,0,0,,,,,174, -3343,0.75,/ / Hong Kong,ID,,18261,Channel Partner,SMB,,,,,business development,109,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,248, -10072,0.25,555 S Robins Parkway Cloud IT / Robins Afb / United States,IT,,44227,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,555 S Robins Parkway Cloud IT / Robins Afb / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -5574,0.5,/ Sao Paulo / Brazil,AS,,17014,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19413,0.25,/ القنفذة / Saudi Arabia,AS,0.0496894409937888,30360,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,6, -9945,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -122,1.0,/ Dubai / U.A.E,ID,0.075,29383,End Customer,SMB,,1.0,,1.0,information technology,59,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Holdings,308, -1264,0.25,Cloud IT / Canton / United States,IT,0.0434782608695652,42801,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Canton / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435, -8974,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867, -20053,1.0,/ Caruaru Pernambuco / Brazil,AS,0.004,20382,End Customer,SMB,,,,,others,63,Quotation or Purchase Consultation,etc.,,,/ Caruaru Pernambuco / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -20164,1.0,/ Carapicuiba / Brazil,AS,0.004,12122,Channel Partner,SMB,,,,,sales,233,Quotation or Purchase Consultation,multi-split,,,/ Carapicuiba / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -15833,0.5,/ Panama / Panama,AS,,9401,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -6342,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,78, -14096,0.25,/ Olinda / Brazil,AS,,4938,End Customer,Enterprise,,,,,operations,3,,,,,/ Olinda / Brazil,entry level,LGESP,,0,0,,,,,97, -12098,0.0,Israel,ID,,6193,,Enterprise,,,,,curation,3,,,,,Israel,none,LGEYK,,0,0,,,,,247, -11127,1.0,/ nalagonda / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ nalagonda / India,director,LGEIL,more than a year,0,0,,,,,174, -4333,0.25,/ Samastipur / India,AS,,36411,End Customer,Enterprise,14.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Samastipur / India,none,LGEIL,,0,0,,,,,600, -16312,0.25,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",AS,,21590,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -9986,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -5733,0.5,/ Santos / Brazil,AS,,7814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santos / Brazil,others,LGESP,,0,0,,,,,97, -10004,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -6721,0.25,1006 Park Drive / KY / United States,AS,,30465,,Enterprise,,,,,,315,Services,,,,1006 Park Drive / KY / United States,none,LGEUS,,0,0,,,,,731, -19008,1.0,/ São Paulo / Brazil,AS,0.0681818181818181,25369,Specifier/ Influencer,SMB,0.0,,,,engineering,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97, -1754,1.0,/ Pune / India,ID,,13386,,Enterprise,,,,,entrepreneurship,5,Technical Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -15475,0.25,/ Hồ chí Minh / Vietnam,AS,,34768,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Hồ chí Minh / Vietnam,others,LGEVH,,0,0,,,,,1046, -7534,1.0,/ / Egypt,AS,,25636,End Customer,Enterprise,,,,,others,67,Quotation or Purchase Consultation,,,,/ / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51, -10669,1.0,/Içara/Brazil,ID,0.0749486652977412,32317,Channel Partner,SMB,,1.0,,1.0,administrative,65,Request for Partnership,interactive signage,,,/Içara/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,167, -9893,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -3757,1.0,/ Raipur / India,AS,,28727,Specifier/ Influencer,Enterprise,,,,,consulting,107,Quotation or Purchase Consultation,multi-split,,,/ Raipur / India,director,LGEIL,more than a year,0,0,,,,,123, -20801,1.0,/ Bogota / Colombia,ID,0.0476190476190476,37465,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,187, -15547,0.5,/ Monterrey / Mexico,AS,,31798,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -16781,0.25,/ / Austria,AS,,14496,,SMB,,,,,purchasing,3,,,,,/ / Austria,ceo/founder,LGEAG,,0,0,,,,,722, -9545,1.0,//United States,ID,0.8333333333333334,39179,Service Partner,SMB,,,,,business development,302,Other,standard signage,,,//United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499, -11543,0.25,/ /,ID,,5091,,SMB,,,,,business development,3,,,,,/ /,others,LGEIN,,0,0,,,,,361, -16483,0.25,VIA BORGO ENIANO / MONTAGNANA / Italy,AS,,15796,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,VIA BORGO ENIANO / MONTAGNANA / Italy,entry level,LGEIS,,0,0,,,,,341, -9835,0.25,Cloud IT / New York / United States,IT,,29897,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4522,0.25,"/ Po-Tankua ,dist-koraput / India",AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,multi-split,,,"/ Po-Tankua ,dist-koraput / India",none,LGEIL,,0,0,,,,,115, -839,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2639,1.0,/ / U.A.E,ID,,28588,Solution Eco-Partner,SMB,,,,,purchasing,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -19767,1.0,/ / Argentina,ID,0.0732484076433121,32539,,SMB,,,,,administrative,60,Others,,SuperSign CMS,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325, -17088,0.75,/ Santiago / Chile,AS,,9552,Specifier/ Influencer,SMB,,,,,business development,71,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728, -16024,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960, -19178,1.0,/ Santiago / Chile,ID,0.0538922155688622,36100,End Customer,Enterprise,,,,,arts and design,72,Quotation or Purchase Consultation,standard signage,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,357, -10186,1.0,/ Surat / India,AS,0.0888888888888888,23897,End Customer,SMB,,,,,entrepreneurship,40,Quotation or Purchase Consultation,multi-split,,,/ Surat / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,77, -9924,0.25,//United States,IT,,9324,End Customer,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20356,0.75,/ West Caldwell / New Jersey / United States,ID,,40217,,Enterprise,0.0,1.0,,1.0,operations,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ West Caldwell / New Jersey / United States,none,LGEUS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,159, -12342,0.75,/ sorsogon / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,3,,,,,/ sorsogon / Philippines,c-level executive,LGEPH,less than 3 months,0,0,,,,,616, -16647,0.25,Via Amsterdam / Roma / Italy,AS,,256,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Amsterdam / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341, -4331,0.25,/ Hyderabad / India,AS,,30174,End Customer,Enterprise,,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -15081,0.5,/ Arica / Chile,AS,,13955,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Arica / Chile,intern,LGECL,3 months ~ 6 months,0,0,,,,,728, -1337,0.25,Cloud IT / / United States,IT,0.0434782608695652,7130,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436, -13649,0.5,/ Niterói - Rio de janeiro / Brazil,AS,,54,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Niterói - Rio de janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -8576,1.0,/ CUERNAVACA / Mexico,IT,0.3333333333333333,36850,End Customer,SMB,,,,,information technology,498,Quotation or Purchase Consultation,cloud device,Thin Clients,,/ CUERNAVACA / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,878, -2551,1.0,/ludhiana/India,ID,,26027,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/ludhiana/India,other,LGEIL,less than 3 months,0,0,,,,,174, -7541,1.0,/Mustafa/Egypt,AS,,33334,End Customer,Enterprise,0.0,,,,others,61,Quotation or Purchase Consultation,etc.,,,/Mustafa/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -176,1.0,/ Dubai / U.A.E,ID,0.075,34222,End Customer,SMB,,1.0,,1.0,information technology,100,Quotation or Purchase Consultation,standard signage,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,308, -8166,1.0,/Rawatsar/India,ID,0.0311958405545927,11283,End Customer,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/Rawatsar/India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -10719,1.0,/São Paulo/Brazil,ID,0.0749486652977412,34464,Solution Eco-Partner,SMB,,1.0,,1.0,consulting,105,Quotation or Purchase Consultation,software solution,,,/São Paulo/Brazil,others,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,167, -3111,0.5,/ / India,ID,,25030,End Customer,Enterprise,,,,,others,27,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174, -10714,1.0,/ Teófilo Otoni / Brazil,ID,0.0749486652977412,44558,End Customer,Enterprise,,1.0,,1.0,media and communication,77,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Teófilo Otoni / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,316, -9934,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2170,1.0,/ lucknow / India,ID,,38529,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ lucknow / India,others,LGEIL,less than 3 months,0,0,,,,,174, -4363,0.25,/ SECUNDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,multi-split,,,/ SECUNDERABAD / India,none,LGEIL,,0,0,,,,,49, -14516,0.25,/ Paraná/ Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Paraná/ Curitiba / Brazil,none,LGESP,,0,0,,,,,97, -9196,1.0,/ ISTANBUL / Türkiye,ID,0.04,24491,Solution Eco-Partner,SMB,,1.0,,1.0,support,17,Quotation or Purchase Consultation,hotel tv,,,/ ISTANBUL / Türkiye,manager,LGETK,6 months ~ 9 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285, -1577,1.0,/Kolkata/India,ID,,27657,,Enterprise,,,,,administrative,7,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223, -20902,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -12467,0.75,/ อุบลราชธานี / Thailand,AS,,47371,Specifier/ Influencer,Enterprise,,,,,engineering,16,,single-split,,,/ อุบลราชธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,775, -9153,1.0,/ Raxaul / India,AS,0.0289855072463768,46328,Specifier/ Influencer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,multi-split,,,/ Raxaul / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,89, -7410,1.0,/ São Paulo / Barueri / Brazil,AS,,5043,Specifier/ Influencer,SMB,,,,,engineering,213,Quotation or Purchase Consultation,vrf,,,/ São Paulo / Barueri / Brazil,partner,LGESP,more than a year,0,0,,,,,97, -6616,0.25,/ Luck / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,251,Quotation or Purchase Consultation,multi-split,,,/ Luck / United States,none,LGEUS,,0,0,,,,,731, -13586,0.0,/ Kolkata / India,AS,,35850,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672, -950,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -18618,0.0,/ / Peru,ID,0.0327868852459016,44015,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -17828,1.0,/ Bogota / Colombia,ID,0.0327868852459016,32240,End Customer,Enterprise,,,,,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),344, -20606,1.0,/Santa Rosa /Brazil,AS,,43308,End Customer,SMB,0.0,,,,engineering,360,Quotation or Purchase Consultation,etc.,,,/Santa Rosa /Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,97, -695,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9461,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174, -8427,0.25,Cloud IT / / United States,IT,,8184,,SMB,,,,,,318,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0005719551277132,,education,Others,374, -8735,1.0,/guwahati/India,AS,0.0677966101694915,33033,Specifier/ Influencer,Enterprise,,,,,arts and design,31,Quotation or Purchase Consultation,etc.,,,/guwahati/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,7, -20370,1.0,/ MEDELLIN / Colombia,ID,0.1241217798594847,20138,End Customer,Enterprise,,1.0,,1.0,administrative,77,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR761H (ASIA),/ MEDELLIN / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231, -3236,0.5,1441 Winchester Ave / Ashland /,ID,,25044,End Customer,SMB,,,,,,65,Quotation or Purchase Consultation,,,,1441 Winchester Ave / Ashland /,none,LGEUS,less than 3 months,0,0,,,,,566, -9928,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10834,0.75,/Ranipet/India,ID,0.0575342465753424,7646,End Customer,SMB,,1.0,,1.0,administrative,20,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Ranipet/India,other,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,149, -9983,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -17437,0.75,VIA RASTRELLO 22 / PORTOGRUARO / Italy,AS,,40406,End Customer,SMB,,,,,arts and design,217,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,VIA RASTRELLO 22 / PORTOGRUARO / Italy,ceo/founder,LGEIS,,0,0,,,,,1063, -15890,0.5,/ Guatemala / Guatemala,AS,,1890,Specifier/ Influencer,SMB,,,,,marketing,3,,vrf,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654, -12347,1.0,/ muntinlupa / Philippines,AS,,45711,Specifier/ Influencer,Enterprise,3.0,,,,operations,16,Quotation or Purchase Consultation,chiller,,,/ muntinlupa / Philippines,others,LGEPH,less than 3 months,0,0,,,,,46, -17681,0.5,/ urk / Belgium,AS,,30681,End Customer,Enterprise,,,,,,547,Usage or Technical Consultation,,,,/ urk / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,892, -755,0.0,Corporate / /,ID,0.0446428571428571,27164,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -11152,1.0,IRALA 1950 /CABA/Argentina,ID,,44385,Specifier/ Influencer,SMB,122.0,,,,other,107,Quotation or Purchase Consultation,led signage,Window Facing Display,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,0,,,,,345, -3846,1.0,/ Nizwa / Oman,AS,,1677,Specifier/ Influencer,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,727, -1096,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2674,1.0,/ / U.A.E,ID,,34215,End Customer,SMB,,,,,information technology,23,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -2425,0.75,/ Shorewood / United States,ID,,38351,End Customer,SMB,,,,,operations,231,Technical Consultation,interactive signage,,,/ Shorewood / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,570, -4812,0.25,/Mumbai/India,AS,,18938,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76, -20311,0.75,/ / Mexico,ID,0.1241217798594847,17076,,Enterprise,,1.0,,1.0,administrative,34,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189, -4367,0.25,/ Bahraich / India,AS,,47466,End Customer,Enterprise,19.0,,,,,15,Quotation or Purchase Consultation,multi-split,,,/ Bahraich / India,none,LGEIL,,0,0,,,,,22, -9944,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3401,1.0,/Coimbatore/India,ID,,30943,,Enterprise,,,,,business development,4,Technical Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -21110,1.0,/ Sao Paulo - SP / Brazil,AS,,5786,End Customer,Enterprise,,,,,finance,80,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo - SP / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -14364,0.25,/ Aracaju - se / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,single-split,,,/ Aracaju - se / Brazil,none,LGESP,,0,0,,,,,97, -1428,1.0,/ Bhopal / India,ID,,33463,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,others,LGEIL,less than 3 months,0,0,,,,,174, -12819,0.5,/ Malang / Indonesia,AS,,24124,Specifier/ Influencer,Enterprise,,,,,engineering,9,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743, -4537,0.25,/ Puducherry / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,etc.,,,/ Puducherry / India,none,LGEIL,,0,0,,,,,115, -4646,0.25,/ Gurugram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,624,Quotation or Purchase Consultation,vrf,,,/ Gurugram / India,none,LGEIL,,0,0,,,,,129, -11634,0.5,/ Ahmedabad / India,ID,,30990,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,entry level,LGEIL,,0,0,,,,,174, -1533,1.0,/Ferozepur/India,ID,,38538,,Enterprise,98.0,,,,education,27,Quotation or Purchase Consultation,interactive digital board,,,/Ferozepur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165, -2279,0.75,IT/SW / Riyadh / U.A.E,ID,,12637,End Customer,SMB,,,,,sales,414,Quotation or Purchase Consultation,video wall signage,SVM5F Series,55SVM5F-H,IT/SW / Riyadh / U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308, -9580,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -2383,0.75,701 Broadway St. / Cincinnati /,ID,,19764,End Customer,SMB,,,,,,21,Quotation or Purchase Consultation,,,,701 Broadway St. / Cincinnati /,none,LGEUS,less than 3 months,0,0,,,,,566, -16853,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16279,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46, -15080,0.5,/ Santiago / Chile,AS,,17012,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728, -8225,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302, -17669,1.0,/ Santa Maria RS / Brazil,AS,0.0118577075098814,26468,Specifier/ Influencer,Enterprise,,,,,operations,141,Services,single-split,,,/ Santa Maria RS / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,97, -5361,0.5,/Joinville/Brazil,AS,,35563,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97, -12859,1.0,/ Rio de Janeiro / Brazil,AS,,30,Channel Partner,Enterprise,16.0,,,,administrative,383,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -368,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14376,0.25,/ RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,137,Quotation or Purchase Consultation,single-split,,,/ RS / Brazil,none,LGESP,,0,0,,,,,97, -8372,0.25,/ miami / United States,ID,0.3902439024390244,41505,,Enterprise,,,,,,8,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ miami / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194, -18448,0.0,/ / Peru,ID,0.0327868852459016,20864,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -10895,0.25,/ / Tunisia,ID,0.075,4169,End Customer,SMB,,1.0,,1.0,,3,,led signage,,,/ / Tunisia,ceo/founder,LGEEG,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234, -5399,0.5,/São Paulo/Brazil,AS,,45301,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -12616,1.0,/Hà Nội/Vietnam,AS,,25870,End Customer,Enterprise,0.0,,,,engineering,62,Quotation or Purchase Consultation,chiller,,,/Hà Nội/Vietnam,manager,LGEVH,less than 3 months,0,0,,,,,1028, -9752,0.25,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,IT,,22739,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -3190,0.25,/ / United States,ID,,9647,,SMB,,,,,,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -5840,0.5,/ São Paulo / Brazil,AS,,32086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -17836,1.0,/ / Vietnam,ID,0.2142857142857142,28158,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,324, -6568,0.0,/ Zrenjanin / Serbia,AS,,19700,Specifier/ Influencer,Enterprise,,,,,others,14,,,,,/ Zrenjanin / Serbia,none,LGEMK,,0,0,,,,,766, -2381,0.75,"118 Shawan Road, STE AA /Hunt Valley/",ID,,28027,Specifier/ Influencer,SMB,,,,,,182,Quotation or Purchase Consultation,,,,"118 Shawan Road, STE AA /Hunt Valley/",none,LGEUS,less than 3 months,0,0,,,,,152, -10358,1.0,/ Sorocaba / Brazil,AS,0.0039370078740157,32171,End Customer,Enterprise,0.0,,,,administrative,70,Usage or Technical Consultation,vrf,,,/ Sorocaba / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97, -2675,1.0,/ / U.A.E,ID,,3806,End Customer,Enterprise,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -18709,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7142,1.0,/ Antipolo City / Philippines,AS,,32691,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Antipolo City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46, -15481,0.25,/ Egypt / Egypt,AS,,2246,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Egypt / Egypt,manager,LGEEG,,0,0,,,,,51, -4894,0.5,/sao paulo/Brazil,AS,,18436,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/sao paulo/Brazil,manager,LGESP,,0,0,,,,,97, -3742,1.0,/ Nagpur / India,AS,,20696,End Customer,Enterprise,,,,,operations,55,Quotation or Purchase Consultation,ventilation,,,/ Nagpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,136, -9554,1.0,/ SANTIAGO / Chile,ID,0.0476190476190476,9569,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ SANTIAGO / Chile,director,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580, -9701,0.25,Cloud IT / Danbury / United States,IT,,43850,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Danbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -2188,1.0,/ Indore / India,ID,,25420,,Enterprise,5.0,,,,business development,16,Quotation or Purchase Consultation,interactive signage,IDB,75TR3DJ,/ Indore / India,others,LGEIL,less than 3 months,0,0,,,,,222, -9125,1.0,"/Deira, Dubai/U.A.E",AS,0.0196078431372549,27100,,SMB,,,,,marketing,379,Quotation or Purchase Consultation,etc.,,,"/Deira, Dubai/U.A.E",director,LGEGF,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,25, -2874,0.75,/ Orlando / United States,ID,,43141,End Customer,SMB,,,,,arts and design,20,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Orlando / United States,director,LGEUS,,0,0,,,,,348, -18779,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -961,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -12782,1.0,corso S. ignazio 88 / santhià / Italy,AS,,35725,Specifier/ Influencer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,corso S. ignazio 88 / santhià / Italy,director,LGEIS,less than 3 months,0,0,,,,,1032, -17026,1.0,/Minas Gerais / Belo Horizonte/Brazil,AS,,6166,End Customer,Enterprise,,,,,sales,168,Quotation or Purchase Consultation,etc.,,,/Minas Gerais / Belo Horizonte/Brazil,partner,LGESP,more than a year,0,0,,,,,97, -2910,0.75,/ / United States,ID,,36772,,SMB,,,,,purchasing,126,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360, -20790,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21681,End Customer,Enterprise,172.0,,,,operations,80,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212, -20880,0.0,/ / Brazil,ID,0.0476190476190476,24619,End Customer,SMB,26.0,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278, -15873,0.5,/ Quito / Ecuador,AS,,29015,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -9927,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16644,0.25,Via Gregorio XI 20 / Roma / Italy,AS,,24675,Channel Partner,Enterprise,,,,,sales,3,,vrf,,,Via Gregorio XI 20 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341, -2065,1.0,/ cananda / India,ID,,12720,,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,interactive signage,,,/ cananda / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174, -16381,0.25,Via Dante Alighieri 7 / Cavour / Italy,AS,,39375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,vrf,,,Via Dante Alighieri 7 / Cavour / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -7787,0.25,1013 E. Creswell Ln. Education / Opelousas / United States,IT,,39974,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1013 E. Creswell Ln. Education / Opelousas / United States,none,LGEUS,,0,0,,,,,374, -16167,0.25,/ SINGAPORE / Singapore,AS,,37773,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73, -18865,0.5,/ / Saudi Arabia,ID,0.032258064516129,19829,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Saudi Arabia,associate/analyst,LGESJ,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209, -14904,0.5,/ Recife / Brazil,AS,,4455,Specifier/ Influencer,Enterprise,3.0,,,,others,3,,etc.,,,/ Recife / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -2943,1.0,/ / Saudi Arabia,ID,,40983,End Customer,SMB,,,,,operations,44,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -7318,1.0,/ Semarang / Indonesia,AS,,33815,Specifier/ Influencer,Enterprise,1.0,,,,consulting,15,Quotation or Purchase Consultation,vrf,,,/ Semarang / Indonesia,director,LGEIN,6 months ~ 9 months,0,0,,,,,670, -13996,0.5,/ Santo Amaro Da Imperatriz / Brazil,AS,,27105,Specifier/ Influencer,Enterprise,,,,,operations,15,Quotation or Purchase Consultation,single-split,,,/ Santo Amaro Da Imperatriz / Brazil,entry level,LGESP,,0,0,,,,,97, -709,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -20649,1.0,/ lima / Peru,ID,0.0695652173913043,40069,End Customer,Enterprise,,,,,operations,38,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ lima / Peru,associate/analyst,LGEPR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,190, -10752,1.0,/ SAN MIGUEL DE ALLENDE / Mexico,ID,0.0749486652977412,33697,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,hotel tv,US670H Series,55US670H (NA),/ SAN MIGUEL DE ALLENDE / Mexico,intern,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,189, -14284,0.5,/ Caxias do Sul / Brazil,AS,,28762,Specifier/ Influencer,Enterprise,1.0,,,,entrepreneurship,3,,vrf,,,/ Caxias do Sul / Brazil,director,LGESP,less than 3 months,0,0,,,,,97, -1832,1.0,/Theni/India,ID,,7648,,Enterprise,,,,,administrative,17,Other,interactive digital board,,,/Theni/India,manager,LGEIL,more than a year,0,0,,,,,174, -20736,1.0,/ Chiapas / Mexico,AS,,23077,Channel Partner,Enterprise,,,,,administrative,299,Quotation or Purchase Consultation,multi-split,,,/ Chiapas / Mexico,director,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Renewable Energy,42, -14236,0.25,/ Salvador / Brazil,AS,,18426,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Salvador / Brazil,director,LGESP,,0,0,,,,,97, -17219,0.75,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,"VRF,Multi-Split",,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,759, -9930,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -1339,0.25,General / / United States,IT,0.0434782608695652,31998,End Customer,Enterprise,0.0,,1.0,1.0,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,Others,438, -14214,0.5,/ Guapimirim / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,51,Quotation or Purchase Consultation,vrf,,,/ Guapimirim / Brazil,director,LGESP,,0,0,,,,,97, -9977,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4705,0.25,/ gaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,single-split,,,/ gaziabad / India,none,LGEIL,,0,0,,,,,17, -10109,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164, -7568,1.0,/ Managua / Nicaragua,AS,,4731,,Enterprise,,,,,,2,Trainings,etc.,,,/ Managua / Nicaragua,trainee,LGEPS,more than a year,0,0,,,,,654, -8750,1.0,/ London / United Kingdom,IT,,42369,End Customer,SMB,,,,,3d/vfx art,219,Quotation or Purchase Consultation,monitor,,,/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,0.0002983104051378,,residential (home),,427, -9216,0.75,/ / United States,ID,,19587,End Customer,SMB,,1.0,,1.0,others,396,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -17145,0.75,/ Santiago / Chile,AS,,8134,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728, -16298,0.25,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",AS,,28081,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -15049,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728, -17129,0.75,/ Santiago / Chile,AS,,37498,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728, -20600,0.25,/ Woodlands / Singapore,AS,0.1363636363636363,40119,Specifier/ Influencer,Enterprise,17.0,,,,others,3,,,,,/ Woodlands / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73, -12556,1.0,/ Derwent Park / Australia,AS,,35119,Channel Partner,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,heating,,,/ Derwent Park / Australia,c-level executive,LGEAP,less than 3 months,0,0,,,,,689, -14976,0.5,/ Santiago / Chile,AS,,9189,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -259,1.0,/Dubai/U.A.E,ID,0.075,46158,End Customer,SMB,,1.0,,1.0,program and project management,35,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Dubai/U.A.E,others,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,227, -18138,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -7922,0.25,//United States,IT,,5961,Channel Partner,Enterprise,1.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333, -9354,1.0,/ bhiwadi / India,AS,0.0714285714285714,39702,End Customer,SMB,,,,,operations,144,Quotation or Purchase Consultation,vrf,,,/ bhiwadi / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,608, -11339,0.75,/ / Mexico,ID,,9263,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189, -5364,0.5,/Joinville/Brazil,AS,,35563,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97, -13109,1.0,/ Balneário Camboriu / Brazil,AS,,15937,Specifier/ Influencer,SMB,1.0,,,,engineering,98,Usage or Technical Consultation,vrf,,,/ Balneário Camboriu / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,,,,,97, -12531,0.75,/ กรุงเทพมหานคร / Thailand,AS,,21306,Specifier/ Influencer,Enterprise,,,,,engineering,26,,single-split,,,/ กรุงเทพมหานคร / Thailand,others,LGETH,less than 3 months,0,0,,,,,748, -19683,0.75,/ / Peru,ID,0.0732484076433121,15905,,Enterprise,,,,,sales,35,Others,,,,/ / Peru,none,LGEPR,9 months ~ 1 year,0,0,0.0011827288932506,0.0498402555910543,retail,,258, -8289,0.25,/ / Australia,ID,0.2142857142857142,39968,End Customer,SMB,,,,,program and project management,7,,,,,/ / Australia,director,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -11973,0.0,/ / Brazil,ID,,4936,,Enterprise,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -10847,0.0,/ / Brazil,ID,0.0749486652977412,43186,End Customer,Enterprise,,1.0,,1.0,administrative,103,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,342, -14116,0.25,/ Recife - Pernambuco / Brazil,AS,,22222,,Enterprise,,,,,entrepreneurship,3,,,,,/ Recife - Pernambuco / Brazil,entry level,LGESP,,0,0,,,,,97, -18160,0.0,/ / Peru,ID,0.0327868852459016,16780,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4468,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Delhi / India,none,LGEIL,,0,0,,,,,115, -4029,1.0,/ Somalia / Somalia,AS,,5729,End Customer,Enterprise,,,,,engineering,73,Quotation or Purchase Consultation,vrf,,,/ Somalia / Somalia,manager,LGEEF,less than 3 months,0,0,,,,,747, -16795,1.0,/ Rizal / Philippines,AS,,15824,End Customer,Enterprise,1.0,,,,program and project management,23,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16, -16866,1.0,/ MANILA / Philippines,AS,,11578,End Customer,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,/ MANILA / Philippines,others,LGEPH,less than 3 months,0,0,,,,,135, -18191,0.0,/ / Peru,ID,0.0327868852459016,8712,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -8044,1.0,/ / U.A.E,ID,0.043103448275862,40908,End Customer,SMB,,,,,information technology,238,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209, -7969,0.25,5335 Gate Pkwy Education / Jacksonville / United States,IT,,13178,,SMB,0.0,,,,,165,Quotation or Purchase Consultation,,,,5335 Gate Pkwy Education / Jacksonville / United States,none,LGEUS,,0,0,,,,,374, -13852,0.5,/ Gravataí / Brazil,AS,,9085,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Gravataí / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -12628,1.0,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,AS,,11003,End Customer,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,vrf,,,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,,,,,759, -15435,0.25,/ Ho Chi Minh / Vietnam,AS,,11249,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,manager,LGEVH,,0,0,,,,,759, -9974,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10001,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2996,1.0,/Lucknow/India,ID,,26016,,SMB,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147, -2994,1.0,/ / China,ID,,7992,End Customer,SMB,,,,,finance,52,Quotation or Purchase Consultation,high brightness signage,,,/ / China,manager,LGECH,6 months ~ 9 months,0,0,,,,,379, -8971,1.0,/ Atlanta / United States,ID,0.1186440677966101,26799,Channel Partner,SMB,,,,,purchasing,459,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Atlanta / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,348, -20574,1.0,/San Luis Potosi/Mexico,AS,,10332,End Customer,Enterprise,,,,,engineering,88,Quotation or Purchase Consultation,chiller,,,/San Luis Potosi/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42, -18484,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -6589,0.25,/ Honolulu / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Honolulu / United States,none,LGEUS,,0,0,,,,,730, -8929,0.75,/ Doral / United States,ID,0.1186440677966101,12852,,SMB,,,,,purchasing,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Doral / United States,none,LGEUS,3 months ~ 6 months,0,0,0.0011827288932506,0.0498402555910543,retail,,360, -7412,1.0,/ PONTA GROSSA-PR / Brazil,AS,,9715,Channel Partner,Enterprise,,,,,sales,91,Quotation or Purchase Consultation,multi-split,,,/ PONTA GROSSA-PR / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -12302,0.75,/Piura/Peru,AS,,21679,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/Piura/Peru,associate/analyst,LGEPR,9 months ~ 1 year,0,0,,,,,125, -8631,1.0,/ / United States,ID,0.1666666666666666,8959,End Customer,SMB,,,,,others,293,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,309, -19766,1.0,/ / Argentina,ID,0.0732484076433121,34365,,SMB,16.0,,,,administrative,19,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325, -4653,0.25,/ Bareilly / India,AS,,47466,End Customer,Enterprise,19.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Bareilly / India,none,LGEIL,,0,0,,,,,22, -1461,1.0,/ Gauteng / South Africa,ID,,30267,Service Partner,SMB,,,,,purchasing,229,Quotation or Purchase Consultation,video wall signage,,,/ Gauteng / South Africa,director,LGESA,less than 3 months,0,0,,,,,554, -8458,1.0,/Fatehnagar /India,AS,0.4615384615384615,26749,End Customer,Enterprise,,,,,healthcare services,12,Product Information,vrf,,,/Fatehnagar /India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48, -1355,1.0,/ Ahmedabad / India,ID,,40289,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,166, -10843,0.0,/ / Brazil,ID,0.0749486652977412,46009,End Customer,SMB,4.0,1.0,,1.0,business development,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -7227,1.0,/ Bulacan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,/ Bulacan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120, -15033,0.5,/ santiago / Chile,AS,,21633,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -11992,0.25,/ / Colombia,ID,,12195,End Customer,SMB,0.0,,,,administrative,1056,Quotation or Purchase Consultation,led signage,,,/ / Colombia,none,LGECB,,0,0,,,,,977, -475,0.25,Corporate / /,ID,0.0446428571428571,19843,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -4695,0.25,/ Vijayawada / India,AS,,47466,End Customer,Enterprise,19.0,,,,,8,Quotation or Purchase Consultation,single-split,,,/ Vijayawada / India,none,LGEIL,,0,0,,,,,116, -7671,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405, -3313,0.25,Education / / United States,ID,,41482,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,,,,,194, -20355,1.0,/ / Panama,ID,0.1241217798594847,30787,End Customer,Enterprise,,1.0,,1.0,business development,129,Quotation or Purchase Consultation,hotel tv,,,/ / Panama,partner,LGEPS,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,327, -18986,1.0,/Goiânia/Brazil,AS,0.0681818181818181,9258,End Customer,Enterprise,,,,,operations,156,Quotation or Purchase Consultation,etc.,,,/Goiânia/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97, -7258,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,multi-split,,,/ / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,135, -1335,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -13264,0.25,/Palu/Indonesia,AS,,11155,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Palu/Indonesia,none,LGEIN,,0,0,,,,,670, -10120,0.75,/ ONTARIO / Canada,ID,0.4,19271,Service Partner,Enterprise,,,,,business development,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ ONTARIO / Canada,none,LGECI,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,171, -8104,1.0,/ / United States,ID,0.3333333333333333,38701,Specifier/ Influencer,SMB,0.0,,,,business development,181,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5PG-S,/ / United States,c-level executive,LGEUS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),311, -9978,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -6405,0.25,/ london / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ london / United Kingdom,none,LGEUK,,0,0,,,,,755, -5743,0.5,/ São Paulo / Brazil,AS,,22440,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8658,0.25,/ La Follette / United States,ID,0.1666666666666666,18873,,Enterprise,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ La Follette / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194, -8481,1.0,/ Rancho Palos Verdes / United States,ID,,6299,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567, -20690,1.0,//Brazil,ID,0.0695652173913043,33543,End Customer,Enterprise,,,,,engineering,465,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,//Brazil,intern,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167, -19592,1.0,/ são paulo / Brazil,ID,0.0732484076433121,45302,Service Partner,Enterprise,,,,,others,150,Quotation or Purchase Consultation,hotel tv,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -16770,0.25,"VIA NOVARA, 143 / MILANO / Italy",AS,,32766,Service Partner,SMB,,,,,support,3,,vrf,,,"VIA NOVARA, 143 / MILANO / Italy",others,LGEIS,,0,0,,,,,341, -19500,0.0,/ / Peru,ID,0.0544217687074829,23370,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258, -10081,0.5,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,IT,,25368,End Customer,SMB,,,,,others,23,Quotation or Purchase Consultation,,,,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -4049,0.5,/Ormoc /Philippines,AS,,15235,Specifier/ Influencer,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/Ormoc /Philippines,manager,LGEPH,,0,0,,,,,8, -17991,0.5,/ / India,ID,0.0311958405545927,21551,,Enterprise,,,,,,3,Others,,,,/ / India,others,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -1597,1.0,/Mumbai/India,ID,,24204,,Enterprise,,,,,business development,55,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -10827,1.0,/ C.A.B.A. / Argentina,ID,0.0749486652977412,1466,End Customer,Enterprise,2.0,1.0,,1.0,purchasing,129,Quotation or Purchase Consultation,oled signage,,,/ C.A.B.A. / Argentina,others,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,325, -9316,1.0,/ Itliy / Saudi Arabia,AS,,3463,Specifier/ Influencer,Enterprise,,,,,marketing,64,Services,single-split,,,/ Itliy / Saudi Arabia,others,LGESJ,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,13, -7141,1.0,/ MUNTINLUPA / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,41,Quotation or Purchase Consultation,vrf,,,/ MUNTINLUPA / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,46, -8181,1.0,/ Hyderabad / India,ID,0.0311958405545927,46452,End Customer,Enterprise,,,,,education,519,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3DJ,/ Hyderabad / India,partner,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,277, -17640,0.25,/ Feltham / United States,ID,0.3333333333333333,3366,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Feltham / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194, -4270,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9, -17793,0.75,/ / Brazil,ID,0.0327868852459016,43801,,Enterprise,,,,,operations,28,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406, -19291,1.0,/Niteroi Rj/Brazil,AS,0.0037878787878787,34432,Specifier/ Influencer,Enterprise,,,,,operations,223,Quotation or Purchase Consultation,etc.,,,/Niteroi Rj/Brazil,entry level,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -15362,0.25,/ Edirne / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ Edirne / Türkiye,none,LGETK,,0,0,,,,,103, -12763,0.75,/ / Singapore,AS,,23958,End Customer,SMB,0.0,,,,others,3,,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73, -822,0.25,Corporate / /,ID,0.0446428571428571,45971,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -10068,0.25,3545 Lakeland Drive Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Drive Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -2536,1.0,/ Didwana / India,ID,,37680,,Enterprise,,,,,education,3,Technical Consultation,interactive signage,,,/ Didwana / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -6655,0.25,3301 Sunrise Road / TX / United States,AS,,40692,,SMB,1.0,,,,,134,Services,,,,3301 Sunrise Road / TX / United States,none,LGEUS,,0,0,,,,,730, -19062,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,7515,End Customer,SMB,,,,,information technology,108,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Rio de Janeiro / Brazil,intern,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,342, -18392,0.0,/ / Peru,ID,0.0327868852459016,44014,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -17568,1.0,/ / Egypt,ID,0.043103448275862,36708,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,234, -3053,0.75,/ /,ID,,2057,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368, -9735,0.25,520 Air Park Dr Cloud IT / Tullahoma / United States,IT,,4343,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,520 Air Park Dr Cloud IT / Tullahoma / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -9240,0.0,/ / India,ID,,21337,,Enterprise,,1.0,,1.0,business development,30,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,174, -8509,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209, -5864,0.5,/ / Brazil,AS,,7777,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -4810,0.25,/Mumbai/India,AS,,21194,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76, -4277,0.25,/ Dhanbad / India,AS,,36411,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600, -7974,0.25,Cloud IT / / United States,IT,,2469,,SMB,,,,,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,436, -2570,1.0,/ UJJAIN / India,ID,,27719,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ UJJAIN / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,166, -4654,0.25,/ Amreli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Amreli / India,none,LGEIL,,0,0,,,,,37, -9641,1.0,/ Bukavu / Democratic Republic of the Congo,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,139,Quotation or Purchase Consultation,ventilation,,,/ Bukavu / Democratic Republic of the Congo,director,LGEAF,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,104, -10813,1.0,/ Cali / Argentina,ID,0.0749486652977412,43570,Specifier/ Influencer,Enterprise,,1.0,,1.0,consulting,115,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ Cali / Argentina,others,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,187, -7719,1.0,/dubai /U.A.E,IT,,15872,End Customer,SMB,,,,,marketing,150,Quotation or Purchase Consultation,monitor,,,/dubai /U.A.E,vice president,LGEGF,less than 3 months,0,0,,,,,227, -5548,0.5,/ Sao Paulo / Brazil,AS,,15888,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -7358,1.0,/ Tiruvarur / India,AS,,36693,End Customer,Enterprise,,,,,business development,17,Quotation or Purchase Consultation,chiller,,,/ Tiruvarur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,19, -13969,0.5,/ Fortaleza / Brazil,AS,,36373,Specifier/ Influencer,Enterprise,,,,,operations,6,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97, -17574,1.0,/San isidro/Argentina,ID,0.0806916426512968,29029,Channel Partner,Enterprise,,,,,engineering,146,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/San isidro/Argentina,ceo/founder,LGEAR,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",345, -2269,1.0,/ / U.A.E,ID,,14346,End Customer,SMB,,,,,arts and design,86,Technical Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -730,0.0,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -921,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -970,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9474,0.25,/ Los Angeles / United States,ID,,2876,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Los Angeles / United States,none,LGEUS,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,194, -15892,0.5,/ Panama / Panama,AS,,7539,Specifier/ Influencer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Panama / Panama,entry level,LGEPS,less than 3 months,0,0,,,,,654, -13387,0.25,/ Chandigarh / India,AS,,40723,,Enterprise,0.0,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672, -9390,1.0,IRALA 1950 /CABA/Argentina,ID,0.0695652173913043,33674,Specifier/ Influencer,SMB,179.0,,,,other,10,Quotation or Purchase Consultation,standard signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325, -12581,1.0,/Małopolskie/Poland,AS,,30703,Specifier/ Influencer,Enterprise,,,,,arts and design,429,Usage or Technical Consultation,single-split,,,/Małopolskie/Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694, -141,1.0,/ Nagpur / India,ID,0.0575342465753424,23981,End Customer,SMB,,1.0,,1.0,information technology,181,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ Nagpur / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,314, -6194,0.25,/ Barueri / Brazil,AS,,23857,,SMB,,,,,others,3,,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97, -12014,0.25,/ / Argentina,ID,,20667,,Enterprise,26.0,,,,sales,3,Others,,,,/ / Argentina,none,LGEAR,,0,0,,,,,325, -8829,1.0,/ QUEZON CITY / Philippines,AS,0.04,26207,End Customer,Enterprise,,,,,engineering,650,Usage or Technical Consultation,ventilation,,,/ QUEZON CITY / Philippines,entry level,LGEPH,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,Military,0, -16068,0.25,/ / United States,AS,,42088,,SMB,0.0,,,,,7,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,731, -6607,0.25,/ San Diego / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ San Diego / United States,none,LGEUS,,0,0,,,,,731, -2997,1.0,/ Chalakudy / India,ID,,5128,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ Chalakudy / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -13212,0.5,/CALOOCAN CITY/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/CALOOCAN CITY/Philippines,intern,LGEPH,,0,0,,,,,0, -4241,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,139,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -14508,0.25,/ Sorocaba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,12,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,none,LGESP,,0,0,,,,,97, -14922,0.25,/ / Thailand,AS,,47397,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753, -7345,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670, -20078,1.0,/ São Paulo / Brazil,AS,0.004,4186,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,34,Quotation or Purchase Consultation,single-split,,,/ São Paulo / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,,97, -9968,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -19728,1.0,/Ponta Grossa/Brazil,ID,0.0732484076433121,40806,End Customer,SMB,,,,,administrative,31,Quotation or Purchase Consultation,video wall signage,,,/Ponta Grossa/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279, -9503,0.75,/ / India,ID,,36557,End Customer,SMB,,,,,purchasing,20,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / India,manager,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,271, -4586,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115, -8557,1.0,/ Montvale / NJ / United States,ID,,32150,,SMB,,,,,,139,Quotation or Purchase Consultation,,Medical Displays- Surgical- ALL,"27HK510S, 27HQ710S,32HL714S, 55MH5K",/ Montvale / NJ / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,832, -16936,1.0,/ TANHAÇU / Brazil,AS,,36811,End Customer,Enterprise,,,,,product management,137,Quotation or Purchase Consultation,single-split,,,/ TANHAÇU / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97, -11384,0.75,/ / Dominican Republic,ID,,41777,,Enterprise,,,,,entrepreneurship,3,Request for Partnership,,,,/ / Dominican Republic,none,LGEPS,more than a year,0,0,,,,,260, -8765,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148, -5367,0.5,/São Paulo/Brazil,AS,,24848,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -5549,0.5,/ São Paulo / Brazil,AS,,32809,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8738,1.0,/SP/Brazil,AS,0.0037878787878787,26851,Specifier/ Influencer,Enterprise,,,,,support,187,Usage or Technical Consultation,single-split,,,/SP/Brazil,manager,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97, -506,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -13890,0.5,/ franca / Brazil,AS,,2427,Specifier/ Influencer,SMB,,,,,operations,3,,vrf,,,/ franca / Brazil,associate/analyst,LGESP,less than 3 months,0,0,,,,,97, -8493,1.0,/ / Poland,ID,,18685,Specifier/ Influencer,Enterprise,,,,,business development,407,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,343, -20709,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278, -8004,1.0,//Spain,ID,0.0135135135135135,41274,Service Partner,SMB,,,,,engineering,917,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,//Spain,director,LGEES,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),179, -10858,0.0,/ / Brazil,ID,0.0749486652977412,35701,Channel Partner,Enterprise,10.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -2780,1.0,/ / Türkiye,ID,,69,Specifier/ Influencer,SMB,,,,,consulting,53,Technical Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285, -10859,0.0,/ / Brazil,ID,0.0749486652977412,45657,Channel Partner,SMB,143.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -868,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9549,1.0,/ Goleta / United States,ID,0.8333333333333334,10109,Channel Partner,SMB,,,,,administrative,59,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Goleta / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Bus Terminal,568, -6421,0.25,/ Cambridgeshire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Cambridgeshire / United Kingdom,none,LGEUK,,0,0,,,,,755, -8145,0.25,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375, -19965,1.0,/ / Hong Kong,ID,0.1184210526315789,42067,End Customer,SMB,0.0,,,,sales,43,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195, -6680,0.25,2242 Joyce / TX / United States,AS,,12906,,SMB,,,,,,478,Services,,,,2242 Joyce / TX / United States,none,LGEUS,,0,0,,,,,731, -4271,0.25,/ New delhi / India,AS,0.0677966101694915,1931,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,9, -77,1.0,/Sriperumbudur/India,AS,0.0888888888888888,39827,End Customer,Enterprise,0.0,,,,engineering,331,Quotation or Purchase Consultation,vrf,,,/Sriperumbudur/India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,10, -10257,1.0,/ Pomorskie/Subkowy / Poland,AS,,4,Specifier/ Influencer,SMB,,,,,others,93,Quotation or Purchase Consultation,multi-split,,,/ Pomorskie/Subkowy / Poland,ceo/founder,LGEPL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,642, -748,0.0,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -11954,0.0,/ / Brazil,ID,,10325,,Enterprise,,,,,legal,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,278, -12441,0.75,/ / Brazil,AS,,17875,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97, -2345,1.0,/ / Egypt,ID,,3468,End Customer,SMB,,,,,information technology,29,Quotation or Purchase Consultation,oled signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -8007,1.0,/ Pune / India,ID,0.0330578512396694,24588,,SMB,,,,,legal,81,Quotation or Purchase Consultation,interactive signage,One:Quick Flex,43HT3WJ,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,148, -16859,1.0,/ Bataan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120, -12142,1.0,/ Mohali / India,ID,,44604,,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,interactive signage,,,/ Mohali / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -3434,1.0,/ Chandigarh / India,ID,,7205,,Enterprise,,,,,engineering,1,Technical Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174, -9962,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -359,0.25,2106 Florence Avenue Cloud IT / Cincinnati / United States,ID,0.0446428571428571,9914,Channel Partner,SMB,,1.0,,1.0,,114,Quotation or Purchase Consultation,others,,,2106 Florence Avenue Cloud IT / Cincinnati / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,372, -2705,1.0,/ / U.A.E,ID,,11906,End Customer,SMB,,,,,information technology,83,Technical Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209, -2496,1.0,/ Bharuch / India,ID,,37680,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Bharuch / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4868,0.5,/ São Paulo / Brazil,AS,,46034,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -17907,0.25,/ Lucknow / India,ID,0.0311958405545927,8870,End Customer,SMB,1.0,,,,support,16,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Lucknow / India,none,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,356, -15443,0.25,/ HO Chi Minh / Vietnam,AS,,11263,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ HO Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745, -2893,0.75,/ / United States,ID,,13006,,Enterprise,,,,,purchasing,114,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360, -13999,0.5,/ Nova crixas / Brazil,AS,,27803,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Nova crixas / Brazil,entry level,LGESP,,0,0,,,,,97, -19993,1.0,/ Jaraguá do Sul SC / Brazil,AS,0.004,23545,End Customer,Enterprise,,,,,sales,84,Quotation or Purchase Consultation,single-split,,,/ Jaraguá do Sul SC / Brazil,ceo/founder,LGESP,9 months ~ 1 year,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),97, -2023,1.0,/ Kannad / India,ID,,4833,,Enterprise,,,,,education,18,Others,interactive signage,,,/ Kannad / India,director,LGEIL,less than 3 months,0,0,,,,,174, -10457,1.0,/Cordilheira Alta - SC/Brazil,ID,0.0749486652977412,26032,End Customer,SMB,,1.0,,1.0,operations,211,Quotation or Purchase Consultation,one:quick series,,,/Cordilheira Alta - SC/Brazil,director,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167, -19679,0.5,/ / Peru,ID,0.0732484076433121,5511,End Customer,Enterprise,,,,,others,10,,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258, -7849,0.25,1600 N. Broadway Education / Tooele / United States,IT,,42875,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1600 N. Broadway Education / Tooele / United States,none,LGEUS,,0,0,,,,,374, -1407,0.75,/ Chennai / India,ID,,21473,,SMB,,,,,administrative,10,,,,,/ Chennai / India,c-level executive,LGEIL,6 months ~ 9 months,0,0,,,,,174, -17038,1.0,/ Itabuna / Brazil,AS,,21554,Channel Partner,Enterprise,,,,,sales,95,Quotation or Purchase Consultation,multi-split,,,/ Itabuna / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -19605,1.0,/ Ribeirão Preto / Brazil,ID,0.0732484076433121,31630,Service Partner,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,480, -5898,0.5,/ São Paulo / Brazil,AS,,38975,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9190,0.25,300 Eva Davis Way Se Education / Atlanta / United States,IT,,8474,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Eva Davis Way Se Education / Atlanta / United States,none,LGEUS,,0,0,0.0011827288932506,,retail,Gas Station,374, -6086,0.25,/ Goiânia / Brazil,AS,,10047,,Enterprise,,,,,engineering,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97, -17601,1.0,/ / Mexico,ID,0.0806916426512968,33418,End Customer,SMB,,,,,marketing,104,Quotation or Purchase Consultation,video wall signage,,,/ / Mexico,manager,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,257, -18924,1.0,/ São Paulo / Brazil,AS,0.0151515151515151,26939,Channel Partner,Enterprise,,,,,education,82,Quotation or Purchase Consultation,etc.,,,/ São Paulo / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,97, -19144,1.0,/ Barranquilla / Colombia,IT,0.3333333333333333,21321,End Customer,Enterprise,,,,,radiology professional,65,Quotation or Purchase Consultation,medical display,,,/ Barranquilla / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,837, -7774,0.25,401 Greensboro Street Education / Starkville / United States,IT,,40130,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,401 Greensboro Street Education / Starkville / United States,none,LGEUS,,0,0,,,,,374, -1343,0.25,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",IT,0.0434782608695652,39599,Channel Partner,SMB,0.0,,1.0,1.0,,20,Quotation or Purchase Consultation,,,,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,439, -11985,0.25,/ / Poland,ID,,21405,End Customer,SMB,,,,,,3,,high brightness signage,,,/ / Poland,manager,LGEPL,,0,0,,,,,343, -11586,0.5,/ Mumbai / India,ID,,21409,,SMB,,,,,community and social services,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174, -8995,1.0,/ / Greece,ID,,44508,End Customer,SMB,,,,,operations,382,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / Greece,manager,LGEHS,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,479, -17431,0.75,/ / Greece,AS,,9769,Specifier/ Influencer,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,9 months ~ 1 year,0,0,,,,,1062, -6251,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97, -17077,1.0,/ Doha / Qatar,AS,,4563,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055, -3164,0.5,/ / Hungary,ID,,26517,,Enterprise,,,,,,78,Others,,,,/ / Hungary,others,LGEMK,,0,0,,,,,158, -8151,1.0,//Hong Kong,ID,0.2142857142857142,24632,Service Partner,Enterprise,,,,,engineering,50,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Hong Kong,manager,LGEHK,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,337, -12835,0.5,/ Bandung / Indonesia,AS,,33815,Specifier/ Influencer,Enterprise,1.0,,,,,49,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,773, -8205,1.0,Great Bend / KS / United States,ID,0.3902439024390244,1400,End Customer,SMB,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,Createboard,Createboard,Great Bend / KS / United States,director,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333, -13477,0.0,/ / India,AS,,39396,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -19467,1.0,/ Bogota / Colombia,ID,0.0544217687074829,16779,Service Partner,Enterprise,,,,,military and protective services,48,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ Bogota / Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,187, -7433,1.0,/ / U.A.E,AS,,6542,Specifier/ Influencer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,vrf,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,777, -20235,1.0,/ Três barras Santa Catarina / Brazil,AS,0.004,34428,Channel Partner,Enterprise,,,,,administrative,36,Quotation or Purchase Consultation,single-split,,,/ Três barras Santa Catarina / Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -2896,0.75,3033 Wilshire blvd 1606 / Los Angeles /,ID,,35628,,Enterprise,,,,,purchasing,11,Quotation or Purchase Consultation,,,,3033 Wilshire blvd 1606 / Los Angeles /,none,LGEUS,less than 3 months,0,0,,,,,205, -5552,0.5,/ Sao Paulo / Brazil,AS,,7906,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -5816,0.5,/ Araçariguama / Brazil,AS,,25633,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Araçariguama / Brazil,others,LGESP,,0,0,,,,,97, -13120,1.0,/ SP/MARILIA / Brazil,AS,,41214,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,vrf,,,/ SP/MARILIA / Brazil,others,LGESP,more than a year,0,0,,,,,724, -4998,0.5,/ São Paulo / Brazil,AS,,14156,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97, -2406,0.75,"100 Rialto Place, suite 605 / Melbourne /",ID,,17697,End Customer,SMB,,,,,purchasing,282,Quotation or Purchase Consultation,,,,"100 Rialto Place, suite 605 / Melbourne /",none,LGEUS,less than 3 months,0,0,,,,,310, -14467,0.25,/ Sc / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Sc / Brazil,none,LGESP,,0,0,,,,,97, -11056,0.75,/ / Mexico,ID,0.0749486652977412,41273,,Enterprise,,1.0,,1.0,information technology,13,Technical Consultation,,,,/ / Mexico,none,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189, -4621,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123, -949,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14843,0.5,/ Pernambuco / Brazil,AS,,23582,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Pernambuco / Brazil,others,LGESP,,0,0,,,,,97, -8052,1.0,/ / Egypt,ID,0.043103448275862,27540,End Customer,SMB,,,,,purchasing,107,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,446, -19952,1.0,/ Monterrey / Mexico,ID,0.0732484076433121,19335,End Customer,SMB,1.0,,,,information technology,95,Quotation or Purchase Consultation,video wall signage,,,/ Monterrey / Mexico,others,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,257, -2870,1.0,/ / United States,ID,,18225,Solution Eco-Partner,SMB,,,,,operations,140,Technical Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,369, -7163,1.0,/ / Philippines,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,32,Quotation or Purchase Consultation,chiller,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -16642,0.25,via rimembranze 3 / castellanza / Italy,AS,,8563,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,via rimembranze 3 / castellanza / Italy,c-level executive,LGEIS,,0,0,,,,,341, -20300,1.0,/ Contagem / Brazil,ID,0.1241217798594847,31307,End Customer,Enterprise,,1.0,,1.0,administrative,108,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Contagem / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -10421,1.0,/San Luis Potosí/Mexico,AS,0.0039370078740157,38767,,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,vrf,,,/San Luis Potosí/Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42, -13150,0.75,/ San Pedro de la Paz / Chile,AS,,6047,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,69,,etc.,,,/ San Pedro de la Paz / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -15583,0.5,/ Tijuana / Mexico,AS,,20443,Specifier/ Influencer,Enterprise,,,,,sales,3,,multi-split,,,/ Tijuana / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -1314,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43912,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -20005,1.0,/ Pará / Brazil,AS,0.004,23270,End Customer,Enterprise,,,,,operations,88,Quotation or Purchase Consultation,single-split,,,/ Pará / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -12757,1.0,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73, -4424,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,270,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9, -3297,0.25,//United States,ID,,35523,,SMB,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,376, -12988,0.75,/CD MX/Mexico,AS,,35181,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,/CD MX/Mexico,ceo/founder,LGEMS,9 months ~ 1 year,0,0,,,,,42, -19352,1.0,/ Bahia/Vitória da Conquista. / Brazil,AS,0.0037878787878787,14092,Specifier/ Influencer,Enterprise,,,,,operations,107,Quotation or Purchase Consultation,single-split,,,/ Bahia/Vitória da Conquista. / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97, -9135,0.25,/ Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,8,,etc.,"VRF,Multi-Split,Single-Split,Chiller,Heating",,/ Beograd / Serbia,manager,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766, -8857,1.0,"/ Changanacherry, Kottayam / India",ID,0.0289256198347107,16912,Specifier/ Influencer,SMB,,,,,business development,260,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,"/ Changanacherry, Kottayam / India",ceo/founder,LGEIL,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,224, -12934,0.75,/ กทม / Thailand,AS,,12778,End Customer,SMB,,,,,engineering,16,,vrf,,,/ กทม / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,1026, -2153,1.0,/ Nagpur / India,ID,,41386,End Customer,SMB,,,,,purchasing,532,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Nagpur / India,others,LGEIL,less than 3 months,0,0,,,,,314, -8980,1.0,/ / United States,ID,0.1186440677966101,37537,Channel Partner,SMB,,,,,arts and design,189,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,director,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,309, -13913,0.25,/ Belo Horizonte/MG / Brazil,AS,,35237,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,entry level,LGESP,,0,0,,,,,97, -4863,0.5,/ São Paulo / Brazil,AS,,3281,End Customer,SMB,,,,,entrepreneurship,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -10254,1.0,/ SP / Americana / Brazil,AS,0.0039370078740157,21782,End Customer,SMB,,,,,administrative,121,Quotation or Purchase Consultation,single-split,,,/ SP / Americana / Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Energy,97, -13105,1.0,/ Goiânia / Brazil,AS,,25656,Specifier/ Influencer,SMB,,,,,engineering,121,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,manager,LGESP,more than a year,0,0,,,,,680, -14254,0.25,/ Cotia / Brazil,AS,,28609,End Customer,SMB,,,,,engineering,3,,,,,/ Cotia / Brazil,director,LGESP,,0,0,,,,,97, -20117,1.0,/ MT / Brazil,AS,0.004,26342,End Customer,Enterprise,,,,,administrative,147,Quotation or Purchase Consultation,multi-split,,,/ MT / Brazil,entry level,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Gas Station,97, -8339,0.25,Education / / United States,ID,0.3902439024390244,35544,End Customer,SMB,3.0,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542, -20993,0.0,/ / Spain,ID,0.025,23584,End Customer,Enterprise,0.0,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -20000,1.0,/ Guanhães Mg / Brazil,AS,0.004,4198,Specifier/ Influencer,Enterprise,0.0,,,,purchasing,98,Quotation or Purchase Consultation,multi-split,,,/ Guanhães Mg / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97, -20562,1.0,/ Bangkok / Thailand,AS,,31326,Specifier/ Influencer,SMB,,,,,real estate,16,Quotation or Purchase Consultation,vrf,,,/ Bangkok / Thailand,others,LGETH,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,969, -15432,0.5,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",AS,,42650,Specifier/ Influencer,SMB,,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",manager,LGEVH,,0,0,,,,,759, -19812,0.0,/ / Brazil,ID,0.0732484076433121,869,Solution Eco-Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -18158,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10322,0.25,/ Singapore / Singapore,AS,0.0666666666666666,32741,Channel Partner,SMB,42.0,,,,sales,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,73, -14619,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97, -9432,0.25,/ Lostine / United States,ID,,44559,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lostine / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -11434,1.0,/ Lalru / India,ID,,23183,,Enterprise,,,,,business development,6,Technical Consultation,interactive signage,,,/ Lalru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -765,0.25,/ Hoover / United States,ID,0.0446428571428571,45484,,Enterprise,,1.0,,1.0,,211,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hoover / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,333, -19888,0.25,/ / Trinidad and Tobago,ID,0.0732484076433121,10556,Service Partner,SMB,,,,,,3,,led signage,,,/ / Trinidad and Tobago,c-level executive,LGEPS,,0,1,0.0011827288932506,0.0498402555910543,retail,,291, -11270,1.0,/itu/Brazil,ID,,20232,End Customer,SMB,55.0,,,,purchasing,107,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/itu/Brazil,manager,LGESP,less than 3 months,0,0,,,,,487, -9729,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,38137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -6929,0.25,10279 Dyer St. / TX / United States,AS,,32005,,SMB,,,,,,270,Product Information,,,,10279 Dyer St. / TX / United States,none,LGEUS,,0,0,,,,,731, -9699,0.25,Houston 1400 Smith Street Cloud IT / Houston / United States,IT,,8555,End Customer,Enterprise,2.0,,,,,45,Quotation or Purchase Consultation,,,,Houston 1400 Smith Street Cloud IT / Houston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831, -15379,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,44,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103, -4669,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,127, -3378,1.0,/ Indore / India,ID,,37680,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Indore / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -484,0.25,Corporate / /,ID,0.0446428571428571,8475,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -1529,1.0,/Sultanpur/India,ID,,21334,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive digital board,,,/Sultanpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147, -8170,1.0,/ / India,ID,0.0311958405545927,26587,,Enterprise,,,,,entrepreneurship,2,Technical Consultation,software solution,SuperSign WB,,/ / India,entry level,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -15373,0.25,/ istanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,82,Quotation or Purchase Consultation,heating,,,/ istanbul / Türkiye,none,LGETK,,0,0,,,,,103, -10077,0.25,5003 Lady Of The Lake Dr Raleigh NC,IT,,6975,Solution Eco-Partner,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,5003 Lady Of The Lake Dr Raleigh NC,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -19444,1.0,/ Santiago / Mexico,AS,0.0037878787878787,17295,Specifier/ Influencer,Enterprise,0.0,,,,engineering,77,Trainings,chiller,,,/ Santiago / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42, -8498,1.0,//United States,ID,,26580,End Customer,Enterprise,,,,,healthcare services,375,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//United States,partner,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,541, -4449,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,41,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115, -11662,0.25,/ Madhepura / India,ID,,11514,End Customer,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Madhepura / India,none,LGEIL,,0,0,,,,,155, -17513,0.5,/ / Egypt,IT,,21138,End Customer,Enterprise,2.0,,,,operations,3,Usage or Technical Consultation,,,,/ / Egypt,c-level executive,LGEEG,,0,0,,,,,425, -276,1.0,/ / Egypt,ID,0.075,24137,End Customer,SMB,,1.0,,1.0,operations,30,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234, -10126,0.5,/ /,ID,0.4,42488,End Customer,Enterprise,0.0,,,,,116,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,312, -13719,0.25,/ Belo Horizonte / Brazil,AS,,32601,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte / Brazil,manager,LGESP,,0,0,,,,,97, -9289,0.75,/ kolkata / India,ID,,38233,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,65EP5G,/ kolkata / India,none,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,223, -11413,1.0,/ / Saudi Arabia,ID,,34852,Channel Partner,SMB,,,,,information technology,40,Technical Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245, -18294,0.0,/ / Peru,ID,0.0327868852459016,20560,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -14117,0.25,/ Santo André / Brazil,AS,,34434,End Customer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santo André / Brazil,entry level,LGESP,,0,0,,,,,97, -9381,1.0,/ Tabuk / Saudi Arabia,AS,0.0202020202020202,14714,End Customer,SMB,,,,,program and project management,119,Quotation or Purchase Consultation,ventilation,,,/ Tabuk / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6, -8294,0.25,//Australia,ID,0.2142857142857142,11731,End Customer,SMB,,,,,education,1126,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Australia,none,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),156, -12743,1.0,/ Gornji Milanovac / Serbia,AS,,25211,End Customer,Enterprise,,,,,product management,50,Quotation or Purchase Consultation,heating,,,/ Gornji Milanovac / Serbia,others,LGEMK,less than 3 months,0,0,,,,,766, -6727,0.25,0160 W 750 N / IN / United States,AS,,13061,,SMB,,,,,,255,Services,,,,0160 W 750 N / IN / United States,none,LGEUS,,0,0,,,,,731, -9957,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2556,1.0,/ Shahdol / India,ID,,5856,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,,,,/ Shahdol / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174, -18892,0.75,/ / Chile,ID,0.0327868852459016,30959,,SMB,,,,,engineering,3,Technical Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357, -21281,0.0,/ / Peru,ID,0.0422535211267605,15067,,Enterprise,,,,,community and social services,36,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258, -16457,0.25,Via al Pian 1 / Cadenazzo / Italy,AS,,13339,Specifier/ Influencer,SMB,33.0,,,,support,3,,vrf,,,Via al Pian 1 / Cadenazzo / Italy,manager,LGEIS,,0,0,,,,,341, -13330,0.25,/ LUCKNOW / India,AS,,47466,End Customer,Enterprise,19.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ LUCKNOW / India,none,LGEIL,,0,0,,,,,115, -16081,0.25,Santa ana 2 mza 24 casa 5 / AR / United States,AS,,36749,,Enterprise,,,,,,95,Others,,,,Santa ana 2 mza 24 casa 5 / AR / United States,none,LGEUS,,0,0,,,,,731, -5648,0.5,/ São Paulo / Brazil,AS,,24909,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9719,0.25,6206 Aviation Ave. Cloud IT / Jacksonville / United States,IT,,44245,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,6206 Aviation Ave. Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -9495,1.0,/ / Indonesia,ID,,33845,Channel Partner,Enterprise,,,,,entrepreneurship,51,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49UH5J-H,/ / Indonesia,c-level executive,LGEIN,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,313, -18188,0.0,/ / Peru,ID,0.0327868852459016,9560,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -15408,0.25,/ Balıkesir Burhaniye / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,61,Quotation or Purchase Consultation,heating,,,/ Balıkesir Burhaniye / Türkiye,none,LGETK,,0,0,,,,,103, -10554,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,15055,End Customer,SMB,,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,manager,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344, -9185,1.0,/ SABANETA / Colombia,IT,,6271,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,monitor,,,/ SABANETA / Colombia,manager,LGECB,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,231, -11334,1.0,/ / Mexico,ID,,16609,,Enterprise,,,,,legal,3,Others,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,,,,,189, -19648,1.0,/ Bogota / Colombia,ID,0.0732484076433121,17400,Channel Partner,Enterprise,,,,,operations,35,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,32SM5J-B,/ Bogota / Colombia,others,LGECB,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,344, -17976,0.0,/ / India,ID,0.0311958405545927,16598,,SMB,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,,174, -6393,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,77,Quotation or Purchase Consultation,etc.,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755, -9285,0.25,/ Joshua Tree / United States,ID,,8208,,Enterprise,,1.0,,1.0,,39,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Joshua Tree / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205, -17539,0.0,/ / Kosovo,IT,,29812,Channel Partner,SMB,,,,,product management,3,,,,,/ / Kosovo,none,LGEMK,,0,0,,,,,243, -18617,0.0,/ / Peru,ID,0.0327868852459016,12744,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -16963,0.75,/ São Paulo / Brazil,AS,,8406,Specifier/ Influencer,SMB,11.0,,,,engineering,3,,vrf,,,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -20342,1.0,/ monte verde / Brazil,ID,0.1241217798594847,32964,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ monte verde / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,572, -9040,0.25,1705 Enterprise Way Suite 102 General/Marietta/United States,ID,0.1186440677966101,44742,End Customer,SMB,0.0,,,,,94,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,1705 Enterprise Way Suite 102 General/Marietta/United States,none,LGEUS,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,348, -2746,1.0,/ / South Africa,ID,,13331,End Customer,SMB,,,,,information technology,41,Quotation or Purchase Consultation,oled signage,,,/ / South Africa,associate/analyst,LGESA,3 months ~ 6 months,0,0,,,,,151, -12612,0.5,/ Ain mlila / Algeria,AS,,45558,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ain mlila / Algeria,none,LGEAS,,0,0,,,,,739, -3640,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Laguna / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616, -15644,0.5,"/ Puebla, Puebla / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,49,Quotation or Purchase Consultation,etc.,,,"/ Puebla, Puebla / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704, -17644,1.0,/Curicó/Chile,ID,0.0806916426512968,983,End Customer,Enterprise,,,,,education,54,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/Curicó/Chile,others,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,357, -20699,1.0,"Via Mura dei Francesi, 26 / Ciampino / Italy",IT,,15857,End Customer,SMB,,,,,purchasing,115,Quotation or Purchase Consultation,monitor,,,"Via Mura dei Francesi, 26 / Ciampino / Italy",entry level,LGEIS,less than 3 months,0,0,0.0002153634176709,,factory,,422, -12764,1.0,/ / Singapore,AS,,38090,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73, -16212,0.25,ΕΘΝΙΚΗΣ ΑΝΤΙΣΤΑΣΕΩΣ / THESSALONIKI / Greece,AS,,20805,Specifier/ Influencer,SMB,30.0,,,,consulting,3,,heating,,,ΕΘΝΙΚΗΣ ΑΝΤΙΣΤΑΣΕΩΣ / THESSALONIKI / Greece,entry level,LGEHS,,0,0,,,,,732, -20797,1.0,/ Bogotá / Colombia,ID,0.0476190476190476,9266,End Customer,Enterprise,,,,,operations,140,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344, -18401,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -19984,1.0,/ Torres / Brazil,AS,0.004,28715,End Customer,Enterprise,,,,,others,132,Quotation or Purchase Consultation,single-split,,,/ Torres / Brazil,partner,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Sports Entertainment,97, -3651,1.0,/ Leyte / Philippines,AS,,3778,End Customer,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,single-split,,,/ Leyte / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616, -9603,1.0,/ Bangalore / India,ID,,41410,End Customer,SMB,,,,,healthcare services,62,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch,55EW5TF,/ Bangalore / India,associate/analyst,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,146, -258,1.0,/ / U.A.E,ID,0.075,23514,End Customer,SMB,,1.0,,1.0,arts and design,38,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,227, -20505,1.0,/ mexico / Mexico,ID,0.1241217798594847,1127,Channel Partner,Enterprise,,1.0,,1.0,operations,56,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with NanoCell Display,65UR577H (NA),/ mexico / Mexico,partner,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189, -7626,1.0,//India,IT,,38272,Channel Partner,SMB,,,,,administrative,30,OEM/ODM Request,monitor,,,//India,ceo/founder,LGEIL,more than a year,0,0,,,,,388, -21055,1.0,/ Santiago / Chile,ID,0.0476190476190476,14288,End Customer,Enterprise,0.0,,,,others,94,Quotation or Purchase Consultation,interactive signage,TA3E Series,32TA3E,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580, -19020,1.0,/SP/Brazil,AS,0.0681818181818181,19924,End Customer,SMB,,,,,support,175,Quotation or Purchase Consultation,etc.,,,/SP/Brazil,others,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97, -20632,1.0,/Cebu/Philippines,ID,0.1818181818181818,32073,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268, -6819,0.25,1325 N Walker Ave / OK / United States,AS,,45750,,SMB,,,,,,149,Product Information,,,,1325 N Walker Ave / OK / United States,none,LGEUS,,0,0,,,,,730, -3034,1.0,/ Lucknow / India,ID,,37680,,Enterprise,,,,,consulting,6,Technical Consultation,interactive signage,,,/ Lucknow / India,director,LGEIL,more than a year,0,0,,,,,174, -8771,1.0,/ Solana Beach / United States,ID,0.6153846153846154,8885,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,/ Solana Beach / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,500, -8590,0.25,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,IT,0.6428571428571429,8584,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,567, -10396,1.0,/Villavicencio/Colombia,AS,0.0039370078740157,19693,Specifier/ Influencer,Enterprise,,,,,engineering,548,Quotation or Purchase Consultation,etc.,,,/Villavicencio/Colombia,associate/analyst,LGECB,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,649, -3273,0.5,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",ID,,8039,Channel Partner,SMB,5.0,,,,,703,Technical Consultation,,,,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",none,LGEUS,less than 3 months,0,0,,,,,310, -16096,0.25,/ المدينه المنوره / Saudi Arabia,AS,,27626,End Customer,Enterprise,,,,,,38,Quotation or Purchase Consultation,chiller,,,/ المدينه المنوره / Saudi Arabia,none,LGESJ,,0,0,,,,,6, -9399,1.0,/ / Greece,ID,0.0416666666666666,46962,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476, -13397,0.25,/ Noida / India,AS,,12080,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115, -11086,1.0,/ / Hong Kong,ID,0.0843373493975903,19859,End Customer,SMB,,1.0,,1.0,others,278,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,195, -9405,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146, -17428,1.0,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,AS,,46960,End Customer,Enterprise,3.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,entry level,LGEHS,more than a year,0,0,,,,,1037, -20769,1.0,/ São Bernardo do Campo / Brazil,ID,0.0476190476190476,13368,End Customer,SMB,,,,,information technology,20,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316, -9020,0.25,/ / United States,ID,0.1186440677966101,6804,Service Partner,Enterprise,,,,,business development,58,,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,ceo/founder,LGEUS,,0,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,205, -21046,0.0,/ / Spain,ID,0.025,16590,End Customer,Enterprise,,,,,others,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -19825,0.0,/ / Brazil,ID,0.0732484076433121,6815,End Customer,SMB,4.0,,,,operations,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,317, -15991,0.25,/ Amman / Jordan,AS,,19796,,SMB,,,,,,22,Quotation or Purchase Consultation,,,,/ Amman / Jordan,none,LGELF,,0,0,,,,,105, -10705,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480, -17546,0.25,/ / United States,IT,,18030,,Enterprise,4.0,,,,,40,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,194, -9713,0.25,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -9223,1.0,/ / India,ID,,42479,End Customer,Enterprise,,1.0,,1.0,purchasing,25,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,165, -1266,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,27795,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435, -10011,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9258,0.25,/ Denver / United States,ID,,4378,,Enterprise,,1.0,,1.0,,149,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205, -4818,0.25,/Delhi/India,AS,,10779,Specifier/ Influencer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Delhi/India,none,LGEIL,,0,0,,,,,608, -2293,1.0,/ / South Africa,ID,,113,End Customer,SMB,,,,,marketing,100,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151, -21263,0.75,/ / Chile,ID,0.0422535211267605,9722,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,357, -4429,0.25,/ Lucknow / India,AS,,47466,End Customer,Enterprise,19.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Lucknow / India,none,LGEIL,,0,0,,,,,22, -14829,0.25,/ Goiânia / Brazil,AS,,23405,End Customer,SMB,51.0,,,,administrative,3,,,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97, -543,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -10560,1.0,/ Bogota / Colombia,ID,0.0749486652977412,41383,End Customer,Enterprise,,1.0,,1.0,marketing,77,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,187, -12407,0.75,/ Bayeux / Brazil,AS,,23104,Specifier/ Influencer,Enterprise,,,,,administrative,3,,single-split,,,/ Bayeux / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97, -12968,1.0,/Birkhadem/Algeria,AS,,10601,,Enterprise,,,,,others,714,Quotation or Purchase Consultation,vrf,,,/Birkhadem/Algeria,others,LGEAS,3 months ~ 6 months,0,0,,,,,739, -4334,0.25,/ Kolkata / India,AS,,18316,End Customer,Enterprise,,,,,,215,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2, -5113,0.5,/ rio de janeiro / Brazil,AS,,5787,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ rio de janeiro / Brazil,others,LGESP,,0,0,,,,,97, -1737,1.0,/ Kolkata / India,ID,,14467,,Enterprise,,,,,consulting,4,Technical Consultation,interactive signage,,,/ Kolkata / India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,174, -19750,1.0,//Mexico,ID,0.0732484076433121,9890,Channel Partner,SMB,,,,,information technology,15,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,263, -14677,0.25,/ / Brazil,AS,,46454,,Enterprise,,,,,,80,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,97, -17086,0.75,/ Santiago / Chile,AS,,9200,End Customer,SMB,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -13158,1.0,/ Barranquilla / Colombia,AS,,5717,Channel Partner,Enterprise,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,39, -1596,1.0,/Bangalore/India,ID,,42922,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146, -6755,0.25,322 S Sandalwood Ave / CA / United States,AS,,32245,,Enterprise,1.0,,,,,266,Product Information,,,,322 S Sandalwood Ave / CA / United States,none,LGEUS,,0,0,,,,,731, -144,0.75,/ Thiruvananthapuram / India,ID,0.0575342465753424,8050,End Customer,SMB,1.0,1.0,,1.0,engineering,238,Technical Consultation,hotel tv,,,/ Thiruvananthapuram / India,associate/analyst,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,224, -10774,1.0,/ / Hong Kong,ID,0.0843373493975903,36881,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248, -13009,1.0,/Ciudad de México/Mexico,AS,,21282,End Customer,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,multi-split,,,/Ciudad de México/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42, -20686,0.25,/ Pueblo / United States,ID,,18873,,Enterprise,,,,,,19,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pueblo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -2189,1.0,/ Kanpur / India,ID,,45452,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174, -5703,0.5,/ São Paulo / Brazil,AS,,4719,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -5535,0.5,/ Cajamar / Brazil,AS,,28645,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Cajamar / Brazil,others,LGESP,,0,0,,,,,97, -19634,1.0,/ Bogota / Colombia,ID,0.0732484076433121,8242,End Customer,SMB,,,,,administrative,26,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,212, -6813,0.25,189 Paramus Rd. Paramus / NJ / United States,AS,,19152,,SMB,,,,,,197,Product Information,,,,189 Paramus Rd. Paramus / NJ / United States,none,LGEUS,,0,0,,,,,730, -5395,0.5,/Sao Paulo/Brazil,AS,,22884,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Sao Paulo/Brazil,others,LGESP,,0,0,,,,,97, -16739,0.25,VIA SAN'ANNA 57 / SOMMA VESUVIANA / Italy,AS,,11720,Channel Partner,SMB,0.0,,,,sales,3,,vrf,,,VIA SAN'ANNA 57 / SOMMA VESUVIANA / Italy,others,LGEIS,,0,0,,,,,341, -17235,1.0,/ المنوفية / Egypt,AS,,47135,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,,,,/ المنوفية / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -20722,0.0,/ / India,ID,0.3333333333333333,10924,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,174, -14169,0.25,/ rio de janeiro / Brazil,AS,,46478,End Customer,SMB,,,,,engineering,3,,,,,/ rio de janeiro / Brazil,director,LGESP,,0,0,,,,,97, -373,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -10732,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,21213,Specifier/ Influencer,Enterprise,57.0,1.0,,1.0,information technology,553,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Healthcare,212, -1090,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -1192,1.0,/ Tekkali / India,ID,0.0575342465753424,10111,End Customer,Enterprise,,1.0,,1.0,information technology,140,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,65EJ5E-B,/ Tekkali / India,partner,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,265, -13725,0.25,/ Maceió / Brazil,AS,,20169,End Customer,Enterprise,,,,,engineering,3,,,,,/ Maceió / Brazil,manager,LGESP,,0,0,,,,,97, -16850,0.5,/ cebu city / Philippines,AS,,21738,End Customer,Enterprise,1.0,,,,engineering,3,,,,,/ cebu city / Philippines,none,LGEPH,less than 3 months,0,0,,,,,120, -15628,0.5,/ Panama oeste / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Panama oeste / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42, -5926,0.5,/ São Paulo / Brazil,AS,,26922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -3912,1.0,/ Makati / Philippines,AS,,1485,End Customer,Enterprise,0.0,,,,accounting,4,Quotation or Purchase Consultation,chiller,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -10444,1.0,/São Paulo/Brazil,ID,0.0749486652977412,14449,Channel Partner,SMB,,1.0,,1.0,administrative,416,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -20183,1.0,/DF/Brazil,AS,0.004,3548,End Customer,SMB,,,,,purchasing,253,Quotation or Purchase Consultation,single-split,,,/DF/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Gas Station,97, -7505,0.75,/ Cairo / Egypt,AS,,24758,End Customer,Enterprise,,,,,,19,,,,,/ Cairo / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51, -13752,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,Enterprise,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -9282,0.25,/ State College / United States,ID,,28747,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ State College / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194, -1446,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,information technology,73,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -9940,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20633,1.0,/CEBU/Philippines,ID,0.1818181818181818,32072,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/CEBU/Philippines,entry level,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268, -11016,1.0,/ Cuiabá / Brazil,ID,0.0749486652977412,25893,End Customer,Enterprise,,1.0,,1.0,marketing,183,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Cuiabá / Brazil,partner,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278, -12323,0.75,/ / Greece,AS,,12816,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,6 months ~ 9 months,0,0,,,,,1025, -3711,0.5,/ Makassar / Indonesia,AS,,27558,End Customer,SMB,2.0,,,,engineering,2,,vrf,,,/ Makassar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -3723,0.75,/ Jakarta Barat / Indonesia,AS,,33895,Specifier/ Influencer,Enterprise,8.0,,,,engineering,1,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723, -1943,1.0,/ Nizamabad / India,ID,,12966,,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,,,/ Nizamabad / India,director,LGEIL,less than 3 months,0,0,,,,,174, -8815,1.0,/Western Cape/South Africa,ID,0.0869565217391304,22638,End Customer,SMB,,,,,education,208,Request for Partnership,video wall signage,,,/Western Cape/South Africa,director,LGESA,6 months ~ 9 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,151, -9583,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -11134,1.0,/Umuarama /Brazil,ID,,12130,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,hotel tv,,,/Umuarama /Brazil,partner,LGESP,9 months ~ 1 year,0,0,,,,,487, -1354,1.0,/ Ranchi / India,ID,,3221,,SMB,,,,,administrative,7,Quotation or Purchase Consultation,,,,/ Ranchi / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -8316,0.0,/ / Peru,ID,0.0327868852459016,8249,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -15056,0.5,/ Valparaíso / Chile,AS,,18628,Specifier/ Influencer,Enterprise,,,,,others,3,,heating,,,/ Valparaíso / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728, -7035,0.25,20755 WILLIAMSON / MI / United States,AS,,12891,,SMB,3.0,,,,,101,Media Inquiry,,,,20755 WILLIAMSON / MI / United States,none,LGEUS,,0,0,,,,,731, -2919,0.75,/ / United States,ID,,16118,End Customer,SMB,0.0,,,,information technology,168,Quotation or Purchase Consultation,led signage,LG LED All-in-One,LAEC015-GN2,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,369, -2547,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174, -16727,0.25,/ / Italy,AS,,26924,Specifier/ Influencer,SMB,,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341, -5366,0.5,/São Paulo/Brazil,AS,,18633,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -20724,0.25,/ Cascavel / Brazil,ID,0.25,26141,End Customer,Enterprise,,,,,sales,15,,high brightness signage,Outdoor Display,,/ Cascavel / Brazil,ceo/founder,LGESP,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316, -8419,1.0,/Epping/Australia,IT,,2201,End Customer,SMB,,,,,information technology,195,Quotation or Purchase Consultation,monitor,,,/Epping/Australia,associate/analyst,LGEAP,less than 3 months,1,0,0.0005719551277132,,education,K12 Kindergarten & Schools,424, -7348,0.75,/ Denpasar / Indonesia,AS,,25343,End Customer,Enterprise,,,,,others,5,,vrf,,,/ Denpasar / Indonesia,others,LGEIN,more than a year,0,0,,,,,122, -7124,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16, -13012,0.75,/Cdmx/Mexico,AS,,35130,Specifier/ Influencer,Enterprise,,,,,legal,3,,heating,,,/Cdmx/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42, -16814,0.75,/ / Philippines,AS,,838,Specifier/ Influencer,Enterprise,0.0,,,,real estate,3,,,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -1518,1.0,/ Lucknow / India,ID,,1418,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -1082,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9758,0.25,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,IT,,21256,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -4347,0.25,/ hyderabad / India,AS,,24255,End Customer,Enterprise,,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,4, -19699,1.0,/ Americana / Brazil,ID,0.0732484076433121,12376,Service Partner,SMB,,,,,administrative,91,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Americana / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279, -20426,0.0,Hospitality / / United States,ID,,29719,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -9444,1.0,/ Mc Leansboro / United States,ID,,13000,End Customer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mc Leansboro / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,335, -6555,0.25,/ Amman / Jordan,AS,,36037,,Enterprise,,,,,,21,Quotation or Purchase Consultation,,,,/ Amman / Jordan,none,LGELF,,0,0,,,,,105, -3833,0.75,/ Nizwa / Oman,AS,,5597,Specifier/ Influencer,Enterprise,,,,,engineering,2,,etc.,,,/ Nizwa / Oman,associate/analyst,LGEGF,less than 3 months,0,0,,,,,727, -21159,1.0,/ PR/Cascavel / Brazil,AS,,10435,End Customer,Enterprise,,,,,accounting,83,Quotation or Purchase Consultation,etc.,,,/ PR/Cascavel / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97, -14721,0.25,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Sao Paulo / Brazil,partner,LGESP,,0,0,,,,,97, -17222,1.0,/ HO CHI MINH / Vietnam,AS,,35622,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HO CHI MINH / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -9202,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146, -6694,0.25,244 whetstone / CA / United States,AS,,10385,,Enterprise,,,,,,15,Services,,,,244 whetstone / CA / United States,none,LGEUS,,0,0,,,,,731, -897,0.25,Corporate / /,ID,0.0446428571428571,29734,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -15553,0.5,/ Leon Guanajuato / Mexico,AS,,18518,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Leon Guanajuato / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -16035,0.0,/ София / Bulgaria,AS,,46974,Channel Partner,SMB,,,,,others,3,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710, -4201,0.25,/ Navi Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Navi Mumbai / India,none,LGEIL,,0,0,,,,,2, -442,0.25,//United States,ID,0.0446428571428571,8830,,SMB,,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14410,0.25,/ AM//Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,246,Quotation or Purchase Consultation,single-split,,,/ AM//Manaus / Brazil,none,LGESP,,0,0,,,,,97, -19625,1.0,/ SAO PAULO / Brazil,ID,0.0732484076433121,4723,End Customer,SMB,,,,,others,221,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ SAO PAULO / Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279, -17151,1.0,/Śląskie /Poland,AS,,43691,Specifier/ Influencer,SMB,,,,,arts and design,106,Quotation or Purchase Consultation,etc.,,,/Śląskie /Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694, -16276,0.25,Strada dei Palazzi 5D / Torgiano Brufa / Italy,AS,,21597,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Strada dei Palazzi 5D / Torgiano Brufa / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -8603,0.25,14334 E Layton Pl Medical / Denver / United States,IT,0.6428571428571429,1568,End Customer,Enterprise,,,,,,32,Quotation or Purchase Consultation,,,,14334 E Layton Pl Medical / Denver / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,833, -19556,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,482,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480, -8079,0.75,/ / Australia,ID,0.1162790697674418,10929,End Customer,SMB,0.0,,,,engineering,134,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),307, -20335,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -3439,1.0,/ Surat / India,ID,,19090,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,,,,/ Surat / India,associate/analyst,LGEIL,9 months ~ 1 year,0,0,,,,,174, -19148,0.75,/Bogotá/Colombia,IT,0.3333333333333333,21147,End Customer,SMB,3.0,,,,engineering,144,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Bogotá/Colombia,associate/analyst,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837, -10865,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -6364,0.25,/ Poznań / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,20,Quotation or Purchase Consultation,heating,,,/ Poznań / Poland,none,LGEPL,,0,0,,,,,754, -21213,1.0,/ جده / Saudi Arabia,AS,,25309,End Customer,Enterprise,3.0,,,,others,5,Quotation or Purchase Consultation,etc.,,,/ جده / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13, -3249,0.5,/ shenzhen /,ID,,22632,Channel Partner,SMB,,,,,,2,Quotation or Purchase Consultation,,,,/ shenzhen /,none,LGEUS,less than 3 months,0,0,,,,,194, -21117,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42, -5993,0.5,/ A 94753 9 / Brazil,AS,,38685,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ A 94753 9 / Brazil,others,LGESP,,0,0,,,,,97, -20128,1.0,/ Warszawa / Poland,AS,,34192,End Customer,SMB,,,,,business development,608,Quotation or Purchase Consultation,single-split,,,/ Warszawa / Poland,associate/analyst,LGEPL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,694, -8638,1.0,/ / Saudi Arabia,ID,,12850,End Customer,SMB,,,,,real estate,74,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,209, -11414,1.0,/ / Saudi Arabia,ID,,777,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,,,,,295, -9546,1.0,//United States,ID,0.8333333333333334,43693,End Customer,SMB,,,,,arts and design,37,Request for Partnership,special signage,Ultra Stretch Signage,86BH5F-M,//United States,ceo/founder,LGEUS,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499, -9991,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -6678,0.25,2349 Solomons Island Rd / MD / United States,AS,,42616,,SMB,0.0,,,,,223,Services,,,,2349 Solomons Island Rd / MD / United States,none,LGEUS,,0,0,,,,,731, -14939,0.25,/ / Thailand,AS,,47334,,Enterprise,,,,,education,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753, -10056,0.25,1550 E Glenn Ave Cloud IT / Auburn University / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E Glenn Ave Cloud IT / Auburn University / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15382,0.25,/ Izmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,79,Quotation or Purchase Consultation,heating,,,/ Izmir / Türkiye,none,LGETK,,0,0,,,,,103, -306,1.0,//India,ID,0.0575342465753424,22166,End Customer,SMB,,1.0,,1.0,community and social services,57,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,75UQ801C (INDIA),//India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,277, -17499,0.75,5310 Cypress Center Drive Suite 200 /Tampa/United States,IT,,22262,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,5310 Cypress Center Drive Suite 200 /Tampa/United States,none,LGEUS,less than 3 months,0,0,,,,,310, -2282,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560, -21113,1.0,/ REIBEIRÃO PRETO-SP / Brazil,AS,,23539,End Customer,Enterprise,,,,,others,53,Quotation or Purchase Consultation,single-split,,,/ REIBEIRÃO PRETO-SP / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -12337,0.75,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0, -20341,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32969,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -6034,0.5,/ São Paulo / Brazil,AS,,31922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -2423,0.75,/ / United States,ID,,28327,End Customer,SMB,,,,,administrative,42,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,371, -17170,0.75,/ Soledad / Colombia,AS,,1874,Specifier/ Influencer,Enterprise,,,,,operations,45,,etc.,,,/ Soledad / Colombia,manager,LGECB,3 months ~ 6 months,0,0,,,,,39, -11697,0.0,/ / India,ID,,38449,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -2416,0.75,576 Eccles Ave. / South San Francisco /,ID,,20746,Channel Partner,SMB,10.0,,,,,163,Quotation or Purchase Consultation,,,,576 Eccles Ave. / South San Francisco /,none,LGEUS,3 months ~ 6 months,0,0,,,,,311, -4933,0.5,/SP/Brazil,AS,,18646,,SMB,,,,,sales,3,Quotation or Purchase Consultation,,,,/SP/Brazil,associate/analyst,LGESP,,0,0,,,,,97, -9075,0.5,/ / Hong Kong,ID,0.1184210526315789,130,Channel Partner,SMB,0.0,,,,marketing,24,,high brightness signage,Outdoor Display,,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,195, -6578,0.25,/ Brooklyn / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Brooklyn / United States,none,LGEUS,,0,0,,,,,730, -2710,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,media and communication,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,director,LGEGF,3 months ~ 6 months,0,0,,,,,209, -9721,0.25,1581 Beech Springs Rd Cloud IT / Greenfield / United States,IT,,18698,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1581 Beech Springs Rd Cloud IT / Greenfield / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -9548,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348, -19804,0.25,/ / Brazil,ID,0.0732484076433121,37255,End Customer,SMB,,,,,sales,29,,,,,/ / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -10076,0.25,1550 E. Glenn Ave. Cloud IT / Auburn / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E. Glenn Ave. Cloud IT / Auburn / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -16414,0.25,/ / Italy,AS,,25405,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Italy,manager,LGEIS,,0,0,,,,,341, -6150,0.25,/ São Paulo / Brazil,AS,,28419,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -13203,0.25,/ Cebu / Philippines,AS,,165,Specifier/ Influencer,Enterprise,,,,,arts and design,3,,,,,/ Cebu / Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -3528,1.0,/ Ludhiana / India,ID,,23489,,Enterprise,4.0,,,,engineering,3,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -19736,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,27060,End Customer,SMB,,,,,business development,35,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279, -17459,0.75,1600 w loop S / houston /,IT,,42067,End Customer,SMB,0.0,,,,,3,Quotation or Purchase Consultation,,,,1600 w loop S / houston /,none,LGEUS,3 months ~ 6 months,0,0,,,,,194, -5602,0.5,/ Arujá / Brazil,AS,,31980,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Arujá / Brazil,others,LGESP,,0,0,,,,,97, -11842,0.5,/ Bodh Gaya / India,ID,,12622,,Enterprise,,,,,education,3,Others,,,,/ Bodh Gaya / India,others,LGEIL,,0,0,,,,,164, -351,0.5,//United States,ID,0.0446428571428571,44719,End Customer,Enterprise,5.0,1.0,,1.0,consulting,63,Quotation or Purchase Consultation,standard signage,LT340C Series,28LT340C (CIS),//United States,ceo/founder,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,205, -178,1.0,/ Doha / Qatar,ID,0.075,30535,Channel Partner,SMB,,1.0,,1.0,sales,86,Quotation or Purchase Consultation,interactive signage,,,/ Doha / Qatar,associate/analyst,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,320, -19816,0.0,/ / Brazil,ID,0.0732484076433121,45685,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -19604,1.0,/ Canela / RS / Brazil,ID,0.0732484076433121,32857,Service Partner,SMB,,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Canela / RS / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -8928,0.75,/ Eureka / United States,ID,0.1186440677966101,9452,,SMB,17.0,,,,purchasing,22,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Eureka / United States,none,LGEUS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,311, -20980,0.0,/ / Spain,ID,0.025,9607,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -11023,1.0,/ Małopolska / Poland,ID,0.0199004975124378,39255,Service Partner,SMB,,1.0,,1.0,operations,431,Quotation or Purchase Consultation,led signage,Digital Floor Series,,/ Małopolska / Poland,director,LGEPL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,343, -20760,1.0,/ Botucatu / Brazil,ID,0.0476190476190476,32613,End Customer,SMB,,,,,administrative,106,Request for Partnership,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Botucatu / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316, -8482,1.0,/ Rancho Palos Verdes / United States,ID,,6300,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567, -5931,0.5,/ São Paulo / Brazil,AS,,7886,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -18980,1.0,/ Rio de Janeiro / Brazil,AS,0.0681818181818181,39371,End Customer,SMB,,,,,engineering,97,Others,multi-split,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,97, -7138,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,finance,40,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16, -17629,0.0,/ / Brazil,ID,0.0806916426512968,45685,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278, -1174,0.5,/ / United States,ID,0.0446428571428571,28160,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377, -19696,0.75,via tortona 37 / Milano / Italy,ID,,4313,Specifier/ Influencer,SMB,0.0,,,,product management,405,Quotation or Purchase Consultation,led signage,,,via tortona 37 / Milano / Italy,manager,LGEIS,,0,1,0.0011827288932506,0.0498402555910543,retail,,302, -992,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14504,0.25,/ Piauí - Teresina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,152,Quotation or Purchase Consultation,multi-split,,,/ Piauí - Teresina / Brazil,none,LGESP,,0,0,,,,,97, -6601,0.25,/ Bainbridge Island / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,194,Quotation or Purchase Consultation,etc.,,,/ Bainbridge Island / United States,none,LGEUS,,0,0,,,,,731, -13489,0.0,/ / India,AS,,16996,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -3166,0.5,//United States,ID,,5072,Channel Partner,SMB,,,,,product management,113,Quotation or Purchase Consultation,standard signage,UHD TV Signage,65UR640S (ASIA),//United States,manager,LGEUS,,0,0,,,,,360, -20461,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -19838,0.0,/ / Brazil,ID,0.0732484076433121,28519,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -13868,0.25,/ São Paulo / Brazil,AS,,22587,End Customer,SMB,40.0,,,,engineering,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -13020,0.75,/ lima / Peru,AS,,8038,End Customer,SMB,,,,,engineering,3,,vrf,,,/ lima / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,741, -1939,1.0,/ Gorakhpur / India,ID,,17062,,Enterprise,2.0,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,director,LGEIL,less than 3 months,0,0,,,,,174, -20462,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -2358,1.0,/ / Egypt,ID,,3846,End Customer,SMB,,,,,arts and design,39,Technical Consultation,led signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234, -11738,0.0,/ / India,ID,,5128,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -9980,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3100,0.5,/ Pune / India,ID,,5412,End Customer,Enterprise,,,,,sales,4,Quotation or Purchase Consultation,standard signage,,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148, -15438,0.5,/Hồ Chí Minh/Vietnam,AS,,39362,Specifier/ Influencer,Enterprise,,,,,engineering,18,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,entry level,LGEVH,,0,0,,,,,702, -11298,0.75,/ / Brazil,ID,,13679,,Enterprise,,,,,media and communication,3,Request for Partnership,,,,/ / Brazil,none,LGESP,3 months ~ 6 months,0,0,,,,,317, -8680,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4, -21270,0.0,/ / India,ID,,3686,,Enterprise,,,,,support,3,,,,,/ / India,none,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,174, -2119,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165, -8191,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560, -11130,1.0,/ Rajnagar / India,ID,,15536,,Enterprise,,,,,engineering,12,Technical Consultation,interactive signage,,,/ Rajnagar / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,174, -7767,0.5,/ Nellis AFB /,IT,,44228,End Customer,SMB,0.0,,,,,124,Quotation or Purchase Consultation,,,,/ Nellis AFB /,none,LGEUS,3 months ~ 6 months,0,0,,,,,334, -6462,0.5,/Cairo/Egypt,AS,,832,,Enterprise,,,,,operations,14,Quotation or Purchase Consultation,vrf,,,/Cairo/Egypt,director,LGEEG,,0,0,,,,,51, -12425,1.0,/ Rio de janeiro / Brazil,AS,,20716,,Enterprise,,,,,operations,11,Trainings,single-split,,,/ Rio de janeiro / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -20333,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -9186,1.0,/ SABANETA / Colombia,IT,,6271,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,monitor,,,/ SABANETA / Colombia,manager,LGECB,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,231, -8986,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371, -16031,0.0,/ Пловдив / Bulgaria,AS,,46972,Specifier/ Influencer,SMB,,,,,others,3,,,,,/ Пловдив / Bulgaria,none,LGEMK,,0,0,,,,,710, -15006,0.5,/ SANTIAGO / Chile,AS,,19184,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ SANTIAGO / Chile,manager,LGECL,less than 3 months,0,0,,,,,728, -11675,0.0,/ / India,ID,,4365,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -13782,0.25,/ Goiânia/GO / Brazil,AS,,23408,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Goiânia/GO / Brazil,manager,LGESP,,0,0,,,,,97, -13269,0.25,/Depok/Indonesia,AS,,14230,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Depok/Indonesia,none,LGEIN,,0,0,,,,,670, -8340,0.25,Education / / United States,ID,0.3902439024390244,18027,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542, -18673,0.0,/ / Peru,ID,0.0327868852459016,15162,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -1471,1.0,/ / Egypt,ID,,3734,End Customer,Enterprise,,,,,operations,86,Technical Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -14861,0.25,/ São Paulo / Brazil,AS,,1438,End Customer,Enterprise,0.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8910,1.0,/ / Argentina,ID,0.0732484076433121,10369,,SMB,32.0,,,,human resources,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325, -4327,0.25,/ Hyderabad / India,AS,,22930,End Customer,SMB,,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -20141,0.5,Carrera 18 N. 48-52 / Bucaramanga / Colombia,AS,0.004,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,etc.,,,Carrera 18 N. 48-52 / Bucaramanga / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39, -16589,0.0,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,,3,,vrf,,,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",none,LGEIS,,0,0,,,,,341, -1,1.0,/Rajahmundry /India,AS,0.0888888888888888,28522,End Customer,Enterprise,,,,,sales,44,Usage or Technical Consultation,multi-split,,,/Rajahmundry /India,partner,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,116, -20728,0.0,/ / Peru,ID,0.25,14365,,Enterprise,0.0,,,,support,3,,,,,/ / Peru,none,LGEPR,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,258, -17577,1.0,/Santiago/Chile,ID,0.0806916426512968,17396,End Customer,SMB,,,,,marketing,279,Quotation or Purchase Consultation,one:quick series,,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580, -3225,0.5,7125 W. Jefferson Ave / Lakewood /,ID,,14462,Channel Partner,SMB,1.0,,,,,151,Quotation or Purchase Consultation,,,,7125 W. Jefferson Ave / Lakewood /,none,LGEUS,9 months ~ 1 year,0,0,,,,,567, -1572,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -13614,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -17169,0.75,/ Cali / Colombia,AS,,3656,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cali / Colombia,manager,LGECB,less than 3 months,0,0,,,,,962, -5142,0.5,/ São Paulo / Brazil,AS,,25633,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -12682,0.75,/Arequipa/Peru,AS,,1820,,Enterprise,,,,,engineering,3,,vrf,,,/Arequipa/Peru,entry level,LGEPR,more than a year,0,0,,,,,125, -7431,1.0,//U.A.E,AS,,28572,End Customer,SMB,16.0,,,,engineering,29,Quotation or Purchase Consultation,etc.,,,//U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,78, -14929,0.25,/ กทม / Thailand,AS,,47314,End Customer,Enterprise,115.0,,,,,33,Quotation or Purchase Consultation,etc.,,,/ กทม / Thailand,none,LGETH,,0,0,,,,,744, -11041,1.0,/ Ciudad de mexico / Mexico,ID,0.0749486652977412,22321,Channel Partner,SMB,,1.0,,1.0,engineering,65,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Ciudad de mexico / Mexico,manager,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,263, -19011,1.0,/ Mato Grosso - Alta Floresta / Brazil,AS,0.0681818181818181,3649,End Customer,Enterprise,,,,,healthcare services,184,Quotation or Purchase Consultation,vrf,,,/ Mato Grosso - Alta Floresta / Brazil,director,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,680, -5007,0.5,/ / Brazil,AS,,39482,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97, -19886,0.25,/ / Argentina,ID,0.0732484076433121,38492,,Enterprise,0.0,,,,program and project management,11,,,,,/ / Argentina,manager,LGEAR,,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,325, -14759,0.5,/ Aracaju - Sergipe / Brazil,AS,,26002,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Aracaju - Sergipe / Brazil,partner,LGESP,,0,0,,,,,97, -9060,0.25,/ / Greece,ID,,25354,Channel Partner,SMB,2.0,,,,education,5,,,,Integrated LSVP,/ / Greece,c-level executive,LGEHS,,0,0,0.0011827288932506,0.0498402555910543,retail,Cosmetics,593, -14586,0.25,/ Paraná / Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,92,Quotation or Purchase Consultation,vrf,,,/ Paraná / Curitiba / Brazil,none,LGESP,,0,0,,,,,97, -11601,0.5,/ Gandhidham / India,ID,,39146,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,interactive signage,,,/ Gandhidham / India,manager,LGEIL,,0,0,,,,,174, -18362,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -18107,0.0,/ / Peru,ID,0.0327868852459016,46420,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4335,0.25,/ Hyderabad / India,AS,,40707,End Customer,Enterprise,,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -6116,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97, -72,1.0,/ Metro Manila / Philippines,AS,0.0666666666666666,41108,End Customer,SMB,,,,,engineering,355,Quotation or Purchase Consultation,control,,,/ Metro Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,0, -6579,0.25,/ pompton lakes / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,209,Quotation or Purchase Consultation,multi-split,,,/ pompton lakes / United States,none,LGEUS,,0,0,,,,,730, -11271,1.0,/ / Brazil,ID,,29217,End Customer,SMB,,,,,engineering,119,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Brazil,director,LGESP,more than a year,0,0,,,,,480, -15956,0.5,/ Cuenca / Ecuador,AS,,14013,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Cuenca / Ecuador,partner,LGEPS,less than 3 months,0,0,,,,,654, -2277,0.75,/ / U.A.E,ID,,30746,Solution Eco-Partner,SMB,,,,,information technology,455,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,219, -19194,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480, -16484,0.25,Via Borgo Eniano 38 / Montagnana / Italy,AS,,15797,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,Via Borgo Eniano 38 / Montagnana / Italy,entry level,LGEIS,,0,0,,,,,341, -5753,0.5,/ Vitoria / Brazil,AS,,32294,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Vitoria / Brazil,others,LGESP,,0,0,,,,,97, -9619,1.0,/ Kolkata / India,AS,,16452,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2, -19256,0.25,/ / Singapore,ID,,47466,End Customer,Enterprise,10.0,,,,,3,,oled signage,,,/ / Singapore,entry level,LGESL,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,198, -292,1.0,/ / United States,ID,0.0446428571428571,1128,End Customer,SMB,,1.0,,1.0,marketing,60,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,348, -4528,0.25,/ Kharghar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Kharghar / India,none,LGEIL,,0,0,,,,,115, -12184,1.0,/ Bandung / Indonesia,AS,,11121,Specifier/ Influencer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Bandung / Indonesia,director,LGEIN,6 months ~ 9 months,0,0,,,,,670, -7827,0.25,"1200 First Street, Ne 8Th Floor Education / Washington / United States",IT,,12597,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"1200 First Street, Ne 8Th Floor Education / Washington / United States",none,LGEUS,,0,0,,,,,374, -10398,1.0,/Cali/Colombia,AS,0.0039370078740157,27952,Specifier/ Influencer,SMB,,,,,consulting,156,Quotation or Purchase Consultation,vrf,,,/Cali/Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Logistics,699, -14223,0.5,/ PORTO ALEGRE / Brazil,AS,,24661,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ PORTO ALEGRE / Brazil,director,LGESP,,0,0,,,,,97, -14482,0.25,/ Salvador / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,57,Quotation or Purchase Consultation,etc.,,,/ Salvador / Brazil,none,LGESP,,0,0,,,,,97, -6642,0.25,16424 Old Frederick Rd / MD / United States,AS,,19790,,SMB,,,,,,192,Services,,,,16424 Old Frederick Rd / MD / United States,none,LGEUS,,0,0,,,,,731, -12928,1.0,/ Marabá/PA / Brazil,AS,,6967,Specifier/ Influencer,Enterprise,,,,,support,60,Quotation or Purchase Consultation,vrf,,,/ Marabá/PA / Brazil,trainee,LGESP,more than a year,0,0,,,,,97, -17745,1.0,/ Münster / Germany,IT,,11187,End Customer,SMB,,,,,others,521,Quotation or Purchase Consultation,,,,/ Münster / Germany,c-level executive,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428, -21261,1.0,/ Cuiaba / Brazil,ID,0.0422535211267605,37784,End Customer,Enterprise,,,,,information technology,1132,Quotation or Purchase Consultation,led signage,,,/ Cuiaba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,342, -10079,0.25,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,IT,,42910,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -7418,0.75,/ PP / Cambodia,AS,,22600,,SMB,,,,,consulting,65,Quotation or Purchase Consultation,vrf,,,/ PP / Cambodia,none,LGETH,3 months ~ 6 months,0,0,,,,,684, -19647,1.0,/ Bogota / Colombia,ID,0.0732484076433121,13921,End Customer,Enterprise,,,,,operations,23,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187, -19830,0.0,/ / Brazil,ID,0.0732484076433121,46009,Specifier/ Influencer,SMB,4.0,,,,media and communication,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -20415,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19600,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -4284,0.25,/ VISAKHAPATNAM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,etc.,,,/ VISAKHAPATNAM / India,none,LGEIL,,0,0,,,,,116, -8996,1.0,/ / Romania,ID,,14743,End Customer,Enterprise,,,,,entrepreneurship,790,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Romania,ceo/founder,LGERO,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,303, -12964,0.75,/ Medellin / Colombia,AS,,27671,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Medellin / Colombia,director,LGECB,3 months ~ 6 months,0,0,,,,,650, -4511,0.25,/ Areraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ Areraj / India,none,LGEIL,,0,0,,,,,115, -7246,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,14,Quotation or Purchase Consultation,vrf,,,/ makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -8884,1.0,/ / Georgia,ID,0.0491803278688524,12232,End Customer,Enterprise,,,,,administrative,51,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,/ / Georgia,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,907, -8795,0.25,/ Phoenix / United States,ID,0.6153846153846154,20682,,Enterprise,,,,,,215,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Phoenix / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,333, -10591,1.0,/ Bogota / Colombia,ID,0.0749486652977412,38736,End Customer,Enterprise,,1.0,,1.0,media and communication,30,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,intern,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344, -20328,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340, -5678,0.5,/ São Paulo / Brazil,AS,,7367,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -14359,0.25,/ SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,158,Quotation or Purchase Consultation,heating,,,/ SP / Brazil,none,LGESP,,0,0,,,,,97, -9576,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -18915,1.0,/ Kolkata / India,AS,0.1470588235294117,20424,End Customer,Enterprise,48.0,,,,sales,77,Quotation or Purchase Consultation,ventilation,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Institute & Academy,2, -6909,0.25,121 park Ave. Suite 20 Williston / VT / United States,AS,,10349,,SMB,,,,,,220,Product Information,,,,121 park Ave. Suite 20 Williston / VT / United States,none,LGEUS,,0,0,,,,,731, -4611,0.25,/ Ghaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ Ghaziabad / India,none,LGEIL,,0,0,,,,,115, -18674,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -18975,0.75,/Loja/Ecuador,AS,0.0681818181818181,38807,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Loja/Ecuador,associate/analyst,LGEPS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,654, -16043,0.25,/ Варна / Bulgaria,AS,,46982,Channel Partner,SMB,,,,,,3,,etc.,,,/ Варна / Bulgaria,partner,LGEMK,,0,0,,,,,710, -1315,0.25,Rockefeller Plaza Cloud IT / Nyc / United States,IT,0.0434782608695652,46011,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Rockefeller Plaza Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -16785,1.0,/ Parañaque City / Philippines,AS,,14617,End Customer,Enterprise,0.0,,,,administrative,14,Quotation or Purchase Consultation,vrf,,,/ Parañaque City / Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,,,,,120, -3121,0.25,/ / India,ID,,30112,End Customer,Enterprise,0.0,,,,operations,442,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015-GN2,/ / India,none,LGEIL,,0,0,,,,,174, -4920,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -14110,0.25,/ São José / Brazil,AS,,23628,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,chiller,,,/ São José / Brazil,entry level,LGESP,,0,0,,,,,97, -20295,1.0,/ Cebu / Philippines,ID,,27986,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/ Cebu / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,268, -17214,1.0,/ Hồ Chí Minh / Vietnam,AS,,43492,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -10514,1.0,/ BRASÍLIA / Brazil,ID,0.0749486652977412,43214,End Customer,SMB,,1.0,,1.0,others,90,Quotation or Purchase Consultation,webos,,,/ BRASÍLIA / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,342, -522,0.25,Corporate / /,ID,0.0446428571428571,29993,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9011,0.0,/ / Brazil,ID,0.0732484076433121,44885,End Customer,SMB,,,,,others,1,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,316, -130,0.75,/ / Saudi Arabia,ID,0.075,15444,End Customer,SMB,,1.0,,1.0,legal,4,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,55EF5K-P,/ / Saudi Arabia,none,LGESJ,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Insurance,209, -15078,0.5,/ santiago / Chile,AS,,18733,Specifier/ Influencer,SMB,,,,,information technology,3,,etc.,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728, -432,0.0,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -20240,1.0,/ PIAUI / Brazil,AS,0.004,24187,End Customer,Enterprise,,,,,administrative,114,Quotation or Purchase Consultation,,,,/ PIAUI / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -11189,1.0,/ Dabhoi / India,ID,,19183,,Enterprise,,,,,accounting,19,Quotation or Purchase Consultation,interactive signage,,,/ Dabhoi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -12528,1.0,/ พระนครศรีอยุธยา / Thailand,AS,,47323,End Customer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ พระนครศรีอยุธยา / Thailand,others,LGETH,less than 3 months,0,0,,,,,1026, -3240,0.5,31 east 31st. street Store front (ground floor) /New York City/,ID,,7701,Specifier/ Influencer,SMB,,,,,,131,Quotation or Purchase Consultation,,,,31 east 31st. street Store front (ground floor) /New York City/,none,LGEUS,less than 3 months,0,0,,,,,360, -1357,1.0,/Karimganj/India,ID,,38263,,Enterprise,,,,,education,10,other_,interactive digital board,,,/Karimganj/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -12554,0.75,/ NSW / Australia,AS,,13733,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,none,LGEAP,less than 3 months,0,0,,,,,139, -8106,1.0,/Najran/Saudi Arabia,ID,0.043103448275862,2747,Service Partner,Enterprise,,,,,other,288,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,,/Najran/Saudi Arabia,manager,LGESJ,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,209, -3142,0.5,/Dubai/U.A.E,ID,,46356,End Customer,SMB,,,,,program and project management,376,Quotation or Purchase Consultation,video wall signage,,,/Dubai/U.A.E,manager,LGEGF,,0,0,,,,,308, -1410,1.0,/ Lucknow / India,ID,,28739,,Enterprise,,,,,community and social services,26,Technical Consultation,interactive signage,,,/ Lucknow / India,c-level executive,LGEIL,3 months ~ 6 months,0,0,,,,,174, -10335,1.0,/ Imbituba SC / Brazil,AS,0.0039370078740157,34193,Specifier/ Influencer,SMB,,,,,arts and design,135,Quotation or Purchase Consultation,,,,/ Imbituba SC / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97, -2637,1.0,/ / U.A.E,ID,,42069,Channel Partner,Enterprise,,,,,consulting,10,Quotation or Purchase Consultation,high brightness signage,TR3DJ Series,75TR3DJ,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -7984,0.75,/ / China,IT,,2589,Solution Eco-Partner,SMB,,,,,business development,576,Request a Demo,,Other,,/ / China,manager,LGECH,3 months ~ 6 months,0,0,,,,,802, -2764,1.0,/ / Türkiye,ID,,15178,End Customer,SMB,,,,,information technology,77,Quotation or Purchase Consultation,standard signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -7498,0.75,/ القاهرة / Egypt,AS,,19280,End Customer,Enterprise,,,,,,34,,,,,/ القاهرة / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -7976,0.25,General / Lake Zurich / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Lake Zurich / United States,none,LGEUS,,0,0,,,,,375, -7881,0.25,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,IT,,44259,,SMB,,,,,,43,Quotation or Purchase Consultation,,,,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,none,LGEUS,,0,0,,,,,436, -2118,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165, -19196,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167, -3274,0.5,/ /,ID,,44104,End Customer,SMB,,,,,,143,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,194, -19814,0.0,/ / Brazil,ID,0.0732484076433121,45686,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -9234,1.0,/ / Hong Kong,ID,,12543,End Customer,SMB,,1.0,,1.0,marketing,96,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,337, -21181,1.0,/ Marilândia do Sul Pr / Brazil,AS,,27116,End Customer,Enterprise,,,,,engineering,99,Quotation or Purchase Consultation,single-split,,,/ Marilândia do Sul Pr / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -11071,1.0,/ Formosa / Argentina,ID,0.0749486652977412,12576,End Customer,Enterprise,,1.0,,1.0,business development,259,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Formosa / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,325, -8719,0.25,/ Kochi / India,AS,0.0677966101694915,23303,End Customer,Enterprise,,,,,,55,Quotation or Purchase Consultation,multi-split,,,/ Kochi / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -10857,0.0,/ / Brazil,ID,0.0749486652977412,24619,End Customer,Enterprise,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -9538,1.0,/Middx/United Kingdom,ID,0.025,6205,End Customer,SMB,,,,,information technology,288,Quotation or Purchase Consultation,led signage,Flat OLED Signage,55EF5F-L,/Middx/United Kingdom,director,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,185, -8612,0.5,200 S. Manchester STE 500 Medical/Orange/United States,IT,0.6428571428571429,43604,,SMB,0.0,,,,healthcare,140,Quotation or Purchase Consultation,,,,200 S. Manchester STE 500 Medical/Orange/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438, -11620,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174, -5942,0.5,/ São Paulo / Brazil,AS,,3230,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9679,1.0,/ Berlin / Germany,IT,,45900,End Customer,SMB,,,,,healthcare services,642,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,entry level,LGEDG,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,428, -490,0.25,Corporate / /,ID,0.0446428571428571,2961,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -678,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -2731,1.0,/ / South Africa,ID,,5871,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -16898,0.5,/ Purwokerto / Indonesia,AS,,42659,Specifier/ Influencer,Enterprise,,,,,engineering,14,,single-split,,,/ Purwokerto / Indonesia,none,LGEIN,more than a year,0,0,,,,,122, -5047,0.25,/ Joinvielle / Brazil,AS,,6044,Specifier/ Influencer,SMB,4.0,,,,engineering,1,,vrf,,,/ Joinvielle / Brazil,intern,LGESP,,0,0,,,,,97, -2550,1.0,/Dharmaj Anand Gujarat/India,ID,,42310,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive digital board,,,/Dharmaj Anand Gujarat/India,other,LGEIL,less than 3 months,0,0,,,,,166, -19595,1.0,/brasilia/Brazil,ID,0.0732484076433121,9839,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,video wall signage,,,/brasilia/Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480, -17290,0.75,/ Cairo / Egypt,AS,,14140,End Customer,SMB,,,,,others,11,,,,,/ Cairo / Egypt,others,LGEEG,9 months ~ 1 year,0,0,,,,,51, -6073,0.5,/ São Paulo / Brazil,AS,,44470,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19376,0.5,/ São Paulo / Brazil,AS,0.0037878787878787,35916,,Enterprise,,,,,others,46,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,others,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -10098,1.0,/Sydney/Australia,ID,,24895,End Customer,Enterprise,,,,,support,681,Quotation or Purchase Consultation,standard signage,SM5KE Series,43SM5KE-B,/Sydney/Australia,other,LGEAP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,168, -17142,0.75,/Santiago /Chile,AS,,10614,,Enterprise,,,,,others,3,,chiller,,,/Santiago /Chile,others,LGECL,less than 3 months,0,0,,,,,100, -2124,1.0,/ Seoni / India,ID,,30686,,Enterprise,4.0,,,,education,4,Quotation or Purchase Consultation,,,,/ Seoni / India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -15986,0.25,/ جدة / Jordan,AS,,47466,End Customer,Enterprise,3.0,,,,,23,Quotation or Purchase Consultation,etc.,,,/ جدة / Jordan,none,LGELF,,0,0,,,,,638, -6981,0.25,12270 Leesville Rd / VA / United States,AS,,42107,,SMB,2219.0,,,,,251,Others,,,,12270 Leesville Rd / VA / United States,none,LGEUS,,0,0,,,,,731, -15639,0.5,"/ Naucalpan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,55,Quotation or Purchase Consultation,etc.,,,"/ Naucalpan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704, -5830,0.5,/ / Brazil,AS,,30626,,Enterprise,4.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -8188,1.0,/Seven Hills/Australia,ID,0.2142857142857142,10558,Channel Partner,SMB,,,,,education,105,Request for Partnership,high brightness signage,,,/Seven Hills/Australia,director,LGEAP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,157, -7999,1.0,//India,ID,0.0330578512396694,43223,Service Partner,Enterprise,1.0,,,,arts and design,176,Quotation or Purchase Consultation,led signage,Ultra High Brightness Series,GSEG100,//India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),174, -9252,0.25,/ Cedar City / United States,ID,,8096,,Enterprise,,1.0,,1.0,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Cedar City / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205, -1994,1.0,/ Thane / India,ID,,36117,,SMB,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Thane / India,director,LGEIL,less than 3 months,0,0,,,,,174, -7981,0.25,Cloud IT / / United States,IT,,24946,,SMB,,,,,,51,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,375, -4000,1.0,/ الرياض / Saudi Arabia,AS,,46119,End Customer,Enterprise,,,,,business development,105,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13, -21244,1.0,/ Dianopolis / Brazil,ID,0.0422535211267605,25283,End Customer,Enterprise,,,,,media and communication,191,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/ Dianopolis / Brazil,others,LGESP,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480, -20243,1.0,/ santiago / Chile,AS,0.004,8814,Specifier/ Influencer,SMB,,,,,administrative,53,Quotation or Purchase Consultation,vrf,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,729, -10829,0.25,/ / Indonesia,ID,0.0843373493975903,25360,End Customer,Enterprise,,1.0,,1.0,,3,,special signage,,,/ / Indonesia,partner,LGEIN,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,253, -5194,0.5,/ São Paulo / Brazil,AS,,3255,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -7232,1.0,/ Makati City / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,39,Quotation or Purchase Consultation,vrf,,,/ Makati City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -11212,1.0,/ Mumbai / India,ID,,45824,,Enterprise,,,,,business development,13,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,145, -14160,0.25,/ São Paulo / Brazil,AS,,14565,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97, -15315,0.25,/ Ankara / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,47,Quotation or Purchase Consultation,,,,/ Ankara / Türkiye,none,LGETK,,0,0,,,,,103, -8135,1.0,/ dubai / U.A.E,AS,0.0485436893203883,39392,,Enterprise,,,,,engineering,215,Quotation or Purchase Consultation,vrf,,,/ dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),25, -6054,0.5,/ São Paulo / Brazil,AS,,4936,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19709,1.0,/ Sao Paulo / Brazil,ID,0.0732484076433121,23025,End Customer,Enterprise,,,,,healthcare services,66,Quotation or Purchase Consultation,standard signage,,,/ Sao Paulo / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,572, -2001,1.0,/ Kherli / India,ID,,8578,,Enterprise,1.0,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ Kherli / India,director,LGEIL,more than a year,0,0,,,,,174, -3817,1.0,/ Mysore / India,AS,,33334,End Customer,Enterprise,,,,,healthcare services,59,Usage or Technical Consultation,vrf,,,/ Mysore / India,others,LGEIL,less than 3 months,0,0,,,,,36, -13364,0.25,/ / India,AS,,20594,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115, -19029,1.0,/Ceres/Brazil,ID,0.2692307692307692,7031,End Customer,Enterprise,,,,,administrative,62,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/Ceres/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,487, -14713,0.5,/ barueri / Brazil,AS,,9059,Specifier/ Influencer,Enterprise,,,,,administrative,3,,chiller,,,/ barueri / Brazil,vice president,LGESP,3 months ~ 6 months,0,0,,,,,97, -11860,0.5,/ Indore / India,ID,,6595,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Indore / India,others,LGEIL,,0,0,,,,,174, -1984,1.0,/ Munger / India,ID,,13696,,Enterprise,,,,,administrative,21,Quotation or Purchase Consultation,,,,/ Munger / India,director,LGEIL,less than 3 months,0,0,,,,,174, -6571,0.25,/ Beograd / Serbia,AS,,21873,End Customer,Enterprise,,,,,,14,,heating,,,/ Beograd / Serbia,others,LGEMK,,0,0,,,,,766, -10765,1.0,/ 32257 Bünde / Germany,ID,0.0199004975124378,12356,Channel Partner,SMB,1.0,1.0,,1.0,administrative,455,Request for Partnership,standard signage,UL3G Series,43UL3G-B,/ 32257 Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326, -8199,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866, -7898,0.0,Medical / Worcester / United States,IT,,43721,,SMB,,,,,,157,,,,,Medical / Worcester / United States,none,LGEUS,,0,0,,,,,435, -1877,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174, -876,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -12639,1.0,Hà Nội / / Vietnam,AS,,10987,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,Hà Nội / / Vietnam,others,LGEVH,less than 3 months,0,0,,,,,963, -5334,0.5,/São Paulo/Brazil,AS,,26987,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -1784,1.0,/ Bulandshahr / India,ID,,42207,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Bulandshahr / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -10300,0.5,/Balikpapan/Indonesia,AS,0.0666666666666666,32255,End Customer,Enterprise,,,,,others,129,,,,,/Balikpapan/Indonesia,others,LGEIN,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955, -2436,1.0,/ / Saudi Arabia,ID,,20411,End Customer,SMB,,,,,marketing,52,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209, -15742,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -21254,1.0,/ Brasília / Brazil,ID,0.0422535211267605,27307,End Customer,Enterprise,,,,,media and communication,236,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,ceo/founder,LGESP,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,480, -9342,1.0,/ machilipatnam / India,AS,0.0714285714285714,6075,End Customer,Enterprise,5.0,,,,product management,50,Quotation or Purchase Consultation,vrf,,,/ machilipatnam / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,,116, -17379,0.75,/ san salvador / El Salvador,AS,,17094,Specifier/ Influencer,SMB,,,,,sales,3,,vrf,,,/ san salvador / El Salvador,director,LGEPS,6 months ~ 9 months,0,0,,,,,654, -4336,0.25,/ Hyderabad / India,AS,,34603,End Customer,Enterprise,,,,,,95,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -13666,0.5,/ PERNAMBUCO / Brazil,AS,,26727,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ PERNAMBUCO / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -9705,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -2361,1.0,/ / Jamaica,ID,,2645,End Customer,Enterprise,65.0,,,,military and protective services,47,Quotation or Purchase Consultation,led signage,,,/ / Jamaica,ceo/founder,LGEPS,less than 3 months,0,0,,,,,239, -19512,1.0,/ / Mexico,ID,0.0544217687074829,41880,,Enterprise,9.0,,,,engineering,3,Technical Consultation,,,,/ / Mexico,manager,LGEMS,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,189, -931,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -17206,1.0,/ / Vietnam,AS,,30100,Specifier/ Influencer,Enterprise,,,,,media and communication,3,Quotation or Purchase Consultation,,,,/ / Vietnam,entry level,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -15655,0.5,/ Poza Rica / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,111,Quotation or Purchase Consultation,etc.,,,/ Poza Rica / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704, -9493,1.0,/ / Brazil,ID,0.0476190476190476,32727,Service Partner,SMB,,,,,media and communication,981,Request for Partnership,led signage,LG MAGNIT,LBAF015,/ / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -265,1.0,/İstanbul/Türkiye,ID,0.075,43443,Solution Eco-Partner,SMB,,1.0,,1.0,engineering,47,Request for Partnership,led signage,Transparent LED Film,LAT240,/İstanbul/Türkiye,ceo/founder,LGETK,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,285, -3237,0.5,625 W James St / Kent /,ID,,978,End Customer,SMB,,,,,,298,Quotation or Purchase Consultation,,,,625 W James St / Kent /,none,LGEUS,less than 3 months,0,0,,,,,373, -9385,1.0,/ HOSUR / India,ID,0.036036036036036,28099,End Customer,SMB,,,,,business development,73,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,,/ HOSUR / India,vice president,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,149, -11515,1.0,/ / Hong Kong,ID,,41584,Channel Partner,Enterprise,,,,,sales,26,Quotation or Purchase Consultation,interactive signage,TR3BF Series,65TR3BF-B,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,195, -15898,0.75,/ caracas / Venezuela,AS,,21440,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Product Information,vrf,,,/ caracas / Venezuela,entry level,LGEPS,less than 3 months,0,0,,,,,654, -11472,1.0,/ / Türkiye,ID,,4263,End Customer,SMB,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -11727,0.0,/ / India,ID,,11410,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -4022,1.0,/ Metro Manila / Philippines,AS,,23341,End Customer,Enterprise,,,,,marketing,30,Quotation or Purchase Consultation,vrf,,,/ Metro Manila / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -11597,0.5,/ Coimbatore / India,ID,,37713,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,interactive signage,,,/ Coimbatore / India,manager,LGEIL,,0,0,,,,,149, -2911,0.75,/ / United States,ID,,23062,,SMB,,,,,purchasing,106,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360, -9442,1.0,/ Nashik / India,ID,0.036036036036036,8401,End Customer,Enterprise,,,,,engineering,298,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Nashik / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,277, -20705,1.0,/Porto Velho/Brazil,ID,0.25,18611,End Customer,Enterprise,,,,,information technology,55,Technical Consultation,software solution,SuperSign Simple Editor,,/Porto Velho/Brazil,associate/analyst,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,167, -222,1.0,/ / Saudi Arabia,ID,0.075,40645,End Customer,SMB,,1.0,,1.0,engineering,33,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,295, -11238,1.0,/Mumbai/India,ID,,21248,,Enterprise,,,,,business development,24,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,director,LGEIL,more than a year,0,0,,,,,174, -20490,1.0,/ Gramado / Brazil,ID,0.1241217798594847,35473,End Customer,SMB,,1.0,,1.0,purchasing,288,Quotation or Purchase Consultation,hotel tv,,,/ Gramado / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487, -7396,1.0,/Mumbai/India,AS,,1983,,SMB,,,,,purchasing,2,Quotation or Purchase Consultation,vrf,,,/Mumbai/India,others,LGEIL,less than 3 months,0,0,,,,,76, -4880,0.5,/ / Brazil,AS,,11368,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,manager,LGESP,,0,0,,,,,97, -323,0.75,/Nagpur/India,ID,0.0575342465753424,34083,Service Partner,Enterprise,,1.0,,1.0,engineering,52,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/Nagpur/India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,174, -6753,0.25,1022 West Main st bowling green / KY / United States,AS,,45612,,Enterprise,,,,,,244,Product Information,,,,1022 West Main st bowling green / KY / United States,none,LGEUS,,0,0,,,,,731, -17612,1.0,/ BUCARAMANGA / Colombia,ID,0.0806916426512968,33563,End Customer,SMB,,,,,engineering,120,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ BUCARAMANGA / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,187, -310,1.0,/BUCARAMANGA/Colombia,ID,0.0749486652977412,45406,End Customer,Enterprise,,1.0,,1.0,administrative,71,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/BUCARAMANGA/Colombia,others,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,187, -21184,1.0,/ Minas Gerais Joaíma / Brazil,AS,,15587,End Customer,Enterprise,,,,,administrative,283,Quotation or Purchase Consultation,single-split,,,/ Minas Gerais Joaíma / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -16857,1.0,/ Cebu City / Philippines,AS,,21423,End Customer,SMB,,,,,engineering,40,Quotation or Purchase Consultation,vrf,,,/ Cebu City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -10253,1.0,/ PR / Brazil,AS,0.0039370078740157,18013,Specifier/ Influencer,Enterprise,27.0,,,,arts and design,643,Quotation or Purchase Consultation,,,,/ PR / Brazil,entry level,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -5137,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9698,0.25,1780 Jay Ell Dr Cloud IT / Richardson / United States,IT,,22958,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,,,,1780 Jay Ell Dr Cloud IT / Richardson / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831, -6226,0.25,/ Americana / Brazil,AS,,5703,,Enterprise,,,,,others,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97, -15743,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -10750,0.75,/ / Mexico,ID,0.0749486652977412,41880,,Enterprise,9.0,1.0,,1.0,others,20,Others,,,,/ / Mexico,none,LGEMS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189, -7438,1.0,/ Tbilisi / Georgia,AS,,1907,Specifier/ Influencer,SMB,,,,,business development,489,Quotation or Purchase Consultation,vrf,,,/ Tbilisi / Georgia,partner,LGEGF,3 months ~ 6 months,0,0,,,,,25, -2248,1.0,/ / U.A.E,ID,,14806,End Customer,Enterprise,,,,,business development,70,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -4953,0.25,/ Fortaleza / Brazil,AS,,403,,Enterprise,,,,,engineering,1,,,,,/ Fortaleza / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -3017,1.0,/ Tulsipur / India,ID,,7484,,Enterprise,1.0,,,,education,19,Quotation or Purchase Consultation,,,,/ Tulsipur / India,manager,LGEIL,less than 3 months,0,0,,,,,356, -8859,1.0,/Navi Mumbai /India,ID,0.0289256198347107,1280,End Customer,Enterprise,,,,,marketing,9,Quotation or Purchase Consultation,video wall signage,LV35A Series,55LV35A,/Navi Mumbai /India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,174, -7108,0.75,/ / Philippines,AS,,11654,End Customer,Enterprise,,,,,engineering,4,,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733, -20711,1.0,//Mexico,ID,0.25,41880,,Enterprise,9.0,,,,engineering,3,Other,,,,//Mexico,other,LGEMS,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,189, -1706,1.0,/Ahmedabad/India,ID,,19515,,Enterprise,,,,,education,36,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -2952,1.0,/ / Saudi Arabia,ID,,37190,End Customer,SMB,,,,,information technology,28,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -10383,1.0,/PE / Garanhuns/Brazil,AS,0.0039370078740157,6398,End Customer,SMB,2.0,,,,purchasing,161,Quotation or Purchase Consultation,single-split,,,/PE / Garanhuns/Brazil,others,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97, -20831,1.0,/ Bento Gonçalves / Brazil,ID,0.0476190476190476,22546,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,software solution,,,/ Bento Gonçalves / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -1580,1.0,/Chennai/India,ID,,13611,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -3239,0.5,//,ID,,9405,Specifier/ Influencer,SMB,,,,,,40,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,332, -20741,0.0,Italia / / Italy,AS,,18677,Channel Partner,SMB,,,,,,3,,vrf,,,Italia / / Italy,none,LGEIS,,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,341, -6585,0.25,/ Kingsville / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,120,Quotation or Purchase Consultation,etc.,,,/ Kingsville / United States,none,LGEUS,,0,0,,,,,730, -2019,1.0,/ delhi / India,ID,,46353,,Enterprise,,,,,education,3,Others,interactive signage,,,/ delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174, -20334,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -1353,1.0,/ Mumbai / India,ID,,30171,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -9161,1.0,/dubai/U.A.E,AS,0.0196078431372549,8944,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,multi-split,,,/dubai/U.A.E,partner,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25, -12566,0.75,/ Nizwa / Oman,AS,,26467,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Nizwa / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727, -9607,1.0,/ Dubai / U.A.E,ID,,183,Channel Partner,SMB,,,,,others,888,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ Dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219, -14682,0.25,/ Uberlândia - MG / Brazil,AS,,21974,End Customer,SMB,,,,,engineering,3,,,,,/ Uberlândia - MG / Brazil,intern,LGESP,,0,0,,,,,97, -20638,1.0,/ Maracanaú / Brazil,ID,0.0695652173913043,17462,End Customer,SMB,1.0,,,,engineering,42,Quotation or Purchase Consultation,led signage,,,/ Maracanaú / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167, -7121,0.75,/ bocaue / Philippines,AS,,11579,End Customer,Enterprise,,,,,operations,34,,multi-split,,,/ bocaue / Philippines,manager,LGEPH,more than a year,0,0,,,,,135, -14629,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,105,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97, -7363,1.0,/Pathanamthitta/India,AS,,28106,End Customer,Enterprise,,,,,business development,62,Quotation or Purchase Consultation,multi-split,,,/Pathanamthitta/India,manager,LGEIL,less than 3 months,0,0,,,,,34, -7490,1.0,/ Sohag / Egypt,AS,,36798,End Customer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Sohag / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -9057,0.5,/ / Hong Kong,ID,0.1184210526315789,35696,End Customer,SMB,,,,,purchasing,56,Request for Partnership,video wall signage,,,/ / Hong Kong,manager,LGEHK,,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337, -9958,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4291,0.25,/ Mohali / India,AS,,47466,End Customer,Enterprise,19.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,/ Mohali / India,none,LGEIL,,0,0,,,,,95, -2508,1.0,/ Jaunpur / India,ID,,38860,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Jaunpur / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -6707,0.25,14300 Cherry Lane Ct / MD / United States,AS,,23020,,SMB,0.0,,,,,241,Services,,,,14300 Cherry Lane Ct / MD / United States,none,LGEUS,,0,0,,,,,731, -18087,0.5,/ / Peru,ID,0.0327868852459016,4189,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Peru,ceo/founder,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -19118,1.0,//Germany,IT,0.2307692307692307,7722,Channel Partner,SMB,,,,,,461,Quotation or Purchase Consultation,medical display,Surgical Monitors,,//Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838, -16812,0.75,/ Makati / Philippines,AS,,45711,End Customer,Enterprise,3.0,,,,program and project management,3,,multi-split,,,/ Makati / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -13217,0.25,/ JAKARTA / Indonesia,AS,,13207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ JAKARTA / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670, -11268,1.0,/ Jaggayyapeta / India,ID,,37680,,Enterprise,,,,,education,24,Others,interactive signage,,,/ Jaggayyapeta / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174, -14121,0.25,/ ba / Brazil,AS,,10915,Specifier/ Influencer,Enterprise,,,,,support,3,,,,,/ ba / Brazil,entry level,LGESP,,0,0,,,,,97, -10452,1.0,/Belo Horizonte/Brazil,ID,0.0749486652977412,10005,End Customer,Enterprise,1.0,1.0,,1.0,administrative,50,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/Belo Horizonte/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167, -13845,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,SMB,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -3465,1.0,/Bongaon/India,ID,,44918,,Enterprise,,,,,education,40,Quotation or Purchase Consultation,interactive digital board,,,/Bongaon/India,director,LGEIL,less than 3 months,0,0,,,,,223, -6923,0.25,242 n New York / KS / United States,AS,,11434,,Enterprise,,,,,,81,Product Information,,,,242 n New York / KS / United States,none,LGEUS,,0,0,,,,,731, -13697,0.5,/ Salvador / Brazil,AS,,15791,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Salvador / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -13342,0.25,/ Umbergaon / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Umbergaon / India,none,LGEIL,,0,0,,,,,77, -12625,0.75,/ Ho chi minh / Vietnam,AS,,10088,End Customer,Enterprise,,,,,,3,,vrf,,,/ Ho chi minh / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,643, -15353,0.25,/ İzmir Urla / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,112,Quotation or Purchase Consultation,heating,,,/ İzmir Urla / Türkiye,none,LGETK,,0,0,,,,,103, -12460,1.0,/ ปทุมธานี / Thailand,AS,,47380,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ ปทุมธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,726, -19921,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379, -7100,1.0,/ Pasig City / Philippines,AS,,9626,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Pasig City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,135, -3122,0.5,//India,ID,,24902,End Customer,SMB,,,,,information technology,41,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),//India,none,LGEIL,less than 3 months,0,0,,,,,148, -6820,0.25,100 racoosin drive / PA / United States,AS,,27519,,SMB,,,,,,60,Product Information,,,,100 racoosin drive / PA / United States,none,LGEUS,,0,0,,,,,730, -10918,0.0,/ / Peru,ID,0.0749486652977412,10550,,Enterprise,,1.0,,1.0,administrative,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258, -21103,1.0,/ Joinville / Brazil,AS,,7526,End Customer,Enterprise,,,,,legal,50,Quotation or Purchase Consultation,single-split,,,/ Joinville / Brazil,manager,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -6576,0.25,/ Miami / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,335,Quotation or Purchase Consultation,etc.,,,/ Miami / United States,none,LGEUS,,0,0,,,,,731, -13804,0.25,/ Lauro de Freitas / Brazil,AS,,16168,End Customer,SMB,0.0,,,,finance,3,,,,,/ Lauro de Freitas / Brazil,manager,LGESP,,0,0,,,,,97, -20483,0.25,6525 Carnegie Blvd Hospitality / Charlotte / United States,ID,,32361,End Customer,SMB,,1.0,,1.0,product management,3,,hotel tv,,,6525 Carnegie Blvd Hospitality / Charlotte / United States,others,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -1639,1.0,/ Gurugram / India,ID,,43835,,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,interactive signage,,,/ Gurugram / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,315, -13213,0.5,//Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,//Philippines,intern,LGEPH,,0,0,,,,,0, -2528,1.0,/ viramgam / India,ID,,37399,,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,interactive signage,,,/ viramgam / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -17479,1.0,/ / Germany,IT,,30549,End Customer,SMB,,,,,,248,Quotation or Purchase Consultation,laptop,,,/ / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428, -3071,0.5,/ Rudrapur / India,ID,,36318,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Rudrapur / India,ceo/founder,LGEIL,,0,0,,,,,174, -20962,0.25,/ / Argentina,ID,0.0476190476190476,10335,Channel Partner,Enterprise,3.0,,,,sales,3,,,,LSVP(Digital Signage),/ / Argentina,manager,LGEAR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325, -8902,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185, -7651,0.75,/ / Germany,IT,,13437,,Enterprise,2.0,,,,arts and design,87,OEM/ODM Request,laptop,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,9 months ~ 1 year,0,0,,,,,428, -19170,1.0,/ Monterrey / Mexico,ID,0.0538922155688622,3938,End Customer,Enterprise,,,,,others,103,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/ Monterrey / Mexico,others,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,188, -9618,1.0,/ ISABELA/LUNA / Philippines,AS,,26091,End Customer,Enterprise,,,,,others,30,Others,etc.,,,/ ISABELA/LUNA / Philippines,others,LGEPH,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,750, -7248,1.0,/ / Philippines,AS,,32397,End Customer,SMB,,,,,others,16,Quotation or Purchase Consultation,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -20644,1.0,/ / Mexico,ID,0.0695652173913043,41880,,Enterprise,9.0,,,,arts and design,3,Others,,,,/ / Mexico,manager,LGEMS,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,189, -9900,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -9002,0.5,/ / India,ID,0.0289256198347107,24592,End Customer,SMB,,,,,sales,21,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / India,manager,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,174, -277,1.0,/ / Egypt,ID,0.075,40219,End Customer,SMB,,1.0,,1.0,marketing,52,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,associate/analyst,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234, -18148,0.0,/ / Peru,ID,0.0327868852459016,20566,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -11577,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174, -14526,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97, -11572,0.5,/ Puducherry / India,ID,,44555,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Puducherry / India,ceo/founder,LGEIL,,0,0,,,,,174, -7491,1.0,/ Cairo / Egypt,AS,,8716,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -2142,1.0,/jammu/India,ID,,32813,,Enterprise,,,,,healthcare services,2,other_,interactive digital board,,,/jammu/India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -20932,0.0,/ / Peru,ID,0.0476190476190476,13853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -8386,0.25,/ Miami Gardens / United States,ID,0.3902439024390244,30456,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Miami Gardens / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194, -20832,1.0,/ Goiânia / Brazil,ID,0.0476190476190476,20972,End Customer,Enterprise,,,,,arts and design,86,Quotation or Purchase Consultation,led signage,Ultra Light Series,,/ Goiânia / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -9307,1.0,/ barkot uttarkashi / India,AS,,38313,End Customer,Enterprise,,,,,operations,84,Quotation or Purchase Consultation,vrf,,,/ barkot uttarkashi / India,manager,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,17, -10017,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -1703,1.0,/Lucknow/India,ID,,40630,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,147, -17837,1.0,//Vietnam,ID,0.2142857142857142,1608,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,581, -19753,1.0,/TELOLOAPAN/Mexico,ID,0.0732484076433121,15904,Channel Partner,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,,/TELOLOAPAN/Mexico,manager,LGEMS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,263, -2933,1.0,/ / Saudi Arabia,ID,,2081,End Customer,SMB,,,,,information technology,67,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,295, -18635,0.0,/ / Peru,ID,0.0327868852459016,27983,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -11223,1.0,/ Panchkula / India,ID,,30184,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive signage,,,/ Panchkula / India,entry level,LGEIL,less than 3 months,0,0,,,,,165, -21063,1.0,/ / Mexico,ID,0.0476190476190476,26951,End Customer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189, -7867,0.25,Cloud IT / / United States,IT,,13257,,Enterprise,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374, -19620,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -16940,1.0,/ Teresina / Brazil,AS,,26601,End Customer,Enterprise,1.0,,,,operations,50,Quotation or Purchase Consultation,single-split,,,/ Teresina / Brazil,ceo/founder,LGESP,6 months ~ 9 months,0,0,,,,,97, -57,1.0,/Abu Dhabi/U.A.E,AS,0.0408163265306122,1975,End Customer,SMB,,,,,business development,108,Quotation or Purchase Consultation,etc.,,,/Abu Dhabi/U.A.E,partner,LGEGF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,25, -9723,0.25,205 Miller Springs Ct Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Ct Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -14112,0.25,/ Rio de Janeiro / Brazil,AS,,27122,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97, -20272,1.0,/Goslar/Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,electronics & telco,288,Quotation or Purchase Consultation,,,,/Goslar/Germany,ceo/founder,LGEDG,less than 3 months,0,0,0.0011827288932506,,retail,,428, -8652,0.25,/ San Antonio / United States,ID,0.1666666666666666,27239,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ San Antonio / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194, -1479,1.0,//United States,ID,,33494,Specifier/ Influencer,SMB,,,,,program and project management,26,Technical Consultation,led signage,Transparent LED Film,LAT140,//United States,manager,LGEUS,9 months ~ 1 year,0,0,,,,,332, -1991,1.0,/Nagpur/India,ID,,37680,,SMB,,,,,consulting,4,Quotation or Purchase Consultation,interactive digital board,,,/Nagpur/India,director,LGEIL,less than 3 months,0,0,,,,,174, -5487,0.5,/Joinville/Brazil,AS,,5647,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97, -9281,0.25,/ Greensboro / United States,ID,,11512,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greensboro / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194, -8313,0.0,/ / Peru,ID,0.0327868852459016,21893,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -2016,1.0,/ Pune / India,ID,,1369,,Enterprise,,,,,consulting,1,Technical Consultation,interactive signage,,,/ Pune / India,director,LGEIL,less than 3 months,0,0,,,,,174, -8757,1.0,"12500 E Belford Ave / Englewood, CO",ID,0.6153846153846154,38562,End Customer,SMB,1.0,,,,program and project management,127,Quotation or Purchase Consultation,standard signage,UH7F-H Series,65UH7F-H,"12500 E Belford Ave / Englewood, CO",manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,448, -3016,1.0,/ Ahmedabad / India,ID,,43023,,Enterprise,4.0,,,,accounting,7,Others,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -17543,0.5,Corporate / / United States,IT,,5032,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,Corporate / / United States,entry level,LGEUS,,0,0,,,,,310, -9124,1.0,/ MT / CUIABA / Brazil,AS,0.004,14974,End Customer,Enterprise,,,,,purchasing,9,Quotation or Purchase Consultation,multi-split,,,/ MT / CUIABA / Brazil,partner,LGESP,6 months ~ 9 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -13933,0.25,/ São José / Brazil,AS,,21181,Specifier/ Influencer,Enterprise,,,,,support,3,,etc.,,,/ São José / Brazil,entry level,LGESP,,0,0,,,,,97, -13382,0.25,/ Chandigarh / India,AS,,3868,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672, -19994,1.0,/ Varginha/MG / Brazil,AS,0.004,44871,End Customer,Enterprise,,,,,others,48,Quotation or Purchase Consultation,multi-split,,,/ Varginha/MG / Brazil,ceo/founder,LGESP,9 months ~ 1 year,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,97, -3351,0.5,/ / France,ID,,33751,,Enterprise,,,,,,78,Others,,,,/ / France,others,LGEFS,,0,0,,,,,261, -13268,0.25,/jakarta/Indonesia,AS,,13373,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/jakarta/Indonesia,none,LGEIN,,0,0,,,,,670, -3368,1.0,/ / India,ID,,12391,End Customer,SMB,,,,,entrepreneurship,120,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -2391,0.75,3623 E 3892 N / Kimberly /,ID,,44436,End Customer,Enterprise,,,,,,351,Quotation or Purchase Consultation,,,,3623 E 3892 N / Kimberly /,none,LGEUS,less than 3 months,0,0,,,,,567, -10720,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,6978,End Customer,SMB,,1.0,,1.0,others,17,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG-B,/ Rio de Janeiro / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480, -517,0.25,Corporate / /,ID,0.0446428571428571,42287,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17775,1.0,/ DHARPALLY Dist Nizamabad / India,ID,0.0311958405545927,21175,Specifier/ Influencer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,Interactive,55TR3DK/65TR3DK,/ DHARPALLY Dist Nizamabad / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),277, -3083,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -21323,1.0,/Porto Velho Rondônia/Brazil,AS,0.04,41467,End Customer,SMB,,,,,engineering,400,Quotation or Purchase Consultation,chiller,,,/Porto Velho Rondônia/Brazil,manager,LGESP,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,680, -11105,0.25,/ / U.A.E,IT,,14346,,Enterprise,,,1.0,1.0,,3,Usage or Technical Consultation,,,,/ / U.A.E,none,LGEGF,,0,0,0.0030792876608617,,corporate / office,IT/Software,408, -9796,0.25,Cloud IT / New York / United States,IT,,15940,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -804,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2173,1.0,/ Pune / India,ID,,30004,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174, -1272,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435, -16796,1.0,/Cavite/Philippines,AS,,22433,,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135, -17947,0.0,/ / India,ID,0.0311958405545927,15401,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -10930,0.0,/ / Peru,ID,0.0749486652977412,46357,,Enterprise,,1.0,,1.0,arts and design,11,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,258, -20314,1.0,/ / Mexico,ID,0.1241217798594847,29328,End Customer,Enterprise,,1.0,,1.0,program and project management,97,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263, -19335,1.0,/ Ceará/Fortaleza / Brazil,AS,0.0037878787878787,35778,Specifier/ Influencer,Enterprise,,,,,support,148,Quotation or Purchase Consultation,vrf,,,/ Ceará/Fortaleza / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -15199,0.5,/ Villavicencio / Colombia,AS,,7330,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39, -9926,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3044,1.0,/ Hyderabad / India,ID,,30466,End Customer,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,,,,,174, -17076,1.0,/ DOHA / Qatar,AS,,12633,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ DOHA / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055, -9150,1.0,/ srinagar / India,AS,0.0289855072463768,766,End Customer,SMB,,,,,sales,124,Quotation or Purchase Consultation,single-split,,,/ srinagar / India,manager,LGEIL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,115, -14940,0.25,/ / Thailand,AS,,47386,,Enterprise,,,,,community and social services,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753, -13219,0.25,/ BANDUNG / Indonesia,AS,,4518,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ BANDUNG / Indonesia,manager,LGEIN,,0,0,,,,,670, -20460,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -21253,1.0,/ MIAMI / United States,ID,0.4,16645,End Customer,SMB,,,,,consulting,33,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ MIAMI / United States,manager,LGEUS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,310, -20453,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -20774,1.0,/ Contagem / Brazil,ID,0.0476190476190476,17274,End Customer,SMB,1.0,,,,purchasing,86,Quotation or Purchase Consultation,led signage,,,/ Contagem / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -16307,0.25,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -10193,1.0,/ São Paulo / Brazil,AS,0.0039370078740157,6753,Specifier/ Influencer,Enterprise,,,,,engineering,524,Product Information,multi-split,,,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97, -8195,1.0,/ / Vietnam,ID,0.2142857142857142,10992,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324, -14697,0.5,/ brasilia / Brazil,AS,,28319,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ brasilia / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97, -4348,0.25,/ Manjeri / India,AS,,454,End Customer,Enterprise,,,,,,198,Quotation or Purchase Consultation,vrf,,,/ Manjeri / India,none,LGEIL,,0,0,,,,,34, -15308,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,230,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103, -11132,1.0,/ Lucknow / India,ID,,37083,,Enterprise,,,,,media and communication,3,Others,interactive signage,,,/ Lucknow / India,others,LGEIL,more than a year,0,0,,,,,174, -6927,0.25,708 Cayuga Street / NY / United States,AS,,8936,,SMB,,,,,,201,Product Information,,,,708 Cayuga Street / NY / United States,none,LGEUS,,0,0,,,,,731, -16379,0.25,Via Dei Faggella 30 / Roma (RM) / Italy,AS,,40432,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,Via Dei Faggella 30 / Roma (RM) / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -7175,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,11,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -12039,0.5,//,ID,,315,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,360, -20448,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -16825,0.75,/ / Philippines,AS,,3828,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -17653,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263, -20693,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324, -10059,0.25,One Dell Parkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,One Dell Parkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -5654,0.5,/ São Paulo / Brazil,AS,,44394,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -10773,1.0,/ / Hong Kong,ID,0.0843373493975903,19387,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337, -81,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34, -17937,0.0,/ / India,ID,0.0311958405545927,44898,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -10338,1.0,/ Porto Feliz / SP / Brazil,AS,0.0039370078740157,18155,End Customer,SMB,,,,,marketing,456,Quotation or Purchase Consultation,multi-split,,,/ Porto Feliz / SP / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97, -1367,1.0,/ Namakkal / India,ID,,24290,,Enterprise,,,,,quality assurance,66,Quotation or Purchase Consultation,interactive signage,,,/ Namakkal / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -602,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -2990,1.0,/ / Hong Kong,ID,,34789,Specifier/ Influencer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,337, -14891,0.5,/ Rio de janeiro / Brazil,AS,,28898,End Customer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Rio de janeiro / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -11892,0.5,/Unnao/India,ID,,16977,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Unnao/India,"academic coordinator/ post graduate teacher (accountancy, business studies)/ tgt (ict)",LGEIL,,0,0,,,,,147, -15811,0.5,/ San Pedro Sula / Honduras,AS,,21676,End Customer,Enterprise,,,,,business development,3,,single-split,,,/ San Pedro Sula / Honduras,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -9982,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12178,1.0,/ / Argentina,ID,,13114,,SMB,0.0,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325, -13575,0.0,/ Assam / India,AS,,3883,End Customer,SMB,4.0,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672, -10034,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10695,1.0,/ Campinas / Brazil,ID,0.0749486652977412,15725,End Customer,SMB,,1.0,,1.0,information technology,74,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Campinas / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,406, -14156,0.5,/ Salvador / Brazil,AS,,30339,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97, -12818,0.5,/ Malang / Indonesia,AS,,11137,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743, -2866,0.75,/ Yukon / Canada,ID,,8677,End Customer,Enterprise,,,,,arts and design,212,Quotation or Purchase Consultation,video wall signage,,,/ Yukon / Canada,none,LGECI,9 months ~ 1 year,0,0,,,,,573, -8096,0.5,/ Spring Valley / United States,ID,0.3333333333333333,310,,SMB,,,,,education,21,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Spring Valley / United States,c-level executive,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194, -17147,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728, -15269,0.5,/ Cartagena / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,vrf,,,/ Cartagena / Colombia,none,LGECB,less than 3 months,0,0,,,,,962, -2695,1.0,/ / U.A.E,ID,,6580,End Customer,SMB,,,,,consulting,69,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -19584,1.0,/Linhares/Brazil,ID,0.0732484076433121,35093,Channel Partner,Enterprise,,,,,administrative,17,Quotation or Purchase Consultation,led signage,,,/Linhares/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279, -10341,1.0,/ Maranhão / Brazil,AS,0.0039370078740157,4157,End Customer,Enterprise,,,,,administrative,43,Quotation or Purchase Consultation,etc.,,,/ Maranhão / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -20400,0.0,/ / Peru,ID,0.1241217798594847,27353,,Enterprise,,1.0,,1.0,human resources,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258, -6287,0.25,/ Salvador / Brazil,AS,,43712,,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97, -14856,0.25,/ São Paulo / Brazil,AS,,1436,End Customer,SMB,0.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -20627,1.0,/Lins - SP/Brazil,ID,0.0695652173913043,22957,End Customer,Enterprise,,,,,program and project management,59,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/Lins - SP/Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167, -13493,0.0,/ / India,AS,,35044,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -5166,0.5,/Joinville/Brazil,AS,,12086,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97, -20289,1.0,/ madrid / Colombia,ID,0.1241217798594847,40676,Channel Partner,SMB,,1.0,,1.0,finance,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ madrid / Colombia,partner,LGECB,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,187, -13019,1.0,/Estado de México /Mexico,AS,,37836,,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,etc.,,,/Estado de México /Mexico,others,LGEMS,more than a year,0,0,,,,,42, -11843,0.5,/ gurugram / India,ID,,29960,,Enterprise,,,,,education,3,Others,,,,/ gurugram / India,others,LGEIL,,0,0,,,,,174, -15003,0.5,/ Santiago / Chile,AS,,42019,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728, -10455,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,45234,Channel Partner,SMB,,1.0,,1.0,program and project management,227,Quotation or Purchase Consultation,video wall signage,,,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278, -4140,0.25,"/ Binan, laguna / Philippines",AS,,22415,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,"/ Binan, laguna / Philippines",none,LGEPH,,0,0,,,,,0, -15386,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,132,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103, -8858,1.0,/ Siliguri / India,ID,0.0289256198347107,28779,End Customer,Enterprise,,,,,others,187,Technical Consultation,standard signage,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,223, -11882,0.5,/Jodhpur/India,ID,,44306,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Jodhpur/India,educator,LGEIL,,0,0,,,,,174, -4011,1.0,/ Gumaca / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/ Gumaca / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16, -20703,0.5,/ / Switzerland,IT,,43598,End Customer,Enterprise,,,,,information technology,3,Usage or Technical Consultation,cloud device,Zero Clients,,/ / Switzerland,manager,LGEDG,,0,0,0.0002153634176709,,factory,Pharmaceutical Factory,919, -6246,0.25,/ São Paulo / Brazil,AS,,31170,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -17592,1.0,/ / Mexico,ID,0.0806916426512968,31466,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,others,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -14144,0.25,/ Am / Brazil,AS,,12430,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Am / Brazil,entry level,LGESP,,0,0,,,,,97, -15622,0.25,"/ Chihuahua, chihuahua / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,,,,"/ Chihuahua, chihuahua / Mexico",none,LGEMS,,0,0,,,,,42, -19567,1.0,/MAringa /Brazil,ID,0.0732484076433121,11645,End Customer,Enterprise,53.0,,,,others,146,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/MAringa /Brazil,others,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,487, -19552,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Curitiba / Brazil,manager,LGESP,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,278, -12338,1.0,/ QUEZON CITY / Philippines,AS,,29010,Specifier/ Influencer,Enterprise,,,,,support,16,Quotation or Purchase Consultation,vrf,,,/ QUEZON CITY / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,135, -7427,1.0,/ DUBAI / U.A.E,AS,,34722,End Customer,SMB,,,,,program and project management,67,Quotation or Purchase Consultation,etc.,,,/ DUBAI / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25, -16158,0.25,/ SINGAPORE / Singapore,AS,,24228,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73, -11015,1.0,/Primavera do Leste/Brazil,ID,0.0749486652977412,4899,Service Partner,SMB,,1.0,,1.0,others,1036,Quotation or Purchase Consultation,led signage,,,/Primavera do Leste/Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167, -17712,1.0,/ BAHIA / Brazil,AS,0.0118577075098814,24717,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,single-split,,,/ BAHIA / Brazil,director,LGESP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),97, -6324,0.25,/ abu dhabi / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,328,Quotation or Purchase Consultation,etc.,,,/ abu dhabi / U.A.E,none,LGEGF,,0,0,,,,,25, -786,0.25,/ Mount Clare / United States,ID,0.0446428571428571,42034,,SMB,,1.0,,1.0,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mount Clare / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194, -19837,0.0,/ / Brazil,ID,0.0732484076433121,21065,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -15177,0.25,/ Żyrardów / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,165,Quotation or Purchase Consultation,etc.,,,/ Żyrardów / Poland,none,LGEPL,,0,0,,,,,642, -8011,1.0,/ LUCKNOW / India,ID,0.0330578512396694,47466,End Customer,Enterprise,4.0,,,,administrative,49,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ LUCKNOW / India,manager,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",356, -4750,0.25,/Mumbai/India,AS,,38241,Specifier/ Influencer,SMB,,,,,engineering,6,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672, -13118,1.0,/São Paulo/SP/Brazil,AS,,24814,End Customer,SMB,,,,,engineering,286,Quotation or Purchase Consultation,etc.,,,/São Paulo/SP/Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97, -270,1.0,/ / Türkiye,ID,0.075,19474,Specifier/ Influencer,SMB,,1.0,,1.0,marketing,980,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Türkiye,manager,LGETK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,285, -4288,0.25,/ Vizianagaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Vizianagaram / India,none,LGEIL,,0,0,,,,,116, -516,0.25,Corporate / /,ID,0.0446428571428571,5415,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -19156,0.5,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",IT,0.2307692307692307,4389,Channel Partner,SMB,0.0,,,,pathologist,3,Usage or Technical Consultation,medical display,All Medical Displays,,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",manager,LGEHS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,862, -3058,1.0,/ Tabuk / Saudi Arabia,ID,,20658,Channel Partner,SMB,,,,,program and project management,77,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Tabuk / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,244, -13383,0.25,/ Chandigarh / India,AS,,39591,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672, -7437,0.75,/ Nizwa / Oman,AS,,2229,End Customer,Enterprise,,,,,,2,,single-split,,,/ Nizwa / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727, -15528,0.5,/ / Mexico,AS,,38821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -5400,0.5,/são paulo/Brazil,AS,,4639,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/são paulo/Brazil,others,LGESP,,0,0,,,,,97, -8601,0.25,71 Auburn St Medical / Concord / United States,IT,0.6428571428571429,14200,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,71 Auburn St Medical / Concord / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,834, -8134,1.0,/ Lane Cove West / Australia,AS,0.0181818181818181,39595,Specifier/ Influencer,SMB,,,,,others,235,Product Information,multi-split,,,/ Lane Cove West / Australia,director,LGEAP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,138, -4474,0.25,/ chinsurah / India,AS,,47466,End Customer,Enterprise,19.0,,,,,1,Quotation or Purchase Consultation,multi-split,,,/ chinsurah / India,none,LGEIL,,0,0,,,,,115, -1655,1.0,/ delhi / India,ID,,11857,,Enterprise,,,,,arts and design,12,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -8947,1.0,/ / U.A.E,ID,0.0491803278688524,39315,End Customer,Enterprise,,,,,media and communication,709,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GW,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),219, -16808,0.75,/ Quezon City / Philippines,AS,,23341,End Customer,SMB,13.0,,,,sales,3,,,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616, -7923,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333, -4340,0.25,/ South West Delhi / India,AS,,5181,End Customer,Enterprise,,,,,,29,Quotation or Purchase Consultation,multi-split,,,/ South West Delhi / India,none,LGEIL,,0,0,,,,,9, -3020,1.0,/ Ludhiana / India,ID,,40344,,SMB,,,,,real estate,2,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,manager,LGEIL,less than 3 months,0,0,,,,,165, -3576,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595, -3971,1.0,/ Sharjah / U.A.E,AS,,2173,Specifier/ Influencer,SMB,,,,,engineering,256,Quotation or Purchase Consultation,single-split,,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25, -10694,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -7615,1.0,/ Dhaka / Bangladesh,AS,,11331,Specifier/ Influencer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,multi-split,,,/ Dhaka / Bangladesh,c-level executive,LGESL,less than 3 months,0,0,,,,,110, -8259,0.25,/ / Australia,ID,0.2142857142857142,42278,End Customer,SMB,,,,,program and project management,31,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -15934,0.25,/ / El Salvador,AS,,37611,End Customer,Enterprise,,,,,others,3,,single-split,,,/ / El Salvador,none,LGEPS,less than 3 months,0,0,,,,,654, -1674,1.0,/ Hyderabad / India,ID,,40137,,Enterprise,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -8177,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276, -7364,1.0,/Gurgaon/India,AS,,5984,End Customer,SMB,,,,,finance,151,Quotation or Purchase Consultation,vrf,,,/Gurgaon/India,manager,LGEIL,less than 3 months,0,0,,,,,88, -9750,0.25,6265 Rivers Ave Cloud IT / North Charleston / United States,IT,,39513,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6265 Rivers Ave Cloud IT / North Charleston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -17325,0.75,/ Ecatepec de Morelos / Mexico,AS,,9139,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Ecatepec de Morelos / Mexico,director,LGEMS,more than a year,0,0,,,,,42, -5925,0.5,/ São Paulo / Brazil,AS,,7496,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9412,0.75,/ Pune / India,ID,0.036036036036036,41707,Solution Eco-Partner,SMB,,,,,consulting,136,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,22XE1J-B,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148, -12508,0.75,/ Bangkok / Thailand,AS,,23815,End Customer,Enterprise,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748, -19809,0.25,/ / Brazil,ID,0.0732484076433121,869,End Customer,SMB,51.0,,,,operations,3,,,,,/ / Brazil,director,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -9286,0.25,/ Anglet / France,ID,0.0169491525423728,6936,Service Partner,Enterprise,,1.0,,1.0,others,324,Quotation or Purchase Consultation,pro:centric,Pro:Centric Direct,,/ Anglet / France,none,LGEFS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,931, -8724,0.25,/ Kolkata / India,AS,0.0677966101694915,11549,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,2, -2457,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337, -1664,1.0,/Vadodara/India,ID,,4162,,Enterprise,,,,,arts and design,53,Quotation or Purchase Consultation,interactive digital board,,,/Vadodara/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -9574,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -5531,0.5,/ São Paulo / Brazil,AS,,25892,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -16911,0.75,/Surabaya/Indonesia,AS,,11103,,Enterprise,19.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -7696,0.75,/ / United States,IT,,42440,,SMB,,,,,purchasing,122,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360, -14162,0.25,/ MANAUS AM / Brazil,AS,,14578,Specifier/ Influencer,SMB,7.0,,,,engineering,3,,,,,/ MANAUS AM / Brazil,director,LGESP,,0,0,,,,,97, -8876,1.0,/Brasília/Brazil,ID,0.0732484076433121,11220,Service Partner,Enterprise,,,,,arts and design,2,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Brasília/Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279, -3344,0.5,/ / Hong Kong,ID,,16069,End Customer,SMB,1.0,,,,program and project management,130,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,none,LGEHK,9 months ~ 1 year,0,0,,,,,337, -2756,1.0,/ / United Kingdom,ID,,21071,End Customer,SMB,,,,,arts and design,711,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,185, -7234,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -2885,0.75,8537 Six Forks Road Suite 600 / Raleigh /,ID,,3597,End Customer,SMB,,,,,,81,Quotation or Purchase Consultation,,,,8537 Six Forks Road Suite 600 / Raleigh /,none,LGEUS,less than 3 months,0,0,,,,,353, -4261,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3, -11006,1.0,/ sao paulo / Brazil,ID,0.0749486652977412,44890,Specifier/ Influencer,SMB,,1.0,,1.0,administrative,31,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ sao paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480, -11677,0.0,/ / India,ID,,29084,,SMB,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -1217,1.0,/ Germany / United Kingdom,IT,,46582,Specifier/ Influencer,SMB,,,1.0,1.0,information technology,225,Others,monitor,,,/ Germany / United Kingdom,director,LGEDG,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,429, -2317,1.0,/ / Türkiye,ID,,4364,End Customer,SMB,,,,,media and communication,54,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -14914,0.25,/ / Thailand,AS,,47392,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,manager,LGETH,,0,0,,,,,753, -7657,0.75,/ / United States,IT,,22847,,SMB,,,,,purchasing,115,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360, -18199,0.0,/ / Peru,ID,0.0327868852459016,21889,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -11803,0.5,/ saharanpur / India,ID,,4411,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ saharanpur / India,partner,LGEIL,,0,0,,,,,174, -2526,1.0,/ Kanpur / India,ID,,36604,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,manager,LGEIL,less than 3 months,0,0,,,,,276, -13371,0.25,/ Noida / India,AS,,24492,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115, -813,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -356,0.5,/Miami/United States,ID,0.0446428571428571,38328,End Customer,SMB,,1.0,,1.0,information technology,113,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/Miami/United States,director,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,360, -8717,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10, -8969,1.0,/ / Hungary,ID,,38333,Channel Partner,SMB,,,,,others,511,Request for Partnership,led signage,LG Indoor LED,,/ / Hungary,ceo/founder,LGEMK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,158, -2903,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310, -10239,1.0,/ MT / Tabapora / Brazil,AS,0.0039370078740157,20672,End Customer,SMB,,,,,information technology,164,Quotation or Purchase Consultation,control,,,/ MT / Tabapora / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Telecommunication,966, -20160,1.0,/ MANILA / Philippines,AS,0.0227272727272727,46443,End Customer,Enterprise,,,,,engineering,92,Quotation or Purchase Consultation,chiller,,,/ MANILA / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,61, -12803,1.0,/ Las pinas city / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,11,Quotation or Purchase Consultation,vrf,,,/ Las pinas city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616, -11527,1.0,/Santiago/Chile,ID,,362,End Customer,SMB,,,,,information technology,76,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,,,,,580, -3490,1.0,/ chandigarh / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ chandigarh / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174, -13662,0.5,/ Serra Espírito Santo / Brazil,AS,,45590,End Customer,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,/ Serra Espírito Santo / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -9171,1.0,/port melbourne/Australia,IT,,10713,End Customer,SMB,0.0,,,,information technology,107,Quotation or Purchase Consultation,notebook,,,/port melbourne/Australia,manager,LGEAP,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,922, -4988,0.5,/ / Brazil,AS,,6001,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97, -16546,0.0,/ / Italy,AS,,6177,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -4805,0.25,//India,AS,,42202,End Customer,SMB,,,,,administrative,22,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9, -6715,0.25,3100 woodsboro ct Norman / OK / United States,AS,,12180,,Enterprise,,,,,,65,Services,,,,3100 woodsboro ct Norman / OK / United States,none,LGEUS,,0,0,,,,,731, -15848,0.5,/ Managua / Nicaragua,AS,,39341,Specifier/ Influencer,Enterprise,,,,,business development,3,,etc.,,,/ Managua / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654, -7225,0.75,/ Camarines norte / Philippines,AS,,26245,Specifier/ Influencer,Enterprise,,,,,others,2,,,,,/ Camarines norte / Philippines,trainee,LGEPH,9 months ~ 1 year,0,0,,,,,0, -9118,1.0,/ Hyderabad / India,AS,0.0289855072463768,6215,End Customer,Enterprise,,,,,business development,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),4, -7675,0.75,/ / Thailand,IT,,25354,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,monitor,,,/ / Thailand,none,LGETH,less than 3 months,0,0,,,,,826, -14071,0.25,/ PORTO ALEGRE / Brazil,AS,,35299,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ PORTO ALEGRE / Brazil,entry level,LGESP,,0,0,,,,,97, -15770,0.0,Bövingen 25 / Much / Germany,AS,,26343,,SMB,,,,,engineering,3,,,,,Bövingen 25 / Much / Germany,none,LGEDG,,0,0,,,,,126, -8527,0.25,/ Clarksville / United States,ID,,40161,,Enterprise,,,,,,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Clarksville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -19958,1.0,/ Resistencia / Argentina,ID,0.0732484076433121,1,End Customer,Enterprise,,,,,entrepreneurship,6,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ Resistencia / Argentina,manager,LGEAR,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,325, -10015,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -13594,0.0,/ Patna / India,AS,,29942,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672, -12452,0.75,/ กรุงเทพ / Thailand,AS,,47389,Specifier/ Influencer,Enterprise,,,,,others,16,,vrf,,,/ กรุงเทพ / Thailand,ceo/founder,LGETH,less than 3 months,0,0,,,,,748, -10279,1.0,/ São Paulo - Jundiai / Brazil,AS,0.0039370078740157,5210,End Customer,Enterprise,,,,,purchasing,413,Quotation or Purchase Consultation,single-split,,,/ São Paulo - Jundiai / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Airline,97, -3767,0.5,/ Jaipur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,single-split,one way - 1 nos.,,/ Jaipur / India,none,LGEIL,,0,0,,,,,48, -12433,0.75,/ Rio de janeiro / Brazil,AS,,9223,Specifier/ Influencer,Enterprise,,,,,administrative,3,,multi-split,,,/ Rio de janeiro / Brazil,intern,LGESP,9 months ~ 1 year,0,0,,,,,97, -18941,1.0,/ ES/Vila Velha / Brazil,AS,0.0151515151515151,38763,Specifier/ Influencer,Enterprise,,,,,engineering,100,Quotation or Purchase Consultation,vrf,,,/ ES/Vila Velha / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97, -13861,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -21043,0.0,/ / Spain,ID,0.025,20592,End Customer,Enterprise,,,,,support,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -10868,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,operations,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278, -19833,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -17511,0.5,/ / United Kingdom,IT,,22445,End Customer,Enterprise,,,,,radiology professional,3,Usage or Technical Consultation,,,,/ / United Kingdom,others,LGEUK,,0,0,,,,,781, -16378,0.25,"Via Alessandro Fleming, 187 / Artena / Italy",AS,,21598,Specifier/ Influencer,Enterprise,1.0,,,,consulting,3,,vrf,,,"Via Alessandro Fleming, 187 / Artena / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -7961,0.25,777 Williams Rd Education / Salinas / United States,IT,,2486,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,777 Williams Rd Education / Salinas / United States,none,LGEUS,,0,0,,,,,374, -14358,0.25,/ Mato Grosso do Sul / Ponta Porã / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,160,Quotation or Purchase Consultation,,,,/ Mato Grosso do Sul / Ponta Porã / Brazil,none,LGESP,,0,0,,,,,97, -20737,0.75,cra 1d 68-01 / Cedula de ciudadania / Colombia,AS,,37964,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,cra 1d 68-01 / Cedula de ciudadania / Colombia,ceo/founder,LGECB,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,962, -9568,0.0,/ / United States,ID,0.8333333333333334,12647,,Enterprise,,,,,program and project management,98,,,,,/ / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,591, -7423,1.0,/ / Australia,AS,,27826,Specifier/ Influencer,SMB,,,,,engineering,197,Quotation or Purchase Consultation,vrf,,,/ / Australia,others,LGEAP,more than a year,0,0,,,,,139, -19244,0.5,/ / Peru,ID,0.0538922155688622,40976,End Customer,Enterprise,,,,,media and communication,8,Technical Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258, -20754,1.0,/ TAPURAH / Brazil,ID,0.0476190476190476,29191,End Customer,SMB,,,,,administrative,98,Quotation or Purchase Consultation,led signage,,,/ TAPURAH / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -8597,0.25,3601 Sw Murray Blvd Cloud IT / Beaverton / United States,IT,0.6428571428571429,33658,End Customer,SMB,,,,,,43,Quotation or Purchase Consultation,,,,3601 Sw Murray Blvd Cloud IT / Beaverton / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,436, -10670,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,47466,Channel Partner,Enterprise,53.0,1.0,,1.0,accounting,399,Request for Partnership,led signage,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278, -15841,0.5,/ / Panama,AS,,9854,Specifier/ Influencer,Enterprise,62.0,,,,administrative,3,,vrf,,,/ / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -20892,0.0,/ / Peru,ID,0.0476190476190476,18935,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -8105,1.0,/ / United States,ID,0.3333333333333333,43323,End Customer,SMB,,,,,operations,241,Quotation or Purchase Consultation,hotel tv,,,/ / United States,vice president,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,570, -14871,0.25,/ Votorantim / Brazil,AS,,1919,End Customer,SMB,,,,,administrative,3,,,,,/ Votorantim / Brazil,others,LGESP,,0,0,,,,,97, -6221,0.25,/ Piracicaba / Brazil,AS,,23911,,Enterprise,,,,,others,3,,multi-split,,,/ Piracicaba / Brazil,others,LGESP,,0,0,,,,,97, -16383,0.25,Via Aurora 18 a / Fonte Nuova / Italy,AS,,7985,End Customer,SMB,8.0,,,,support,3,,vrf,,,Via Aurora 18 a / Fonte Nuova / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -6279,0.25,/ São Caetano do Sul / Brazil,AS,,10013,,SMB,,,,,others,3,,multi-split,,,/ São Caetano do Sul / Brazil,others,LGESP,,0,0,,,,,97, -16287,0.25,Via Lenin Sormano 4 / Favria / Italy,AS,,40502,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,Via Lenin Sormano 4 / Favria / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -16432,0.25,Via Circumvallazione Esterna 89 / Casoria / Italy,AS,,27707,Channel Partner,SMB,4.0,,,,sales,3,,vrf,,,Via Circumvallazione Esterna 89 / Casoria / Italy,manager,LGEIS,,0,0,,,,,341, -16955,1.0,/ PR/Curitiba / Brazil,AS,,7038,End Customer,Enterprise,,,,,purchasing,68,Quotation or Purchase Consultation,single-split,,,/ PR/Curitiba / Brazil,manager,LGESP,more than a year,0,0,,,,,97, -11444,0.75,/ Bhayander West / India,ID,,33549,Service Partner,Enterprise,,,,,support,10,Customer Suggestions,webos,,,/ Bhayander West / India,none,LGEIL,3 months ~ 6 months,0,0,,,,,148, -1167,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -4874,0.25,/ Rio de Janeiro RJ / Brazil,AS,,7752,,Enterprise,,,,,others,2,,,,,/ Rio de Janeiro RJ / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -13654,0.5,/ conselheiro Lafaiete/ MG / Brazil,AS,,35233,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ conselheiro Lafaiete/ MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -7330,0.5,/ Tangerang Selatan / Indonesia,AS,,33838,End Customer,Enterprise,1.0,,,,engineering,2,,vrf,,,/ Tangerang Selatan / Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,122, -10531,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,33050,End Customer,Enterprise,,1.0,,1.0,engineering,19,Quotation or Purchase Consultation,one:quick series,One:Quick Works,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,406, -15592,0.5,/ Monterrey / Mexico,AS,,40903,Specifier/ Influencer,SMB,,,,,operations,3,,chiller,,,/ Monterrey / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -4304,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -6752,0.25,4463 Printers Ct / MD / United States,AS,,39537,,SMB,,,,,,159,Product Information,,,,4463 Printers Ct / MD / United States,none,LGEUS,,0,0,,,,,731, -2991,1.0,/ / Hong Kong,ID,,10322,Service Partner,SMB,,,,,media and communication,68,Technical Consultation,special signage,,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,337, -14813,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97, -16800,0.75,/ Angeles / Philippines,AS,,26374,,SMB,,,,,engineering,12,,vrf,,,/ Angeles / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59, -20196,1.0,/São Paulo/Brazil,AS,0.004,35049,End Customer,SMB,,,,,purchasing,506,Quotation or Purchase Consultation,etc.,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -1891,1.0,/ Mumbai / India,ID,,23090,,Enterprise,,,,,marketing,7,Technical Consultation,interactive signage,,,/ Mumbai / India,entry level,LGEIL,less than 3 months,0,0,,,,,174, -11455,1.0,/VITÓRIA DA CONQUISTA/Brazil,ID,,20055,End Customer,Enterprise,,,,,purchasing,83,Quotation or Purchase Consultation,hotel tv,,,/VITÓRIA DA CONQUISTA/Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,487, -2201,1.0,/ HUTTI / India,ID,,9618,,Enterprise,,,,,education,5,Technical Consultation,interactive signage,,,/ HUTTI / India,others,LGEIL,less than 3 months,0,0,,,,,174, -8444,0.25,815 San Pascual Ave Education / Los Angeles / United States,IT,,25856,,SMB,0.0,,,,,202,Quotation or Purchase Consultation,,,,815 San Pascual Ave Education / Los Angeles / United States,none,LGEUS,,0,0,0.0005719551277132,,education,K12 Kindergarten & Schools,374, -16733,0.25,/ ROMA / Italy,AS,,4241,Channel Partner,SMB,18.0,,,,sales,3,,vrf,,,/ ROMA / Italy,others,LGEIS,,0,0,,,,,341, -9993,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20281,1.0,/ LIMA / Peru,IT,,44464,Channel Partner,SMB,,,,,sales,220,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ LIMA / Peru,ceo/founder,LGEPR,more than a year,0,0,0.0011827288932506,,retail,Electronics & Telco,190, -4791,0.25,/Noida/India,AS,,39614,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9, -2445,1.0,/ / Saudi Arabia,ID,,17024,End Customer,SMB,,,,,media and communication,39,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -13091,1.0,/ Manila / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,18,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,others,LGEPH,more than a year,0,0,,,,,0, -20100,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,9,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39, -3085,0.5,/ Kannur / India,ID,,24467,,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,,,,/ Kannur / India,associate/analyst,LGEIL,,0,0,,,,,174, -7140,1.0,/ / Philippines,AS,,1702,End Customer,SMB,0.0,,,,others,26,Quotation or Purchase Consultation,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -21220,0.5,/ / Italy,IT,,38781,Channel Partner,SMB,,,,,support,3,,medical display,,,/ / Italy,manager,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843, -1948,1.0,/ PUNE / India,ID,,36667,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ PUNE / India,director,LGEIL,less than 3 months,0,0,,,,,148, -7182,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,19,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -1295,0.25,Cloud IT / Nyc / United States,IT,0.0434782608695652,37040,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -2481,1.0,/ bhopal / India,ID,,14778,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ bhopal / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222, -4445,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,54,Quotation or Purchase Consultation,etc.,,,/ Chennai / India,none,LGEIL,,0,0,,,,,115, -8587,0.75,2953 Bunker Hill Lane Ste 202 /Santa Clara/United States,IT,0.6428571428571429,47466,End Customer,Enterprise,0.0,,,,medical imaging specialist,261,Request a Demo,medical display,Diagnostic Monitors,,2953 Bunker Hill Lane Ste 202 /Santa Clara/United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,567, -20441,0.0,7930 Jones Branch Drive Hospitality / Mclean / United States,ID,,19611,End Customer,SMB,7.0,1.0,,1.0,,3,,hotel tv,,,7930 Jones Branch Drive Hospitality / Mclean / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -19136,1.0,/ medellin / Colombia,IT,0.3333333333333333,21618,Service Partner,Enterprise,,,,,support,367,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/ medellin / Colombia,ceo/founder,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837, -19152,0.5,56 Quarry Rd Medical / Trumbull / United States,IT,0.6428571428571429,1393,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,medical display,Diagnostic Monitors,,56 Quarry Rd Medical / Trumbull / United States,director,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Clinic,834, -12386,1.0,/ Jakarta / Indonesia,AS,,44587,Specifier/ Influencer,SMB,,,,,information technology,47,Product Information,etc.,,,/ Jakarta / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,774, -2488,1.0,/Kolkata/India,ID,,23280,,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -1004,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -7544,1.0,/ / Egypt,AS,,5460,End Customer,Enterprise,2.0,,,,others,43,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -20468,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -4995,0.5,/ Belém / Brazil,AS,,15886,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Belém / Brazil,director,LGESP,,0,0,,,,,97, -14793,0.25,/ Jau / SP / Brazil,AS,,45204,,SMB,,,,,entrepreneurship,33,,,,,/ Jau / SP / Brazil,partner,LGESP,,0,0,,,,,97, -12256,0.75,/ Santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,administrative,3,,vrf,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,,,,,728, -14546,0.25,/ Recife / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Recife / Brazil,none,LGESP,,0,0,,,,,97, -12630,1.0,"TP Quy Nhơn, Bình Định / Bình Định / Vietnam",AS,,11257,,Enterprise,,,,,,3,Quotation or Purchase Consultation,vrf,,,"TP Quy Nhơn, Bình Định / Bình Định / Vietnam",vice president,LGEVH,less than 3 months,0,0,,,,,643, -8754,1.0,/Tennant Creek/Australia,ID,,5560,End Customer,SMB,,,,,information technology,33,Quotation or Purchase Consultation,webos,,,/Tennant Creek/Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,157, -18564,0.0,/ / Peru,ID,0.0327868852459016,9591,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -13000,0.75,/Reynosa/Mexico,AS,,9149,,SMB,,,,,sales,3,,chiller,,,/Reynosa/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,,,,,42, -16045,0.25,/ Budapest / Hungary,AS,,32620,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Budapest / Hungary,others,LGEMK,,0,0,,,,,960, -2231,1.0,/ Gorakhpur / India,ID,,12618,,Enterprise,,,,,education,7,Others,interactive signage,,,/ Gorakhpur / India,others,LGEIL,6 months ~ 9 months,0,0,,,,,174, -20316,1.0,/ Tegucigalpa / Honduras,ID,0.1241217798594847,38811,Specifier/ Influencer,SMB,,1.0,,1.0,engineering,39,Request for Partnership,,,,/ Tegucigalpa / Honduras,ceo/founder,LGEPS,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,240, -13608,0.25,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",AS,,17695,End Customer,SMB,,,,,engineering,3,,,,,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",ceo/founder,LGESP,,0,0,,,,,97, -2494,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -20292,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263, -8593,0.25,919 Hidden Ridge Tx Cloud IT / Irving / United States,IT,0.6428571428571429,8672,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,919 Hidden Ridge Tx Cloud IT / Irving / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831, -19203,1.0,/Perote veracruz/Mexico,ID,0.0538922155688622,30306,End Customer,Enterprise,,,,,other,35,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,,/Perote veracruz/Mexico,other,LGEMS,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,188, -16239,0.0,/ / Greece,AS,,22675,,SMB,10.0,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732, -16211,0.25,/ / Greece,AS,,16495,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ / Greece,entry level,LGEHS,,0,0,,,,,732, -10860,0.0,São Paulo / / Brazil,ID,0.0749486652977412,869,End Customer,SMB,51.0,1.0,,1.0,sales,3,,,,,São Paulo / / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278, -17618,1.0,/Santa Fe/ san lorenzo/Argentina,ID,0.0806916426512968,9857,Specifier/ Influencer,Enterprise,1.0,,,,administrative,75,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV77D,/Santa Fe/ san lorenzo/Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,345, -17267,1.0,/ Elsherouk / Egypt,AS,,13814,End Customer,Enterprise,,,,,others,33,Quotation or Purchase Consultation,,,,/ Elsherouk / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51, -7393,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76, -1232,1.0,/ BLACKPOOL / United Kingdom,IT,,27546,End Customer,SMB,,,1.0,1.0,others,129,Quotation or Purchase Consultation,laptop,,,/ BLACKPOOL / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,0,0.0030792876608617,,corporate / office,Construction,431, -10022,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9915,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -13110,0.75,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",AS,,4218,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",associate/analyst,LGESP,9 months ~ 1 year,0,0,,,,,97, -4871,0.25,/ SÃO PAULO / Brazil,AS,,42845,,Enterprise,,,,,,3,,multi-split,,,/ SÃO PAULO / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -8084,0.5,/Esslingen/Germany,ID,0.0135135135135135,40285,Service Partner,SMB,,,,,engineering,169,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Esslingen/Germany,none,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,326, -15357,0.25,/ Samsun / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,30,Quotation or Purchase Consultation,multi-split,,,/ Samsun / Türkiye,none,LGETK,,0,0,,,,,103, -12258,0.75,/ Santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,administrative,3,,vrf,,,/ Santiago / Chile,others,LGECL,3 months ~ 6 months,0,0,,,,,728, -5022,0.25,/ São Paulo / Brazil,AS,,6764,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97, -15776,0.0,/ / Germany,AS,,14497,,SMB,,,,,operations,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -20318,0.75,/ /,ID,0.1241217798594847,14415,,Enterprise,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ /,none,LGEPS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,238, -19920,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379, -11052,1.0,/ HERMOSILLO / Mexico,ID,0.0749486652977412,1712,Specifier/ Influencer,Enterprise,,1.0,,1.0,business development,91,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ HERMOSILLO / Mexico,director,LGEMS,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,188, -4306,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9, -18400,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -10498,1.0,/ Pune / India,ID,0.0575342465753424,20652,End Customer,Enterprise,,1.0,,1.0,consulting,23,Quotation or Purchase Consultation,one:quick series,One:Quick works,55CT5WJ,/ Pune / India,director,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,148, -14393,0.25,/ VENANCIO AIRES / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,,,,/ VENANCIO AIRES / Brazil,none,LGESP,,0,0,,,,,97, -8739,1.0,/DUBAI/U.A.E,AS,0.0496894409937888,2016,Specifier/ Influencer,Enterprise,,,,,engineering,144,Quotation or Purchase Consultation,etc.,,,/DUBAI/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,25, -2374,0.75,1 Bloomfield Ave / Mountain Lakes /,ID,,15189,Channel Partner,SMB,,,,,,59,Quotation or Purchase Consultation,,,,1 Bloomfield Ave / Mountain Lakes /,none,LGEUS,less than 3 months,0,0,,,,,360, -8599,0.25,95 Old Short Hills Rd Cloud IT / West Orange / United States,IT,0.6428571428571429,36382,,SMB,0.0,,,,,310,Quotation or Purchase Consultation,,,,95 Old Short Hills Rd Cloud IT / West Orange / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,435, -16962,0.75,/ Recife / Brazil,AS,,18135,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Recife / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -20561,1.0,/ ิกรุงเทพ / Thailand,AS,,31326,,SMB,,,,,business development,76,Quotation or Purchase Consultation,vrf,,,/ ิกรุงเทพ / Thailand,entry level,LGETH,3 months ~ 6 months,0,0,0.0007167734380046,,hotel & accommodation,,969, -9720,0.25,205 Miller Springs Court Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Court Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15428,0.25,/ Benjerrah Guelma / Algeria,AS,,774,End Customer,Enterprise,,,,,,224,Quotation or Purchase Consultation,multi-split,,,/ Benjerrah Guelma / Algeria,none,LGEAS,,0,0,,,,,739, -16965,0.75,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",AS,,21575,,SMB,,,,,business development,48,,vrf,,,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",manager,LGESP,6 months ~ 9 months,0,0,,,,,97, -12138,1.0,/ ahmedabad / India,ID,,23657,,Enterprise,2.0,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ ahmedabad / India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174, -6132,0.25,/ São Paulo / Brazil,AS,,39563,,Enterprise,,,,,media and communication,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -20805,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344, -17281,1.0,/ / Egypt,AS,,47249,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -11156,0.75,14 Kings VW / San Antonio / TX,ID,,3968,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,14 Kings VW / San Antonio / TX,none,LGEUS,3 months ~ 6 months,0,0,,,,,205, -19848,0.5,/ / Brazil,ID,0.0732484076433121,8997,,Enterprise,,,,,real estate,13,Quotation or Purchase Consultation,,,,/ / Brazil,partner,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,279, -15478,0.25,/ Hà Nội / Vietnam,AS,,46312,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Hà Nội / Vietnam,others,LGEVH,,0,0,,,,,760, -8827,1.0,/ Delhi cant / India,AS,0.0714285714285714,36939,End Customer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,vrf,,,/ Delhi cant / India,partner,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,608, -2307,0.75,/United Kingdom /United Kingdom,ID,,3971,End Customer,Enterprise,,,,,accounting,35,Quotation or Purchase Consultation,led signage,,,/United Kingdom /United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185, -17589,1.0,//Mexico,ID,0.0806916426512968,25309,,Enterprise,53.0,,,,other,3,Other,,,,//Mexico,other,LGEMS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -8467,1.0,/Hanumangarh /India,AS,0.4615384615384615,27625,End Customer,SMB,,,,,entrepreneurship,72,Quotation or Purchase Consultation,vrf,,,/Hanumangarh /India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48, -8245,0.5,/Srinagar /India,ID,0.0311958405545927,18077,End Customer,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/Srinagar /India,assistant professor,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -16895,0.5,/ KAB. BANDUNG BARAT / Indonesia,AS,,29085,Specifier/ Influencer,Enterprise,,,,,engineering,14,,vrf,,,/ KAB. BANDUNG BARAT / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -2729,1.0,/ / South Africa,ID,,5831,End Customer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,led signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -18517,0.0,/ / Peru,ID,0.0327868852459016,17147,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10382,1.0,/Sumaré /Brazil,AS,0.0039370078740157,35477,End Customer,SMB,,,,,purchasing,44,Quotation or Purchase Consultation,single-split,,,/Sumaré /Brazil,others,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97, -11219,1.0,/ Lucknow / India,ID,,204,,Enterprise,,,,,business development,27,Others,interactive signage,,,/ Lucknow / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -20923,0.0,/ / Peru,ID,0.0476190476190476,3345,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -17477,1.0,/ Wuppertal / Germany,IT,,24354,End Customer,SMB,,,,,,187,Quotation or Purchase Consultation,,,,/ Wuppertal / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428, -10426,1.0,/Tulum/Mexico,AS,0.0039370078740157,12259,,Enterprise,,,,,program and project management,40,Quotation or Purchase Consultation,etc.,,,/Tulum/Mexico,vice president,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42, -11075,0.75,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,ID,0.0749486652977412,10335,Channel Partner,SMB,3.0,1.0,,1.0,sales,3,,,,,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,manager,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,325, -3224,0.5,9000 Orion Dr. NE /Lacey/,ID,,20541,Specifier/ Influencer,SMB,0.0,,,,,183,Quotation or Purchase Consultation,,,,9000 Orion Dr. NE /Lacey/,none,LGEUS,9 months ~ 1 year,0,0,,,,,310, -12769,1.0,/ / Singapore,AS,,39786,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,control,,,/ / Singapore,entry level,LGESL,less than 3 months,0,0,,,,,73, -2246,1.0,/ / U.A.E,ID,,46594,End Customer,Enterprise,,,,,sales,48,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -7639,1.0,//U.A.E,IT,,29626,End Customer,SMB,,,,,other,68,Quotation or Purchase Consultation,monitor,,,//U.A.E,other,LGEGF,less than 3 months,0,0,,,,,308, -6081,0.5,/ SP / Brazil,AS,,16267,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97, -4185,0.25,/ Mapusa / India,AS,0.0677966101694915,33093,End Customer,Enterprise,19.0,,,,,183,Quotation or Purchase Consultation,multi-split,,,/ Mapusa / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,751, -20449,0.0,224 Sparrow Road Hospitality / Hummelstown / United States,ID,,47466,End Customer,Enterprise,17.0,1.0,,1.0,,3,,hotel tv,,,224 Sparrow Road Hospitality / Hummelstown / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -12992,0.75,/Ecatepec/Mexico,AS,,1927,Specifier/ Influencer,Enterprise,24.0,,,,entrepreneurship,3,,etc.,,,/Ecatepec/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,,,,,42, -2264,1.0,/ / U.A.E,ID,,14352,End Customer,SMB,,,,,information technology,38,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -18072,0.0,/ / Australia,ID,0.2142857142857142,30645,,SMB,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156, -19576,1.0,/cebu/Philippines,ID,0.1184210526315789,11569,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/cebu/Philippines,other,LGEPH,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,268, -4055,0.5,/Laguna / City/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,27,Quotation or Purchase Consultation,vrf,,,/Laguna / City/Philippines,manager,LGEPH,,0,0,,,,,0, -19739,1.0,/ SÃO PAULO / Brazil,ID,0.0732484076433121,34529,End Customer,Enterprise,,,,,media and communication,278,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ SÃO PAULO / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Gas Station,279, -20839,1.0,/ / Hong Kong,ID,,5499,End Customer,Enterprise,,,,,others,39,Quotation or Purchase Consultation,interactive signage,TR3BG Series,65TR3BG-B,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,337, -16846,0.75,/ / Philippines,AS,,14197,End Customer,Enterprise,,,,,program and project management,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,733, -15863,0.5,/ Panamá / Panama,AS,,9861,Channel Partner,Enterprise,61.0,,,,sales,3,,vrf,,,/ Panamá / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -7448,0.75,/ / U.A.E,AS,,2070,Specifier/ Influencer,SMB,2.0,,,,engineering,8,,vrf,,,/ / U.A.E,others,LGEGF,3 months ~ 6 months,0,0,,,,,25, -16946,0.75,/ Salvador / Brazil,AS,,28763,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Salvador / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -8625,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227, -20948,0.0,/ / Peru,ID,0.0476190476190476,15760,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -9706,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -11421,1.0,/ Kolkata / India,ID,,13808,Channel Partner,Enterprise,,,,,education,11,Quotation or Purchase Consultation,webos,,,/ Kolkata / India,ceo/founder,LGEIL,more than a year,0,0,,,,,223, -7603,1.0,/COORPAROO/Australia,AS,,24084,End Customer,SMB,,,,,purchasing,339,Quotation or Purchase Consultation,etc.,,,/COORPAROO/Australia,manager,LGESL,less than 3 months,0,0,,,,,714, -10680,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167, -5450,0.5,/São Paulo/Brazil,AS,,6587,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -11796,0.5,/ Chennai / India,ID,,28418,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,c-level executive,LGEIL,,0,0,,,,,149, -13376,0.25,/ New Delhi / India,AS,,36892,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115, -21237,0.25,/ / Italy,IT,,15287,Channel Partner,SMB,,,,,sales,3,,medical display,,,/ / Italy,director,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843, -16392,0.25,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",AS,,1564,Channel Partner,Enterprise,0.0,,,,others,3,,vrf,,,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -10051,0.25,1 Dell Pkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1 Dell Pkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -10009,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -1600,1.0,/Ahmedabad/India,ID,,24449,,SMB,,,,,business development,1,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -540,0.25,Corporate / /,ID,0.0446428571428571,25152,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -1820,1.0,/Mumbai/India,ID,,42382,,Enterprise,,,,,marketing,10,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,manager,LGEIL,less than 3 months,0,0,,,,,174, -1519,1.0,/ Mumbai / India,ID,,1262,,Enterprise,,,,,education,81,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -19060,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,21956,End Customer,SMB,,,,,information technology,179,Quotation or Purchase Consultation,hospital tv,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572, -19992,1.0,/ mumbai / India,AS,0.0289855072463768,36606,Specifier/ Influencer,Enterprise,0.0,,,,business development,16,Quotation or Purchase Consultation,vrf,,,/ mumbai / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,76, -13641,0.5,/ Marabá PA / Brazil,AS,,41143,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Marabá PA / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -7273,0.75,/ Quezon City / Philippines,AS,,11579,Specifier/ Influencer,Enterprise,,,,,engineering,11,,vrf,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -3103,0.25,/ Coimbatore / India,ID,,22785,Service Partner,Enterprise,,,,,administrative,8,Quotation or Purchase Consultation,one:quick series,,,/ Coimbatore / India,none,LGEIL,,0,0,,,,,149, -7307,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,9 months ~ 1 year,0,0,,,,,122, -9586,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -19192,1.0,/ paris / France,ID,,18787,Service Partner,SMB,,,,,engineering,759,Others,software solution,,,/ paris / France,manager,LGEFS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,261, -1758,1.0,/ Darbhanga / India,ID,,45029,,SMB,,,,,accounting,13,Technical Consultation,interactive signage,,,/ Darbhanga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223, -12749,1.0,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,16,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,ceo/founder,LGESL,less than 3 months,0,0,,,,,715, -12172,0.75,/ / Mexico,ID,,30709,,Enterprise,,,,,support,3,Customer Suggestions,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189, -2356,1.0,/ / Egypt,ID,,6157,End Customer,SMB,1.0,,,,marketing,107,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,director,LGEEG,less than 3 months,0,0,,,,,234, -12238,1.0,/ Cranbourne / Australia,AS,,12511,Specifier/ Influencer,SMB,1.0,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ Cranbourne / Australia,director,LGEAP,less than 3 months,0,0,,,,,689, -19074,1.0,/ Valparaiso / Viña del Mar / Chile,ID,0.2692307692307692,36870,End Customer,SMB,,,,,information technology,24,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Valparaiso / Viña del Mar / Chile,others,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,580, -11353,0.75,/ / Peru,ID,,46629,,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,258, -8218,1.0,/ /,ID,0.3902439024390244,17207,End Customer,SMB,,,,,information technology,90,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),569, -21297,0.25,/ New York / United States,ID,0.4,43943,,SMB,,,,,,5,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ New York / United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,194, -19543,1.0,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,IT,,40326,End Customer,Enterprise,,,,,military and protective services,3,Quotation or Purchase Consultation,,,,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,others,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,Military,556, -15646,0.5,/ Tulancingo de Bravo / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Tulancingo de Bravo / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704, -9340,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130, -11532,0.75,/ / Mexico,ID,,9859,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,more than a year,0,0,,,,,189, -3427,1.0,/ fhfu / India,ID,,17537,,Enterprise,,,,,human resources,4,Technical Consultation,interactive signage,,,/ fhfu / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174, -12594,0.75,/ BARRANQUILLA / Colombia,AS,,1836,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ BARRANQUILLA / Colombia,associate/analyst,LGECB,less than 3 months,0,0,,,,,39, -8045,1.0,/ / U.A.E,ID,0.043103448275862,41103,End Customer,SMB,,,,,sales,127,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209, -13895,0.5,/ Rio de Janeiro / Brazil,AS,,10972,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97, -3960,1.0,/471606/India,AS,,32190,End Customer,Enterprise,5.0,,,,purchasing,35,Quotation or Purchase Consultation,multi-split,,,/471606/India,others,LGEIL,less than 3 months,0,0,,,,,123, -4227,0.25,/ Kolhapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,21,Quotation or Purchase Consultation,ventilation,,,/ Kolhapur / India,none,LGEIL,,0,0,,,,,751, -18445,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -17221,1.0,/ Ho Chi Minh / Vietnam,AS,,35623,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -17845,1.0,/ / Vietnam,ID,0.2142857142857142,46910,,Enterprise,,,,,operations,10,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,324, -14256,0.25,/ São Paulo / Brazil,AS,,3916,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97, -15864,0.5,/ Panama / Panama,AS,,17804,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -13958,0.5,/ Recife pe / Brazil,AS,,24548,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97, -20605,1.0,/ MG / Sabará / Brazil,AS,,38625,End Customer,SMB,,,,,administrative,101,Quotation or Purchase Consultation,single-split,,,/ MG / Sabará / Brazil,manager,LGESP,more than a year,0,0,0.0002153634176709,0.0369127516778523,factory,Pharmaceutical Factory,97, -19969,1.0,/ Guanambi / Brazil,AS,0.004,14258,End Customer,Enterprise,,,,,purchasing,56,Quotation or Purchase Consultation,multi-split,,,/ Guanambi / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97, -10062,0.25,300 Steel Mill Rd Cloud IT / Darlington / United States,IT,,30633,End Customer,Enterprise,2.0,,,,,23,Quotation or Purchase Consultation,,,,300 Steel Mill Rd Cloud IT / Darlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -20306,1.0,/ / Vietnam,ID,,37502,,Enterprise,,1.0,,1.0,marketing,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,324, -20776,1.0,/ Francisco Beltrão / Brazil,ID,0.0476190476190476,35971,End Customer,Enterprise,,,,,administrative,77,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -19721,1.0,/ Recife / Brazil,ID,0.0732484076433121,38345,End Customer,SMB,1.0,,,,information technology,298,Quotation or Purchase Consultation,standard signage,UM3DG Series,49UM3DG-B,/ Recife / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480, -17798,0.75,/ / Brazil,ID,0.0327868852459016,7770,,SMB,,,,,engineering,23,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,406, -14487,0.25,/ Amazonas / Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,93,Quotation or Purchase Consultation,single-split,,,/ Amazonas / Manaus / Brazil,none,LGESP,,0,0,,,,,97, -3051,0.75,1233 20th St NW / Washington /,ID,,22107,Channel Partner,SMB,,,,,,120,Quotation or Purchase Consultation,,,,1233 20th St NW / Washington /,none,LGEUS,9 months ~ 1 year,0,0,,,,,205, -6629,0.25,/ / United States,AS,,5546,,Enterprise,,,,,,45,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,731, -16872,0.75,/ Quezon City / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -13076,0.75,/ Cortes / Honduras,AS,,35592,Specifier/ Influencer,SMB,19.0,,,,sales,3,,multi-split,,,/ Cortes / Honduras,partner,LGEPS,6 months ~ 9 months,0,0,,,,,654, -12962,0.75,/ MEDELLIN / Colombia,AS,,44572,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ MEDELLIN / Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,,,,,650, -10842,0.25,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278, -8220,1.0,/ New York / United States,ID,0.3902439024390244,30690,End Customer,SMB,,,,,administrative,109,Quotation or Purchase Consultation,interactive signage,,,/ New York / United States,others,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333, -612,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -16968,1.0,/ São Paulo/ Guarujá / Brazil,AS,,20326,End Customer,Enterprise,,,,,administrative,238,Quotation or Purchase Consultation,vrf,,,/ São Paulo/ Guarujá / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97, -8880,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227, -2738,1.0,/ / South Africa,ID,,5761,End Customer,Enterprise,,,,,finance,59,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151, -20154,0.25,/ Beograd / Serbia,AS,,28218,Specifier/ Influencer,SMB,,,,,,3,,etc.,"VRF,Single-Split,Chiller",,/ Beograd / Serbia,ceo/founder,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766, -4780,0.25,//India,AS,,3848,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608, -10237,1.0,/New Delhi /India,AS,0.0888888888888888,3448,Specifier/ Influencer,Enterprise,,,,,purchasing,14,Quotation or Purchase Consultation,etc.,,,/New Delhi /India,vice president,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,9, -5706,0.5,/ São Paulo / Brazil,AS,,43872,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -11790,0.25,/ Mysore / India,ID,,36821,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Mysore / India,none,LGEIL,,0,0,,,,,174, -12203,1.0,/Campinas -SP/Brazil,AS,,39389,End Customer,SMB,,,,,operations,275,Quotation or Purchase Consultation,etc.,,,/Campinas -SP/Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -3635,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -19063,1.0,/ Salvador / Brazil,ID,0.2692307692307692,24795,Specifier/ Influencer,Enterprise,,,,,arts and design,70,Quotation or Purchase Consultation,oled signage,,,/ Salvador / Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -7215,1.0,/ Quezon City / Philippines,AS,,14986,End Customer,Enterprise,,,,,operations,53,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,partner,LGEPH,3 months ~ 6 months,0,0,,,,,46, -41,1.0,/ Raipur / India,AS,0.0888888888888888,16062,End Customer,Enterprise,,,,,administrative,33,Quotation or Purchase Consultation,vrf,,,/ Raipur / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Investment,123, -19059,1.0,/ Ourinhos / Brazil,ID,0.2692307692307692,3276,End Customer,Enterprise,,,,,healthcare services,88,Quotation or Purchase Consultation,hospital tv,,,/ Ourinhos / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572, -7173,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,9,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -778,0.25,/ Mesquite / United States,ID,0.0446428571428571,44794,,SMB,,1.0,,1.0,,139,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mesquite / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,205, -16582,0.0,VIA SAVIO 1960 / CESENA / Italy,AS,,1562,Channel Partner,SMB,,,,,,3,,vrf,,,VIA SAVIO 1960 / CESENA / Italy,none,LGEIS,,0,0,,,,,341, -4016,1.0,/ Cavite / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,48,Quotation or Purchase Consultation,etc.,,,/ Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0, -10698,0.75,/ / Brazil,ID,0.0749486652977412,9667,,SMB,,1.0,,1.0,administrative,120,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,342, -1527,1.0,/ Dehradun / India,ID,,33078,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -13199,0.5,/Leyte/Philippines,AS,,32343,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -16345,0.25,ca' zusto 52 / vigodarzere / Italy,AS,,42701,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,ca' zusto 52 / vigodarzere / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -11394,0.75,7752 alrabiah Quds st /Qatif/,ID,,41651,Channel Partner,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,7752 alrabiah Quds st /Qatif/,none,LGEUS,less than 3 months,0,0,,,,,194, -9653,1.0,/ Camarines sur / Philippines,AS,,35720,End Customer,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,single-split,,,/ Camarines sur / Philippines,manager,LGEPH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,0, -10683,1.0,/Paulínia/Brazil,ID,0.0749486652977412,34629,End Customer,Enterprise,4.0,1.0,,1.0,operations,132,Quotation or Purchase Consultation,led signage,,,/Paulínia/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167, -12015,0.5,/ / Argentina,ID,,41451,,Enterprise,2.0,,,,arts and design,3,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325, -8138,1.0,/Al Khobar/Saudi Arabia,AS,0.0485436893203883,27881,End Customer,SMB,,,,,engineering,118,Product Information,single-split,,,/Al Khobar/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,44, -2535,1.0,/ Surat / India,ID,,664,,Enterprise,,,,,education,1,Technical Consultation,interactive signage,,,/ Surat / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174, -16779,0.5,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,AS,,33350,End Customer,SMB,,,,,engineering,3,Product Information,,,,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,others,LGEIS,,0,0,,,,,341, -20090,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,64,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,775, -17829,1.0,/ Bogota / Colombia,ID,0.0327868852459016,21926,End Customer,Enterprise,,,,,operations,62,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),344, -7161,1.0,/ Pasig City / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ Pasig City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -7229,1.0,/ CALOOCAN CITY / Philippines,AS,,25940,,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,/ CALOOCAN CITY / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -7548,1.0,/ Cairo / Egypt,AS,,8612,End Customer,Enterprise,,,,,others,4,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -10869,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,278, -15096,0.5,/ Santiago centro / Chile,AS,,39210,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Santiago centro / Chile,trainee,LGECL,less than 3 months,0,0,,,,,728, -8627,1.0,/ / Mexico,ID,0.0538922155688622,37270,Service Partner,Enterprise,,,,,arts and design,133,Quotation or Purchase Consultation,led signage,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,188, -3171,0.5,//United States,ID,,16285,End Customer,SMB,,,,,product management,178,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//United States,associate/analyst,LGEUS,,0,0,,,,,377, -14538,0.25,/ RJ / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,112,Quotation or Purchase Consultation,etc.,,,/ RJ / Brazil,none,LGESP,,0,0,,,,,97, -11324,1.0,/ istanbul / Türkiye,ID,,21801,End Customer,SMB,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,,,/ istanbul / Türkiye,manager,LGETK,less than 3 months,0,0,,,,,219, -1175,0.5,/ / United States,ID,0.0446428571428571,28161,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377, -20440,0.0,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564, -3355,0.25,/ / Singapore,ID,,25241,End Customer,SMB,,,,,sales,55,Quotation or Purchase Consultation,standard signage,,,/ / Singapore,none,LGESL,,0,0,,,,,198, -8912,1.0,/ Providenciales / Turks and Caicos Islands,ID,0.0732484076433121,2645,End Customer,Enterprise,65.0,,,,purchasing,289,Quotation or Purchase Consultation,hotel tv,,,/ Providenciales / Turks and Caicos Islands,manager,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,239, -14040,0.5,/ Jaboatão dos Guararapes / Brazil,AS,,30384,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes / Brazil,entry level,LGESP,,0,0,,,,,97, -10102,0.75,/ / Oman,ID,0.037037037037037,2857,End Customer,Enterprise,,,,,marketing,77,Quotation or Purchase Consultation,led signage,Ultra Light Series,GSCD100,/ / Oman,none,LGEGF,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,282, -3271,0.5,/ FT HUACHUCA /,ID,,22446,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369, -9225,1.0,/ / Poland,ID,0.0169491525423728,44682,End Customer,Enterprise,,1.0,,1.0,administrative,81,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,520, -16909,0.75,/Surabaya /Indonesia,AS,,33963,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya /Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -10258,0.75,/ Bogotá / Colombia,AS,0.0039370078740157,13518,Channel Partner,SMB,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,650, -10871,0.0,/ / Brazil,ID,0.0749486652977412,869,Specifier/ Influencer,SMB,51.0,1.0,,1.0,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278, -9550,1.0,1020 Owen Loop South General/Eugene/United States,ID,0.8333333333333334,36110,End Customer,SMB,0.0,,,,purchasing,265,Quotation or Purchase Consultation,led signage,"LG Miraclass, 4K Resolution, 5m Screen",LDAA012,1020 Owen Loop South General/Eugene/United States,director,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499, -14622,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,122,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97, -694,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -16086,0.25,/ جيزان / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,11,Quotation or Purchase Consultation,single-split,,,/ جيزان / Saudi Arabia,none,LGESJ,,0,0,,,,,6, -5503,0.5,/AMERICANA/Brazil,AS,,16929,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/AMERICANA/Brazil,others,LGESP,,0,0,,,,,97, -5515,0.5,/ Rio de janeiro / Brazil,AS,,7904,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de janeiro / Brazil,others,LGESP,,0,0,,,,,97, -3677,0.75,/ Yogyakarta / Indonesia,AS,,11161,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122, -9950,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -15855,0.5,/ Tegucigalpa / Honduras,AS,,38811,Specifier/ Influencer,SMB,,,,,research,3,,etc.,,,/ Tegucigalpa / Honduras,manager,LGEPS,more than a year,0,0,,,,,654, -12371,0.75,/Yogyakarta/Indonesia,AS,,32749,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Yogyakarta/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -20837,1.0,/ Monterrey / Argentina,ID,0.0476190476190476,13922,End Customer,Enterprise,,,,,purchasing,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Monterrey / Argentina,director,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325, -18546,0.0,/ / Peru,ID,0.0327868852459016,29308,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -450,0.25,Corporate / /,ID,0.0446428571428571,8231,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -7477,0.75,/ Souhag - Maragha City / Egypt,AS,,2151,,Enterprise,,,,,healthcare services,34,,,,,/ Souhag - Maragha City / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -2980,1.0,/ / Saudi Arabia,ID,,31434,End Customer,SMB,,,,,engineering,73,Technical Consultation,led signage,,,/ / Saudi Arabia,associate/analyst,LGESJ,6 months ~ 9 months,0,0,,,,,209, -6265,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97, -16649,0.25,Via amato amati 16 / Roma / Italy,AS,,9439,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Via amato amati 16 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341, -14615,0.25,/ Paraná / Londrina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,85,Quotation or Purchase Consultation,single-split,,,/ Paraná / Londrina / Brazil,none,LGESP,,0,0,,,,,97, -11653,0.5,/ Sirsa / India,ID,,8955,,SMB,,,,,marketing,3,Technical Consultation,interactive signage,,,/ Sirsa / India,director,LGEIL,,0,0,,,,,165, -4329,0.25,/ Hyderabad / India,AS,,23887,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -17659,1.0,/ Jersey City / United States,ID,0.3333333333333333,15259,,SMB,0.0,,,,,3,Others,,,,/ Jersey City / United States,partner,LGEUS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194, -20278,1.0,/ Lisbon / Portugal,IT,,44111,Service Partner,SMB,,,,,marketing,134,Quotation or Purchase Consultation,monitor,,,/ Lisbon / Portugal,director,LGEPT,less than 3 months,0,0,0.0011827288932506,,retail,Electronics & Telco,338, -993,0.25,Corporate / /,ID,0.0446428571428571,6686,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -17400,1.0,/ جده / Saudi Arabia,AS,,29164,End Customer,SMB,,,,,purchasing,187,Quotation or Purchase Consultation,single-split,,,/ جده / Saudi Arabia,manager,LGESJ,more than a year,0,0,,,,,6, -10012,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20406,0.5,/ / Argentina,ID,0.1241217798594847,29809,End Customer,SMB,,1.0,,1.0,engineering,3,Quotation or Purchase Consultation,,,,/ / Argentina,director,LGEAR,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,325, -15718,0.0,/ / Uruguay,AS,,4601,,Enterprise,32.0,,,,,3,,vrf,,,/ / Uruguay,none,LGEPR,,0,0,,,,,125, -175,1.0,/Abudhabi/U.A.E,ID,0.075,28250,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,332,Technical Consultation,high brightness signage,Outdoor Display,22XE1J-B,/Abudhabi/U.A.E,manager,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,308, -11573,0.5,/ Chandigarh / India,ID,,46309,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,,0,0,,,,,165, -18236,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -8698,1.0,/Dubai/U.A.E,AS,0.0496894409937888,37492,Specifier/ Influencer,Enterprise,,,,,arts and design,84,Quotation or Purchase Consultation,etc.,,,/Dubai/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,25, -8802,0.25,/ Chico / United States,ID,0.6153846153846154,5700,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Chico / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,194, -12469,0.75,/ กทม. / Thailand,AS,,47361,Specifier/ Influencer,Enterprise,,,,,engineering,16,,etc.,,,/ กทม. / Thailand,manager,LGETH,less than 3 months,0,0,,,,,748, -20452,0.0,18 Mt. Holyoke Ct. Hospitality / Getzville / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,18 Mt. Holyoke Ct. Hospitality / Getzville / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -9833,0.25,Cloud IT / New York / United States,IT,,31046,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4580,0.25,/ hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,115, -18384,0.0,/ / Peru,ID,0.0327868852459016,19799,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -5775,0.5,/ São Paulo / Brazil,AS,,4640,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -10451,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5919,End Customer,SMB,,1.0,,1.0,engineering,50,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,43UL3J-B,/São Paulo/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167, -2951,1.0,/ / Saudi Arabia,ID,,34248,End Customer,SMB,,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -8701,1.0,/ Hamilton ON / Canada,AS,,19292,Specifier/ Influencer,SMB,,,,,administrative,122,Quotation or Purchase Consultation,multi-split,,,/ Hamilton ON / Canada,others,LGECI,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,142, -16636,0.25,via A. Manzoni 212 / Napoli / Italy,AS,,21589,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,via A. Manzoni 212 / Napoli / Italy,c-level executive,LGEIS,,0,0,,,,,341, -20163,1.0,/ Rio grande do Sul / Brazil,AS,0.004,16610,Channel Partner,Enterprise,,,,,others,51,Quotation or Purchase Consultation,single-split,,,/ Rio grande do Sul / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,97, -3082,0.75,//India,ID,,36598,Solution Eco-Partner,Enterprise,4.0,,,,sales,37,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,55UQ801C (INDIA),//India,manager,LGEIL,less than 3 months,0,0,,,,,147, -20258,0.75,/Cdmx/Mexico,AS,0.004,6276,Specifier/ Influencer,SMB,,,,,business development,3,,vrf,,,/Cdmx/Mexico,manager,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,42, -13560,0.0,/ / India,AS,,8552,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -4314,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,vrf,,,/ Indore / India,none,LGEIL,,0,0,,,,,115, -19636,1.0,/ Bogota / Colombia,ID,0.0732484076433121,32568,End Customer,Enterprise,1.0,,,,administrative,84,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,187, -11848,0.5,/ Ooty / India,ID,,31150,,Enterprise,0.0,,,,education,3,Others,,,,/ Ooty / India,others,LGEIL,,0,0,,,,,174, -6059,0.5,/ Natal / Brazil,AS,,4128,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Natal / Brazil,others,LGESP,,0,0,,,,,97, -2908,0.75,/ /,ID,,2452,End Customer,Enterprise,0.0,,,,purchasing,308,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310, -5372,0.5,/Londrina/Brazil,AS,,29539,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,others,LGESP,,0,0,,,,,97, -14281,0.5,/ Pouso Alegre / Brazil,AS,,27302,Specifier/ Influencer,Enterprise,,,,,administrative,5,,etc.,,,/ Pouso Alegre / Brazil,director,LGESP,less than 3 months,0,0,,,,,97, -7580,1.0,/ New York / United States,AS,,22747,Specifier/ Influencer,Enterprise,,,,,engineering,497,Others,vrf,,,/ New York / United States,entry level,LGEUS,3 months ~ 6 months,0,0,,,,,731, -14756,0.5,/ São Paulo / Brazil,AS,,38023,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,partner,LGESP,,0,0,,,,,97, -6706,0.25,PO Box 701362 San Antonio / TX / United States,AS,,12477,,Enterprise,,,,,,229,Services,,,,PO Box 701362 San Antonio / TX / United States,none,LGEUS,,0,0,,,,,731, -9116,1.0,/ cavite/dasmariñas / Philippines,AS,0.0227272727272727,19517,Specifier/ Influencer,Enterprise,,,,,operations,123,Quotation or Purchase Consultation,vrf,,,/ cavite/dasmariñas / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,,0, -1146,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2371,1.0,/ /,ID,,25728,End Customer,Enterprise,,,,,information technology,152,Others,,,,/ /,associate/analyst,LGEUS,3 months ~ 6 months,0,0,,,,,448, -10071,0.25,9250 W Flagler St Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,9250 W Flagler St Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15131,0.5,/ Santiago / Chile,AS,,35753,End Customer,SMB,,,,,information technology,3,,multi-split,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -13499,0.0,/ / India,AS,,38144,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -9295,1.0,/ Paris / France,ID,0.0169491525423728,40344,Service Partner,Enterprise,,1.0,,1.0,others,743,Request for Partnership,led signage,,,/ Paris / France,others,LGEFS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,261, -13506,0.0,/ / India,AS,,33102,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -3200,0.25,/ / United States,ID,,23895,,SMB,,,,,,134,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -8270,0.25,/ / Australia,ID,0.2142857142857142,39959,End Customer,SMB,,,,,information technology,8,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -8192,0.75,/ / Chile,ID,0.0327868852459016,35386,,SMB,1.0,,,,business development,4,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580, -644,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -12813,0.75,/ Bekasi / Indonesia,AS,,34047,Channel Partner,Enterprise,6.0,,,,others,12,,vrf,,,/ Bekasi / Indonesia,director,LGEIN,3 months ~ 6 months,0,0,,,,,122, -8734,1.0,/kolkata/India,AS,0.0677966101694915,20424,End Customer,Enterprise,48.0,,,,others,39,Quotation or Purchase Consultation,vrf,,,/kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,2, -8901,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185, -7236,1.0,/ / Philippines,AS,,14596,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -8049,1.0,/ / U.A.E,ID,0.043103448275862,41638,End Customer,SMB,,,,,operations,111,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,c-level executive,LGEGF,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,209, -3685,0.75,/ Bandung / Indonesia,AS,,33950,Specifier/ Influencer,SMB,,,,,engineering,5,,vrf,,,/ Bandung / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,670, -16542,0.0,"Via Carlo Buttarelli, 6 / Roma / Italy",AS,,14125,Channel Partner,SMB,,,,,,3,,vrf,,,"Via Carlo Buttarelli, 6 / Roma / Italy",none,LGEIS,,0,0,,,,,341, -12115,0.0,/ / Singapore,ID,,6758,,Enterprise,,,,,consulting,3,,,,,/ / Singapore,none,LGESL,,0,0,,,,,198, -2097,1.0,/Delhi/India,ID,,29737,,SMB,,,,,education,14,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,partner,LGEIL,more than a year,0,0,,,,,174, -8073,1.0,/ Maharashtra / Pune / India,ID,0.0330578512396694,19854,End Customer,Enterprise,1.0,,,,engineering,142,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Maharashtra / Pune / India,others,LGEIL,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,148, -5473,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -6719,0.25,255 BOCA GRANDE BLVD / FL / United States,AS,,37863,,SMB,,,,,,200,Services,,,,255 BOCA GRANDE BLVD / FL / United States,none,LGEUS,,0,0,,,,,731, -17866,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,13772,End Customer,Enterprise,,,,,education,440,Request for Partnership,interactive signage,TR3DJ Series,75TR3DJ,/ Rio de Janeiro / Brazil,director,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342, -5208,0.5,/ São Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -6532,0.5,/Elmansoura/Egypt,AS,,15569,End Customer,Enterprise,,,,,others,75,Quotation or Purchase Consultation,heating,,,/Elmansoura/Egypt,trainee,LGEEG,,0,0,,,,,51, -8212,1.0,/ Muzaffarpur / India,ID,0.0311958405545927,37419,End Customer,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Muzaffarpur / India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,164, -4834,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34, -5641,0.5,/ Brasília / Brazil,AS,,26305,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Brasília / Brazil,others,LGESP,,0,0,,,,,97, -17294,0.75,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,AS,,42656,,SMB,,,,,information technology,3,,multi-split,,,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -10702,1.0,/São Paulo/Brazil,ID,0.0749486652977412,2572,Service Partner,Enterprise,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,intern,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167, -8787,0.0,//United States,ID,0.6153846153846154,42993,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,374, -17039,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97, -20093,1.0,/Chaitén/Chile,AS,0.004,42677,Specifier/ Influencer,Enterprise,,,,,sales,82,Quotation or Purchase Consultation,etc.,,,/Chaitén/Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,124, -10439,0.5,/ Den Haag / Belgium,AS,,17312,End Customer,Enterprise,0.0,,,,,284,Usage or Technical Consultation,,,,/ Den Haag / Belgium,none,LGEBN,,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,892, -3066,0.75,/ DKI Jakarta / Indonesia,ID,,34328,Service Partner,Enterprise,,,,,consulting,177,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ DKI Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,313, -15220,0.5,/ Santa Marta / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,289,Quotation or Purchase Consultation,multi-split,,,/ Santa Marta / Colombia,none,LGECB,less than 3 months,0,0,,,,,699, -716,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -19032,1.0,/ / Hong Kong,ID,,43847,End Customer,SMB,0.0,,,,others,53,Quotation or Purchase Consultation,hospital tv,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,469, -2902,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310, -11326,0.75,/ Ankara / Türkiye,ID,,19093,End Customer,Enterprise,,,,,business development,43,Others,webos,,,/ Ankara / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285, -10830,0.25,/ Azamgarh / India,ID,0.0575342465753424,30991,Channel Partner,Enterprise,0.0,1.0,,1.0,,3,,oled signage,,,/ Azamgarh / India,ceo/founder,LGEIL,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,174, -2099,1.0,/ new delhi / India,ID,,29415,,SMB,,,,,real estate,54,Quotation or Purchase Consultation,interactive signage,,,/ new delhi / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174, -9674,1.0,/ / United Kingdom,IT,,16126,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,manager,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,431, -2037,0.75,/ Kochi / India,ID,,8049,End Customer,SMB,,,,,marketing,13,Quotation or Purchase Consultation,oled signage,,,/ Kochi / India,none,LGEIL,less than 3 months,0,0,,,,,224, -7123,1.0,/ NCR / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ NCR / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,0, -19546,1.0,/ Maceió / Brazil,ID,0.0732484076433121,25720,End Customer,Enterprise,,,,,others,346,Quotation or Purchase Consultation,led signage,,,/ Maceió / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480, -15537,0.25,/ Cdmx / Mexico,AS,,21620,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,/ Cdmx / Mexico,manager,LGEMS,,0,0,,,,,42, -8476,1.0,/menofia /Egypt,AS,,29577,,Enterprise,,,,,business development,198,Others,chiller,,,/menofia /Egypt,others,LGEEG,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,51, -7943,0.25,42 Merritt Road Education / South Glens Falls / United States,IT,,39518,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,42 Merritt Road Education / South Glens Falls / United States,none,LGEUS,,0,0,,,,,374, -17535,0.25,//Germany,IT,,34535,,SMB,,,,,,16,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838, -2004,1.0,/ jaipur / India,ID,,22812,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ jaipur / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -7640,0.75,/Dubai/U.A.E,IT,,22181,End Customer,SMB,,,,,engineering,98,Quotation or Purchase Consultation,monitor,,,/Dubai/U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308, -11246,1.0,/ Kanuta / India,ID,,38906,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Kanuta / India,vice president,LGEIL,6 months ~ 9 months,0,0,,,,,174, -11879,0.5,/Noida/India,ID,,42367,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Noida/India,math and physics teacher,LGEIL,,0,0,,,,,174, -20330,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -21075,1.0,/ sao paulo vargen grande do sul / Brazil,AS,,40912,End Customer,Enterprise,,,,,purchasing,25,Quotation or Purchase Consultation,ventilation,,,/ sao paulo vargen grande do sul / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -15843,0.5,/ Panama / Panama,AS,,35247,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -10776,1.0,/ / Hong Kong,ID,0.0843373493975903,26233,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195, -11003,1.0,/Cebu City/Philippines,ID,0.0843373493975903,837,,Enterprise,0.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,manager,LGEPH,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,268, -18888,0.75,/ / Brazil,ID,0.0327868852459016,5238,,SMB,,,,,administrative,26,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406, -19717,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,45766,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ São Paulo / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,167, -3228,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18243,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586, -6530,0.5,/ Al ayat / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,entrepreneurship,105,Quotation or Purchase Consultation,etc.,,,/ Al ayat / Egypt,trainee,LGEEG,,0,0,,,,,51, -13806,0.25,/ São paulo / Brazil,AS,,3915,End Customer,Enterprise,12.0,,,,support,3,,,,,/ São paulo / Brazil,manager,LGESP,,0,0,,,,,97, -8922,1.0,/ / United States,ID,0.1186440677966101,12106,End Customer,SMB,,,,,business development,726,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,334, -16854,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16276,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46, -12867,1.0,/ SE / Brazil,AS,,39173,End Customer,Enterprise,,,,,purchasing,117,Quotation or Purchase Consultation,etc.,,,/ SE / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97, -10617,1.0,/ Juarez / Mexico,ID,0.0749486652977412,25116,End Customer,Enterprise,0.0,1.0,,1.0,information technology,243,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Juarez / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,203, -19908,0.25,/ Greenville / United States,ID,0.1186440677966101,42087,,SMB,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greenville / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,194, -10685,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,4907,End Customer,SMB,,1.0,,1.0,information technology,60,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316, -1361,1.0,/ Kochi / India,ID,,34214,,Enterprise,4.0,,,,consulting,19,Technical Consultation,interactive signage,,,/ Kochi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -15696,0.5,/ México / Mexico,AS,,13285,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42, -13208,0.25,/Cainta/Philippines,AS,,27737,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cainta/Philippines,none,LGEPH,,0,0,,,,,0, -18428,0.0,/ / Peru,ID,0.0327868852459016,44124,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -13333,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115, -10219,1.0,CDC / Hà Nội / Vietnam,AS,0.0666666666666666,8053,Specifier/ Influencer,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,CDC / Hà Nội / Vietnam,others,LGEVH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,963, -10064,0.25,2985 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,2985 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -12439,1.0,/ BRASÍLIA/DF / Brazil,AS,,10692,End Customer,Enterprise,,,,,others,133,Quotation or Purchase Consultation,single-split,,,/ BRASÍLIA/DF / Brazil,partner,LGESP,more than a year,0,0,,,,,97, -15788,0.0,/ Weikersheim /,AS,,45393,,SMB,,,,,entrepreneurship,3,,,,,/ Weikersheim /,none,LGEDG,,0,0,,,,,126, -16934,1.0,/ MG / Brazil,AS,,2082,End Customer,Enterprise,34.0,,,,administrative,532,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97, -10600,1.0,/ / Colombia,ID,0.0749486652977412,4396,End Customer,Enterprise,,1.0,,1.0,operations,52,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ / Colombia,others,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344, -17149,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728, -20298,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -1545,1.0,/Rajpura/India,ID,,45148,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Rajpura/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -20513,0.75,/ Ciudad de México / Mexico,AS,,9509,Specifier/ Influencer,Enterprise,,,,,engineering,60,,vrf,,,/ Ciudad de México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,42, -1704,1.0,/ Gandhinagar / India,ID,,19896,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Gandhinagar / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,166, -8461,1.0,/ Metro Manila / Philippines,AS,,1026,Specifier/ Influencer,Enterprise,,,,,engineering,102,Quotation or Purchase Consultation,multi-split,,,/ Metro Manila / Philippines,manager,LGEPH,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,121, -7137,1.0,/ Rizal / Philippines,AS,,37372,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733, -6692,0.25,2366 Slate St Rocka Village 2 / FL / United States,AS,,33386,,Enterprise,,,,,,125,Services,,,,2366 Slate St Rocka Village 2 / FL / United States,none,LGEUS,,0,0,,,,,731, -15831,0.5,/ Ciudad de Panama / Panama,AS,,9843,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,chiller,,,/ Ciudad de Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -1386,1.0,/ Gwalior / India,ID,,25098,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Gwalior / India,director,LGEIL,less than 3 months,0,0,,,,,222, -1274,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -9460,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174, -18850,0.25,/ helena / United States,ID,0.3902439024390244,7598,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ helena / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,205, -19832,0.0,/ / Brazil,ID,0.0732484076433121,7527,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -9921,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2490,1.0,/ Gulbarga / India,ID,,17775,,SMB,0.0,,,,consulting,14,Quotation or Purchase Consultation,,,,/ Gulbarga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -220,1.0,/ Makkah / Saudi Arabia,ID,0.075,2176,End Customer,SMB,,1.0,,1.0,information technology,129,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Makkah / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,209, -15044,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -8500,1.0,/Uttar Pradesh /India,ID,0.0833333333333333,10756,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Uttar Pradesh /India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,147, -7620,1.0,/ / Singapore,AS,,17627,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,more than a year,0,0,,,,,73, -7738,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -94,1.0,/ Melbourne / Australia,AS,0.0666666666666666,46201,Specifier/ Influencer,SMB,0.0,,,,engineering,96,Usage or Technical Consultation,vrf,,,/ Melbourne / Australia,others,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,139, -20296,1.0,/ GWALIOR / India,ID,,42481,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,8,Quotation or Purchase Consultation,hotel tv,,,/ GWALIOR / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222, -12723,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654, -19629,1.0,/ Saocha / Colombia,ID,0.0732484076433121,46532,Channel Partner,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,accessories,,,/ Saocha / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,344, -17870,1.0,/São Paulo/Brazil,ID,0.0327868852459016,32440,End Customer,Enterprise,,,,,administrative,25,Request for Partnership,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,342, -19790,1.0,/ Buenos Aires/Mar del Plata / Argentina,ID,0.0732484076433121,6308,Channel Partner,Enterprise,,,,,business development,106,Quotation or Purchase Consultation,hotel tv,UT577H Series,55UT577H (NA),/ Buenos Aires/Mar del Plata / Argentina,c-level executive,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325, -3358,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479, -12069,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310, -19260,1.0,/ São João de Meriti / Brazil,ID,0.0538922155688622,23427,End Customer,Enterprise,,,,,purchasing,147,Quotation or Purchase Consultation,led signage,,,/ São João de Meriti / Brazil,others,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487, -2233,1.0,/ / Brazil,ID,,32276,End Customer,Enterprise,35.0,,,,administrative,1,Others,webos,,,/ / Brazil,partner,LGESP,more than a year,0,0,,,,,342, -10492,1.0,/ / Hong Kong,ID,0.0843373493975903,29986,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195, -19819,0.0,/ / Brazil,ID,0.0732484076433121,45479,Channel Partner,SMB,143.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,317, -11542,0.25,/ / Indonesia,ID,,1507,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Indonesia,partner,LGEIN,,0,0,,,,,313, -8621,1.0,/ Jaipur / India,ID,0.0172413793103448,17264,End Customer,Enterprise,,,,,accounting,67,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,partner,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,173, -19677,0.5,/ / Peru,ID,0.0732484076433121,38621,End Customer,Enterprise,,,,,sales,3,,,,,/ / Peru,none,LGEPR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258, -3309,0.25,//United States,ID,,20390,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310, -859,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2959,1.0,/ / Saudi Arabia,ID,,21777,End Customer,SMB,,,,,information technology,60,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209, -3496,1.0,/ Raebareli / India,ID,,47466,,Enterprise,4.0,,,,education,3,Technical Consultation,interactive signage,,,/ Raebareli / India,director,LGEIL,less than 3 months,0,0,,,,,356, -11618,0.5,/ Indore / India,ID,,40722,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,,,,/ Indore / India,associate/analyst,LGEIL,,0,0,,,,,174, -15935,0.0,/ QUITO / Ecuador,AS,,1097,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ QUITO / Ecuador,none,LGEPS,,0,0,,,,,654, -7346,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670, -15047,0.5,/ santiago / Chile,AS,,28752,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ santiago / Chile,associate/analyst,LGECL,more than a year,0,0,,,,,728, -12070,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310, -330,0.5,/ / India,ID,0.0575342465753424,34659,End Customer,Enterprise,,1.0,,1.0,legal,7,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,315, -13368,0.25,/ Noida / India,AS,,870,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115, -3322,0.25,//United States,ID,,45171,,SMB,,,,,,79,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,567, -16876,0.75,/ San juan / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,3,,vrf,,,/ San juan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -17759,1.0,/ goiania / Brazil,ID,0.0327868852459016,22333,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ goiania / Brazil,entry level,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342, -17383,0.75,/ guayaquil / Ecuador,AS,,8640,Specifier/ Influencer,Enterprise,,,,,engineering,56,,vrf,,,/ guayaquil / Ecuador,intern,LGEPS,more than a year,0,0,,,,,654, -8516,0.25,/ / Costa Rica,ID,0.2692307692307692,38732,,SMB,,,,,business development,6,,,,,/ / Costa Rica,ceo/founder,LGEPS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,875, -16811,0.75,/ Nueva Ecija / Philippines,AS,,17978,End Customer,Enterprise,,,,,operations,3,,,,,/ Nueva Ecija / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135, -8296,0.0,/ / Peru,ID,0.0327868852459016,13690,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -16165,0.25,/ SINGAPORE / Singapore,AS,,45995,Specifier/ Influencer,Enterprise,21.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73, -14289,0.25,/ Alagoas / Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,241,Quotation or Purchase Consultation,vrf,,,/ Alagoas / Maceió / Brazil,none,LGESP,,0,0,,,,,97, -10626,1.0,/ LIMA / Peru,ID,0.0749486652977412,22240,End Customer,SMB,,1.0,,1.0,information technology,161,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ LIMA / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,525, -6147,0.25,/ Santana de Parnaiba / Brazil,AS,,16805,,Enterprise,,,,,others,3,,multi-split,,,/ Santana de Parnaiba / Brazil,others,LGESP,,0,0,,,,,97, -13065,0.75,/ Alajuela / Costa Rica,AS,,9185,End Customer,SMB,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,entry level,LGEPS,more than a year,0,0,,,,,654, -8965,1.0,/Guaynabo/Puerto Rico,ID,0.0732484076433121,3917,End Customer,SMB,,,,,administrative,212,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Guaynabo/Puerto Rico,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,239, -21285,0.0,/ / Peru,ID,0.0422535211267605,14670,,Enterprise,3.0,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258, -19368,0.25,/ Caceres MT / Brazil,AS,0.0037878787878787,39469,Specifier/ Influencer,Enterprise,,,,,operations,19,,vrf,,,/ Caceres MT / Brazil,entry level,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -7856,0.25,1005 State Street Education / East St. Louis / United States,IT,,13401,,SMB,,,,,,213,Quotation or Purchase Consultation,,,,1005 State Street Education / East St. Louis / United States,none,LGEUS,,0,0,,,,,374, -200,1.0,/ / Panama,ID,0.0749486652977412,22311,Service Partner,SMB,,1.0,,1.0,marketing,50,Quotation or Purchase Consultation,led signage,LED Cinema,,/ / Panama,ceo/founder,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,327, -16813,0.75,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,accounting,3,,,,,/ Makati City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120, -7146,0.75,/ Bicol / Philippines,AS,,27716,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Bicol / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46, -14670,0.25,/ Paraná/Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,vrf,,,/ Paraná/Curitiba / Brazil,none,LGESP,,0,0,,,,,97, -18434,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -13005,0.75,/ México / Mexico,AS,,18453,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,,,,,42, -10535,1.0,/ Chapecó / Brazil,ID,0.0749486652977412,3896,End Customer,SMB,,1.0,,1.0,arts and design,52,Quotation or Purchase Consultation,led signage,High Brightness Series,,/ Chapecó / Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,316, -5115,0.5,/ São paulo / Brazil,AS,,6153,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97, -20386,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -3774,0.25,/ Prayagraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Prayagraj / India,none,LGEIL,,0,0,,,,,735, -203,1.0,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,ID,0.0749486652977412,2645,End Customer,SMB,65.0,1.0,,1.0,administrative,183,Quotation or Purchase Consultation,hotel tv,,,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,239, -4554,0.25,/ Patna / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,multi-split,,,/ Patna / India,none,LGEIL,,0,0,,,,,115, -17135,0.75,/Santiago/Chile,AS,,17096,,SMB,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,9 months ~ 1 year,0,0,,,,,100, -6177,0.25,/ São Paulo / Brazil,AS,,34490,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19070,1.0,29222 Rancho Viejo Rd #127 / San Juan Capistrano / CA,ID,,14663,End Customer,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,29222 Rancho Viejo Rd #127 / San Juan Capistrano / CA,others,LGEUS,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,205, -14003,0.5,/ JOÃO PESSOA / Brazil,AS,,42882,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ JOÃO PESSOA / Brazil,entry level,LGESP,,0,0,,,,,97, -8353,0.25,Po Box 129 Education / Guntersville / United States,ID,0.3902439024390244,18824,End Customer,SMB,,,,,,38,Quotation or Purchase Consultation,,,,Po Box 129 Education / Guntersville / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,501, -9732,0.25,1211 Medical Center Drive Cloud IT / Nashville / United States,IT,,44478,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,1211 Medical Center Drive Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -20354,0.75,/ /,ID,0.1241217798594847,2475,,Enterprise,,1.0,,1.0,information technology,3,Quotation or Purchase Consultation,,,,/ /,none,LGEPS,6 months ~ 9 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,292, -19980,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,14502,End Customer,Enterprise,,,,,support,67,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,c-level executive,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -1818,1.0,/ delhi / India,ID,,43021,,Enterprise,,,,,administrative,32,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -1578,1.0,/jaypur/India,ID,,7204,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,interactive digital board,,,/jaypur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -10948,0.25,/ / Argentina,ID,0.0749486652977412,10272,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Argentina,partner,LGEAR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325, -9598,0.25,/ Plano / United States,ID,0.8333333333333334,40059,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Plano / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,194, -20481,0.0,201 Murfreesboro Hospitality / Manchester / United States,ID,,3969,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,201 Murfreesboro Hospitality / Manchester / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566, -5151,0.5,/ Rio de Janeiro / Brazil,AS,,39741,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97, -15477,0.25,/ Ho Chi Minh / Vietnam,AS,,35621,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,,0,0,,,,,1046, -16069,0.25,"HONDURAS,TEGUCIGALPA / DC / United States",AS,,25079,,Enterprise,,,,,,64,Services,,,,"HONDURAS,TEGUCIGALPA / DC / United States",none,LGEUS,,0,0,,,,,731, -16460,0.25,"Piazzale S. Giuseppe, 10 / Padova / Italy",AS,,40449,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"Piazzale S. Giuseppe, 10 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341, -347,0.25,/ / Germany,ID,0.0199004975124378,2804,End Customer,SMB,,1.0,,1.0,,60,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,359, -3329,0.25,/ Bay City / United States,ID,,19103,,Enterprise,,,,,,85,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bay City / United States,none,LGEUS,,0,0,,,,,566, -19555,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,435,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480, -13257,0.25,/Jakarta /Indonesia,AS,,3310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta /Indonesia,none,LGEIN,,0,0,,,,,670, -6314,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,163,Quotation or Purchase Consultation,chiller,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25, -8490,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874, -18025,0.25,/ / Australia,ID,0.2142857142857142,26611,End Customer,SMB,,,,,education,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -2529,1.0,/Chennai/India,ID,,32866,,SMB,2.0,,,,marketing,32,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,manager,LGEIL,less than 3 months,0,0,,,,,149, -3808,1.0,/ Delhi / India,AS,,4447,End Customer,SMB,,,,,marketing,228,Quotation or Purchase Consultation,ventilation,,,/ Delhi / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,9, -14413,0.25,/ Santa Catarina / Barra Velha / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,,,,/ Santa Catarina / Barra Velha / Brazil,none,LGESP,,0,0,,,,,97, -9105,1.0,/Dubai/U.A.E,AS,0.0196078431372549,27319,End Customer,SMB,,,,,operations,35,Quotation or Purchase Consultation,multi-split,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25, -3201,0.25,/ / United States,ID,,6812,,SMB,,,,,,344,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -20484,0.25,/ / Hong Kong,ID,,33359,Channel Partner,SMB,39.0,1.0,,1.0,,3,,hotel tv,,,/ / Hong Kong,partner,LGEHK,,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,248, -20458,0.0,Hospitality / / United States,ID,,48,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10204,1.0,/Santa Rita do Sapucaí/Brazil,AS,0.0039370078740157,3163,End Customer,SMB,,,,,legal,157,Quotation or Purchase Consultation,etc.,,,/Santa Rita do Sapucaí/Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Law Firm,97, -17423,0.75,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73, -9805,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4260,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3, -11903,0.5,/Kanpur /India,ID,,11863,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Kanpur /India,pgt chemistry,LGEIL,,0,0,,,,,174, -1206,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423, -4795,0.25,/New Delhi/India,AS,,38527,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9, -7606,1.0,/ / Singapore,AS,,17628,Specifier/ Influencer,SMB,,,,,engineering,1,Quotation or Purchase Consultation,vrf,,,/ / Singapore,entry level,LGESL,less than 3 months,0,0,,,,,73, -7669,1.0,/ / Singapore,IT,,10962,End Customer,SMB,,,,,sales,76,Quotation or Purchase Consultation,laptop,,,/ / Singapore,director,LGESL,less than 3 months,0,0,,,,,395, -12878,1.0,/ Tangará da Serra / Brazil,AS,,8522,End Customer,Enterprise,,,,,administrative,60,Quotation or Purchase Consultation,single-split,,,/ Tangará da Serra / Brazil,manager,LGESP,more than a year,0,0,,,,,97, -19996,1.0,/ Rio verde / Brazil,AS,0.004,2378,End Customer,Enterprise,,,,,sales,54,Quotation or Purchase Consultation,,,,/ Rio verde / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97, -11728,0.0,/ / India,ID,,47284,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -10779,1.0,/ Macaé / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,others,385,Request for Partnership,led signage,,,/ Macaé / Brazil,ceo/founder,LGESP,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278, -13373,0.25,/ Noida / India,AS,,3849,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115, -16842,0.75,/ / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0, -14266,0.25,/ Brasilia / Brazil,AS,,10105,Channel Partner,Enterprise,61.0,,,,operations,3,,,,,/ Brasilia / Brazil,director,LGESP,,0,0,,,,,97, -10042,0.25,Cloud IT / / United States,IT,,6229,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4276,0.25,/ Dhanbad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600, -8733,1.0,/ trichy / India,AS,0.0677966101694915,39802,End Customer,SMB,,,,,entrepreneurship,36,Quotation or Purchase Consultation,multi-split,,,/ trichy / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -20331,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -2776,1.0,/ / Türkiye,ID,,46783,End Customer,SMB,,,,,information technology,39,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285, -162,1.0,/ / India,ID,0.0575342465753424,18392,End Customer,Enterprise,,1.0,,1.0,engineering,25,Technical Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174, -321,0.25,/ / India,ID,0.0575342465753424,751,End Customer,Enterprise,,1.0,,1.0,,242,,webos,,,/ / India,manager,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,174, -18174,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -17188,0.75,/ Barranquilla / Colombia,AS,,35229,Specifier/ Influencer,SMB,15.0,,,,administrative,3,,vrf,,,/ Barranquilla / Colombia,others,LGECB,less than 3 months,0,0,,,,,39, -20213,1.0,/ São paulo / Sorocaba / Brazil,AS,0.004,9949,End Customer,Enterprise,,,,,sales,124,Quotation or Purchase Consultation,single-split,,,/ São paulo / Sorocaba / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Car Dealership,97, -205,1.0,1020 S Bailey st / Palmer / AK / United States,ID,0.0446428571428571,27207,End Customer,SMB,,1.0,,1.0,media and communication,72,Quotation or Purchase Consultation,oled signage,T-OLED,,1020 S Bailey st / Palmer / AK / United States,associate/analyst,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Finance,331, -625,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -12372,0.75,/Sleman/Indonesia,AS,,12925,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Sleman/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -20446,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -4352,0.25,/ 500008 / India,AS,,19144,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ 500008 / India,none,LGEIL,,0,0,,,,,4, -16070,0.25,56 Nobel Avenue / KS / United States,AS,,4854,,Enterprise,,,,,,20,Usage or Technical Consultation,,,,56 Nobel Avenue / KS / United States,none,LGEUS,,0,0,,,,,731, -1808,1.0,/ Jaipur / India,ID,,3441,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,75TR3DK,/ Jaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173, -8508,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209, -1336,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -16904,0.75,/jakrta/Indonesia,AS,,44044,,SMB,1.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/jakrta/Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,670, -11387,0.75,/ Érd / Hungary,ID,,28547,End Customer,SMB,,,,,purchasing,497,Quotation or Purchase Consultation,,,,/ Érd / Hungary,none,LGEMK,less than 3 months,0,0,,,,,158, -20842,1.0,/ Fraiburgo / Brazil,ID,0.0476190476190476,8764,Specifier/ Influencer,Enterprise,,,,,research,690,Others,interactive signage,Interactive Digital Board,75TC3D,/ Fraiburgo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -9754,0.25,P.O. Box 1820 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 1820 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -3104,0.25,/ Pune / India,ID,,647,End Customer,Enterprise,32.0,,,,marketing,28,Quotation or Purchase Consultation,led signage,,,/ Pune / India,none,LGEIL,,0,0,,,,,148, -16354,0.25,"Via Montorfano, 98 / Seregno / Italy",AS,,15373,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Via Montorfano, 98 / Seregno / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -1188,0.5,/ singapore / Singapore,ID,0.0843373493975903,3055,Solution Eco-Partner,SMB,,1.0,,1.0,arts and design,244,Quotation or Purchase Consultation,standard signage,,,/ singapore / Singapore,none,LGESL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,198, -12162,1.0,/ / Mexico,ID,,21710,,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,189, -9489,1.0,/ Lagos / Nigeria,AS,0.4444444444444444,26355,Specifier/ Influencer,Enterprise,,,,,administrative,1120,Quotation or Purchase Consultation,chiller,,,/ Lagos / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Power Plant,12, -20312,0.75,/ / Mexico,ID,0.1241217798594847,27976,,Enterprise,,1.0,,1.0,entrepreneurship,7,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189, -16022,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960, -15354,0.25,/ Gaziantep İslahiye / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Gaziantep İslahiye / Türkiye,none,LGETK,,0,0,,,,,103, -19960,1.0,//Argentina,ID,0.0732484076433121,26372,,SMB,,,,,marketing,178,Technical Consultation,led signage,LG LED All-in-One Essential Series,,//Argentina,associate/analyst,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325, -7392,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76, -12369,0.5,/ Jakarta / Indonesia,AS,,33252,Channel Partner,Enterprise,,,,,marketing,36,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -16586,0.0,/ / Italy,AS,,40460,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -3087,0.75,/ Chennai / India,ID,,1580,End Customer,SMB,,,,,healthcare services,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,149, -14477,0.25,/ Goiânia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,153,Quotation or Purchase Consultation,multi-split,,,/ Goiânia / Brazil,none,LGESP,,0,0,,,,,97, -6882,0.25,71 Bethel St / PA / United States,AS,,30126,,Enterprise,,,,,,27,Product Information,,,,71 Bethel St / PA / United States,none,LGEUS,,0,0,,,,,731, -11559,0.5,/ Bengaluru / India,ID,,6274,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Bengaluru / India,ceo/founder,LGEIL,,0,0,,,,,174, -3483,1.0,/ Ahmedabad / India,ID,,34667,,Enterprise,,,,,community and social services,12,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,director,LGEIL,more than a year,0,0,,,,,174, -9970,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -783,0.25,/ Baton Rouge / United States,ID,0.0446428571428571,5636,,Enterprise,,1.0,,1.0,,1,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Baton Rouge / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194, -135,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174, -16726,0.25,/ / Italy,AS,,15478,End Customer,SMB,61.0,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341, -20444,0.0,7750 Wisconsin Avenue Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Avenue Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10074,0.25,2995 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,2995 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8526,0.25,/Global/United States,ID,,3002,,SMB,,,,,,89,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Global/United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -17105,0.75,/Rancagua/Chile,AS,,9069,,Enterprise,,,,,entrepreneurship,3,,chiller,,,/Rancagua/Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,100, -10950,0.25,/ Bad Lippspringe / Germany,ID,0.0199004975124378,36285,End Customer,SMB,,1.0,,1.0,administrative,294,Quotation or Purchase Consultation,standard signage,,,/ Bad Lippspringe / Germany,none,LGEDG,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,326, -21267,0.25,/ / India,ID,,18892,Channel Partner,SMB,,,,,,3,,led signage,,,/ / India,manager,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,174, -11541,0.5,/Bacood sta mesa manila/Philippines,ID,,11009,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bacood sta mesa manila/Philippines,associate/analyst,LGEPH,,0,0,,,,,268, -7103,0.75,/ Taguig / Philippines,AS,,23210,End Customer,Enterprise,,,,,engineering,14,,vrf,,,/ Taguig / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135, -1477,1.0,/ / Canada,ID,,11739,Channel Partner,SMB,,,,,administrative,22,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / Canada,ceo/founder,LGECI,less than 3 months,0,0,,,,,171, -4927,0.25,/ São Paulo / Brazil,AS,,18600,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -3928,0.75,/ Yogyakarta / Indonesia,AS,,11083,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Yogyakarta / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122, -17521,0.0,/ / Germany,IT,,22558,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -17005,1.0,/Distrito Federal/Brazil,AS,,16976,End Customer,SMB,,,,,engineering,294,Quotation or Purchase Consultation,vrf,,,/Distrito Federal/Brazil,director,LGESP,3 months ~ 6 months,0,0,,,,,680, -19480,1.0,/ / Argentina,ID,0.0544217687074829,44385,,SMB,,,,,administrative,26,Others,,,,/ / Argentina,others,LGEAR,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,325, -21175,1.0,/ SP / Brazil,AS,,17569,Specifier/ Influencer,Enterprise,,,,,others,332,Product Information,vrf,,,/ SP / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -11576,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174, -3663,0.75,/ Laspinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,4,,single-split,,,/ Laspinas / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -8179,1.0,/ Kottayam / India,ID,0.0311958405545927,22316,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Kottayam / India,vice president,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,224, -18451,0.0,/ / Peru,ID,0.0327868852459016,14399,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7582,1.0,/ Lakewood / United States,AS,,32644,End Customer,Enterprise,,,,,program and project management,33,Quotation or Purchase Consultation,vrf,,,/ Lakewood / United States,partner,LGEUS,3 months ~ 6 months,0,0,,,,,731, -21131,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680, -17208,1.0,/ Hcmc / Vietnam,AS,,27093,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcmc / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,1046, -15369,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,213,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103, -10754,1.0,/ / Mexico,ID,0.0749486652977412,23593,,Enterprise,,1.0,,1.0,consulting,3,Technical Consultation,,,,/ / Mexico,partner,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189, -3899,1.0,/ Dasmariñas / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,16,Quotation or Purchase Consultation,etc.,,,/ Dasmariñas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -15562,0.5,/ Merida / Mexico,AS,,13740,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Merida / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -20599,0.25,/ SINGAPORE / Singapore,AS,0.1363636363636363,33214,Specifier/ Influencer,SMB,10.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73, -20692,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324, -3675,0.75,/ Jakarta / Indonesia,AS,,34058,Channel Partner,SMB,,,,,engineering,2,,multi-split,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,723, -3612,1.0,/ / U.A.E,AS,,35322,Specifier/ Influencer,Enterprise,,,,,engineering,24,Quotation or Purchase Consultation,vrf,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25, -19909,0.25,/ mtestm / United States,ID,0.1186440677966101,29047,,SMB,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ mtestm / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,194, -18877,0.25,/ Barcelona / Spain,ID,0.0175438596491228,14891,End Customer,SMB,0.0,,,,information technology,3,,,,,/ Barcelona / Spain,manager,LGEES,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,999, -39,1.0,/ Sta. Maria Bulacan / Philippines,AS,0.0666666666666666,7385,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,302,Quotation or Purchase Consultation,vrf,,,/ Sta. Maria Bulacan / Philippines,manager,LGEPH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,0, -2433,1.0,/ RIYADH / Saudi Arabia,ID,,34519,Channel Partner,Enterprise,,,,,business development,230,Quotation or Purchase Consultation,led signage,,,/ RIYADH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,245, -9736,0.25,1101 Market St # 1101 Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St # 1101 Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -18101,0.0,/ / Peru,ID,0.0327868852459016,20914,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -7092,1.0,/ Cebu / Philippines,AS,,21739,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -9987,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9121,1.0,/ Mumbi / India,AS,0.0289855072463768,6034,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,multi-split,,,/ Mumbi / India,manager,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,90, -8909,1.0,/ / Argentina,ID,0.0732484076433121,29990,,SMB,16.0,,,,administrative,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325, -7278,0.75,/ Cabuyao / Philippines,AS,,22923,End Customer,Enterprise,,,,,administrative,14,,single-split,,,/ Cabuyao / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,47, -890,0.25,Corporate / /,ID,0.0446428571428571,29961,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -5565,0.5,/ Cajamar / Brazil,AS,,28646,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Cajamar / Brazil,others,LGESP,,0,0,,,,,97, -13442,0.0,/ / India,AS,,12081,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,675, -9377,1.0,/Gallatin/United States,AS,,12056,Specifier/ Influencer,SMB,,,,,purchasing,75,Quotation or Purchase Consultation,chiller,,,/Gallatin/United States,c-level executive,LGEUS,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,730, -11162,1.0,/Cebu/Philippines,ID,,17967,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,268, -3480,1.0,/Guwahati/India,ID,,30426,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Guwahati/India,director,LGEIL,more than a year,0,0,,,,,174, -11467,0.75,/ / Colombia,ID,,26132,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,,,,,344, -19461,1.0,/ Śląskie / Poland,IT,,33642,End Customer,Enterprise,,,,,information technology,182,Quotation or Purchase Consultation,monitor,,,/ Śląskie / Poland,ceo/founder,LGEPL,9 months ~ 1 year,0,0,0.0002983104051378,,residential (home),Villa / Single-Family Home,983, -19163,1.0,/ Goiânia / Brazil,ID,0.0538922155688622,32261,End Customer,SMB,,,,,others,114,Quotation or Purchase Consultation,led signage,,,/ Goiânia / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,167, -10460,1.0,/ Rio de janeiro / Brazil,ID,0.0749486652977412,40527,End Customer,SMB,,1.0,,1.0,information technology,103,Quotation or Purchase Consultation,video wall signage,,,/ Rio de janeiro / Brazil,c-level executive,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480, -7264,1.0,/Cavite/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,42,Quotation or Purchase Consultation,chiller,,,/Cavite/Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,29, -17160,1.0,/ Suchy Las / Poland,AS,,28992,Specifier/ Influencer,Enterprise,,,,,engineering,53,Trainings,heating,,,/ Suchy Las / Poland,partner,LGEPL,9 months ~ 1 year,0,0,,,,,642, -14375,0.25,/ sp / mogi das cruzes / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ sp / mogi das cruzes / Brazil,none,LGESP,,0,0,,,,,97, -12081,0.25,/Van Horn/United States,ID,,47466,,Enterprise,16.0,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Van Horn/United States,none,LGEUS,,0,0,,,,,564, -12049,0.5,/ /,ID,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,564, -4391,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,54,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123, -10232,0.75,/ Balikpapan / Indonesia,AS,0.0666666666666666,1910,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Balikpapan / Indonesia,others,LGEIN,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955, -18149,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -19822,0.0,/ / Brazil,ID,0.0732484076433121,45907,End Customer,SMB,,,,,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -15182,0.25,/ Pomorskie / Warzno / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,70,Quotation or Purchase Consultation,heating,,,/ Pomorskie / Warzno / Poland,none,LGEPL,,0,0,,,,,1044, -14489,0.25,/ Manaus/Am / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Manaus/Am / Brazil,none,LGESP,,0,0,,,,,97, -17765,0.75,/ / Brazil,ID,0.0327868852459016,43879,,Enterprise,,,,,media and communication,22,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -19623,1.0,/ São Manuel / Brazil,ID,0.0732484076433121,47466,Service Partner,Enterprise,53.0,,,,research,200,Quotation or Purchase Consultation,led signage,,,/ São Manuel / Brazil,others,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -9543,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291, -18922,0.75,/ Hochiminh / Vietnam,AS,,44471,Specifier/ Influencer,SMB,,,,,engineering,3,,multi-split,,,/ Hochiminh / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,1046, -3636,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,,,,/ Laguna / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -11194,1.0,/ Pune / India,ID,,18150,,Enterprise,,,,,community and social services,29,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -2464,1.0,/ BHOPAL / India,ID,,24541,Service Partner,Enterprise,,,,,information technology,360,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ BHOPAL / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222, -10873,0.0,/ / Brazil,ID,0.0749486652977412,31626,,SMB,,1.0,,1.0,information technology,27,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,316, -9756,0.25,1915 Rexford Rd Cloud IT / Charlotte / United States,IT,,30632,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,1915 Rexford Rd Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -7079,1.0,/ Cebu city / Philippines,AS,,21739,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -9937,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9647,1.0,/ Englewood Cliffs / United States,AS,,16896,End Customer,SMB,,,,,operations,227,Quotation or Purchase Consultation,ess,,,/ Englewood Cliffs / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,,731, -9839,0.25,Cloud IT / Darien / United States,IT,,32892,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Darien / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -10863,0.0,/ / Brazil,ID,0.0749486652977412,3340,Channel Partner,Enterprise,87.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -14200,0.25,/ São Paulo/SP / Brazil,AS,,22488,Specifier/ Influencer,SMB,29.0,,,,operations,3,,,,,/ São Paulo/SP / Brazil,director,LGESP,,0,0,,,,,97, -6127,0.25,/ Americana / Brazil,AS,,37265,,SMB,,,,,arts and design,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97, -19010,1.0,/ campo mourão / Brazil,AS,0.0681818181818181,698,End Customer,Enterprise,,,,,purchasing,161,Quotation or Purchase Consultation,single-split,,,/ campo mourão / Brazil,director,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97, -4193,0.25,/ Kottayam / India,AS,0.0677966101694915,451,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -3910,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,0,0,,,,,47, -17796,0.75,/ / Brazil,ID,0.0327868852459016,9676,,SMB,,,,,others,24,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -2760,1.0,/ Oxfordshire / United Kingdom,ID,,4826,Channel Partner,Enterprise,0.0,,,,engineering,46,Technical Consultation,standard signage,UHD TV Signage,55UR640S (EU/CIS),/ Oxfordshire / United Kingdom,others,LGEUK,less than 3 months,0,0,,,,,185, -7210,1.0,/ Pampanga / Philippines,AS,,35645,Specifier/ Influencer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,vrf,,,/ Pampanga / Philippines,vice president,LGEPH,9 months ~ 1 year,0,0,,,,,733, -431,0.0,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -16670,0.25,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,AS,,11912,Channel Partner,SMB,,,,,sales,3,,vrf,,,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,partner,LGEIS,,0,0,,,,,341, -16030,0.0,/ София / Bulgaria,AS,,46967,Specifier/ Influencer,Enterprise,,,,,others,51,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710, -943,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2461,0.75,//Italy,ID,,14240,Service Partner,SMB,,,,,product management,970,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//Italy,none,LGEIS,less than 3 months,0,0,,,,,571, -19186,0.5,/ / Peru,ID,0.0538922155688622,32240,Solution Eco-Partner,Enterprise,,,,,others,6,,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258, -18468,0.0,/ / Peru,ID,0.0327868852459016,20874,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -17966,0.0,/ / India,ID,0.0311958405545927,16892,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -8799,0.25,/ Blue Mountain / United States,ID,0.6153846153846154,23061,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Blue Mountain / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,205, -15880,0.5,/ San José / Costa Rica,AS,,1927,Channel Partner,SMB,24.0,,,,engineering,3,,vrf,,,/ San José / Costa Rica,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -20830,1.0,/ Bento Gonçalves / Brazil,ID,0.0476190476190476,22546,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,software solution,,,/ Bento Gonçalves / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -3429,1.0,/ Tripoli / India,ID,,7639,,Enterprise,4.0,,,,consulting,5,Technical Consultation,interactive signage,,,/ Tripoli / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -11082,0.75,/ / Hong Kong,ID,0.0843373493975903,22993,End Customer,Enterprise,,1.0,,1.0,marketing,27,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195, -9339,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130, -20680,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310, -21049,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -9994,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -19828,0.0,/ / Brazil,ID,0.0732484076433121,8164,Channel Partner,SMB,13.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -21096,0.75,/ sumatra barat / Indonesia,AS,,33998,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ sumatra barat / Indonesia,others,LGEIN,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,774, -2788,1.0,/ / Türkiye,ID,,8372,End Customer,SMB,,,,,marketing,42,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,director,LGETK,3 months ~ 6 months,0,0,,,,,285, -11323,1.0,/ istanbul / Türkiye,ID,,21801,End Customer,SMB,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,,,/ istanbul / Türkiye,manager,LGETK,less than 3 months,0,0,,,,,219, -17783,0.75,/ / Brazil,ID,0.0327868852459016,18660,,SMB,,,,,education,32,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -16344,0.25,Via Trevignano 23 / Montebelluna / Italy,AS,,40462,Specifier/ Influencer,SMB,4.0,,,,administrative,3,,vrf,,,Via Trevignano 23 / Montebelluna / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -1183,0.5,//Hong Kong,ID,0.0843373493975903,40231,End Customer,SMB,,1.0,,1.0,legal,494,Quotation or Purchase Consultation,video wall signage,,,//Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,337, -10741,1.0,/ Las Condes / Mexico,ID,0.0749486652977412,38889,End Customer,Enterprise,,1.0,,1.0,arts and design,142,Quotation or Purchase Consultation,video wall signage,,,/ Las Condes / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,257, -7398,0.75,/ SÃO PAULO / Brazil,AS,,12311,Specifier/ Influencer,SMB,,,,,engineering,2,,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,0,0,,,,,97, -3383,1.0,/ Ludhiana / India,ID,,27949,,SMB,,,,,business development,61,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165, -14149,0.5,/ Guaiba / Brazil,AS,,18617,End Customer,SMB,,,,,administrative,3,,etc.,,,/ Guaiba / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97, -5224,0.5,/ São Paulo / Brazil,AS,,40418,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9218,1.0,/ Riyadh / Saudi Arabia,ID,0.04,38158,Service Partner,SMB,,1.0,,1.0,engineering,189,Quotation or Purchase Consultation,standard signage,UH5F Series,49UH5F-B,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,245, -13435,0.0,/ / India,AS,,12069,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -7160,1.0,/ / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -2530,1.0,/ Moradabad / India,ID,,18958,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,,,/ Moradabad / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -13095,0.75,/Surabaya/Sidoarjo/Indonesia,AS,,33963,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya/Sidoarjo/Indonesia,none,LGEIN,6 months ~ 9 months,0,0,,,,,670, -8596,0.25,920 Frostwood Dr Cloud IT / Houston / United States,IT,0.6428571428571429,27791,End Customer,SMB,0.0,,,,,45,Quotation or Purchase Consultation,,,,920 Frostwood Dr Cloud IT / Houston / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831, -13059,0.75,/ Panama / Panama,AS,,35247,Channel Partner,Enterprise,,,,,administrative,3,,vrf,,,/ Panama / Panama,manager,LGEPS,6 months ~ 9 months,0,0,,,,,654, -16889,0.75,/ Surabaya / Indonesia,AS,,13206,Channel Partner,Enterprise,,,,,others,13,,vrf,,,/ Surabaya / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122, -6240,0.25,/ Americana / Brazil,AS,,6146,,SMB,,,,,others,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97, -5797,0.5,/ São paulo / Brazil,AS,,17047,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97, -13062,0.75,/ Cuenca / Ecuador,AS,,10208,Specifier/ Influencer,SMB,,,,,engineering,3,,single-split,,,/ Cuenca / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -14089,0.25,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,operations,45,,vrf,,,/ São Paulo / Brazil,entry level,LGESP,,0,0,,,,,97, -10861,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -10275,1.0,/ SÃO PAULO / Brazil,AS,0.0039370078740157,22436,End Customer,SMB,0.0,,,,business development,35,Quotation or Purchase Consultation,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97, -10117,1.0,/London/United Kingdom,ID,,33552,Service Partner,Enterprise,,,,,arts and design,214,Request for Partnership,high brightness signage,Window Facing Display,49XS4F-B,/London/United Kingdom,director,LGEUK,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,185, -18276,0.0,/ / Peru,ID,0.0327868852459016,44313,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -5377,0.5,/São Paulo/Brazil,AS,,11764,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -21197,1.0,/ Triunfo / Brazil,AS,,8514,Specifier/ Influencer,Enterprise,,,,,business development,218,Quotation or Purchase Consultation,single-split,,,/ Triunfo / Brazil,others,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -6569,0.0,/ Niš / Serbia,AS,,24317,Specifier/ Influencer,SMB,,,,,others,14,,,,,/ Niš / Serbia,none,LGEMK,,0,0,,,,,766, -5723,0.5,/ São Paulo / Brazil,AS,,28941,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -328,0.0,/ / India,ID,0.0575342465753424,22552,,Enterprise,,1.0,,1.0,engineering,19,,,,,/ / India,none,LGEIL,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,174, -3689,0.75,/ Purwokerto / Indonesia,AS,,11108,End Customer,Enterprise,,,,,engineering,5,,etc.,,,/ Purwokerto / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122, -7097,1.0,/ / Philippines,AS,,7721,Specifier/ Influencer,SMB,,,,,accounting,4,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,47, -4242,0.25,/ JAGADHRI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,vrf,,,/ JAGADHRI / India,none,LGEIL,,0,0,,,,,95, -19348,0.75,/Salta/Argentina,AS,0.0037878787878787,37926,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Salta/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742, -5649,0.5,/ São Paulo / Brazil,AS,,14155,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -4858,0.5,/ Fortaleza / Brazil,AS,,11288,End Customer,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,chiller,,,/ Fortaleza / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -16877,0.75,/ - Select City - / Philippines,AS,,23182,End Customer,Enterprise,,,,,others,15,,,,,/ - Select City - / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -12448,0.75,/ Avare / Brazil,AS,,1985,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Avare / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -7086,1.0,/ Valenzuela / Philippines,AS,,46494,End Customer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,single-split,,,/ Valenzuela / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120, -119,1.0,/ VERAVAL / India,ID,0.0575342465753424,17558,End Customer,SMB,1.0,1.0,,1.0,purchasing,158,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ VERAVAL / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,166, -6543,0.25,/ Singen / Germany,AS,,47466,End Customer,Enterprise,105.0,,,,,265,Quotation or Purchase Consultation,heating,,,/ Singen / Germany,none,LGEDG,,0,0,,,,,126, -12123,1.0,/Cebu City/Philippines,ID,,24985,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,268, -20603,1.0,/PE/Recife/Brazil,AS,,2061,End Customer,Enterprise,,,,,engineering,209,Quotation or Purchase Consultation,chiller,,,/PE/Recife/Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,953, -891,0.25,Corporate / /,ID,0.0446428571428571,28134,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -18459,0.0,/ / Peru,ID,0.0327868852459016,34086,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -3624,1.0,/ Monrovia / Liberia,AS,,16481,End Customer,Enterprise,,,,,arts and design,30,Quotation or Purchase Consultation,vrf,,,/ Monrovia / Liberia,partner,LGEAF,less than 3 months,0,0,,,,,104, -16524,0.0,/ / Italy,AS,,18678,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -14488,0.25,/ Maringá / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Maringá / Brazil,none,LGESP,,0,0,,,,,97, -12364,0.5,/ Denpasar / Indonesia,AS,,33811,End Customer,SMB,,,,,engineering,5,,vrf,,,/ Denpasar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -10878,0.0,/ / Brazil,ID,0.0749486652977412,47466,Specifier/ Influencer,Enterprise,53.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -7095,1.0,/ Sta cruz marinduque / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,15,Quotation or Purchase Consultation,single-split,,,/ Sta cruz marinduque / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616, -20251,1.0,"/Bogota, colombia./Colombia",AS,0.004,46442,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,1066,Product Information,etc.,,,"/Bogota, colombia./Colombia",manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,649, -8932,1.0,/ / Saudi Arabia,ID,0.0491803278688524,9903,Channel Partner,SMB,,,,,purchasing,19,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / Saudi Arabia,partner,LGESJ,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,209, -11952,0.0,/ / Brazil,ID,,30130,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -9707,0.25,Cloud IT / Monroe / United States,IT,,14748,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Monroe / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -10429,1.0,/Zapopan/Mexico,AS,0.0039370078740157,32708,End Customer,SMB,,,,,administrative,50,Quotation or Purchase Consultation,etc.,,,/Zapopan/Mexico,others,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Distribution Center,42, -13075,0.75,/Doral/El Salvador,AS,,35312,,Enterprise,,,,,engineering,3,,vrf,,,/Doral/El Salvador,intern,LGEPS,3 months ~ 6 months,0,0,,,,,654, -20337,1.0,/ Concórdia / Brazil,ID,0.1241217798594847,35878,End Customer,SMB,1.0,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,hotel tv,,,/ Concórdia / Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -6747,0.25,7657 Thornlee Dr. / FL / United States,AS,,44640,,Enterprise,,,,,,55,Product Information,,,,7657 Thornlee Dr. / FL / United States,none,LGEUS,,0,0,,,,,731, -19408,0.5,/ Tijuana / Mexico,AS,0.0037878787878787,9212,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,42, -2196,1.0,/ Ara / India,ID,,36578,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Ara / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174, -10639,0.25,/ / Peru,ID,0.0749486652977412,10619,End Customer,SMB,0.0,1.0,,1.0,purchasing,35,,hotel tv,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,525, -19835,0.0,/ / Brazil,ID,0.0732484076433121,7026,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -1244,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374, -9380,1.0,/ Tabuk / Saudi Arabia,AS,0.0202020202020202,14714,End Customer,SMB,,,,,program and project management,119,Quotation or Purchase Consultation,ventilation,,,/ Tabuk / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6, -4018,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,59, -12099,0.5,/ / Hong Kong,ID,,16354,Service Partner,SMB,,,,,marketing,7,Quotation or Purchase Consultation,standard signage,UH5F Series,43UH5F-B,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337, -4305,0.25,/ Hyderabad / India,AS,,44643,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -16793,1.0,/ Baguio / Philippines,AS,,214,Specifier/ Influencer,Enterprise,,,,,engineering,29,Quotation or Purchase Consultation,multi-split,,,/ Baguio / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135, -20689,1.0,/Barauna-RN/Brazil,ID,0.0695652173913043,32779,End Customer,SMB,,,,,information technology,93,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Barauna-RN/Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167, -8883,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227, -3905,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47, -16703,0.25,corso italia 1 / milano / Italy,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,corso italia 1 / milano / Italy,others,LGEIS,,0,0,,,,,341, -19618,1.0,/Londrina/Brazil,ID,0.0732484076433121,44869,End Customer,SMB,0.0,,,,administrative,207,Quotation or Purchase Consultation,led signage,,,/Londrina/Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,279, -8983,0.75,/ Los Alamitos / United States,ID,0.1186440677966101,35758,End Customer,SMB,,,,,purchasing,53,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,,/ Los Alamitos / United States,none,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,311, -8510,1.0,/ mumbai / India,ID,0.0833333333333333,36304,End Customer,SMB,1.0,,,,finance,22,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ mumbai / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,174, -10019,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16003,0.25,/ Lazarevac / Serbia,AS,,2417,Channel Partner,SMB,,,,,,41,,heating,,,/ Lazarevac / Serbia,ceo/founder,LGEMK,,0,0,,,,,766, -1783,1.0,/ DUMKA / India,ID,,25538,,Enterprise,,,,,education,3,Others,interactive signage,,,/ DUMKA / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -15961,0.5,/ Quito / Ecuador,AS,,21709,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ Quito / Ecuador,trainee,LGEPS,less than 3 months,0,0,,,,,654, -14115,0.25,/ Recife Pernambuco / Brazil,AS,,33285,End Customer,Enterprise,,,,,entrepreneurship,3,,,,,/ Recife Pernambuco / Brazil,entry level,LGESP,,0,0,,,,,97, -15378,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103, -13921,0.25,/ Recife / Brazil,AS,,6802,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Recife / Brazil,entry level,LGESP,,0,0,,,,,97, -10660,1.0,/São Paulo/Brazil,ID,0.0749486652977412,8200,Service Partner,SMB,,1.0,,1.0,administrative,148,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278, -17891,0.75,/ / Peru,ID,0.0327868852459016,41815,End Customer,SMB,0.0,,,,education,59,Quotation or Purchase Consultation,led signage,,LAEC018,/ / Peru,director,LGEPR,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -14911,0.25,/ São Paulo / Brazil,AS,,28889,Specifier/ Influencer,Enterprise,20.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -18599,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -3285,0.25,/ /,ID,,25728,,Enterprise,,,,,,84,,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,448, -4806,0.25,/New Delhi/India,AS,,41597,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,129, -7151,0.75,/ Makati / Philippines,AS,,42837,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Makati / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733, -10864,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,278, -1495,0.75,/ Jakarta / Indonesia,ID,,33799,End Customer,SMB,,,,,business development,71,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3DK,/ Jakarta / Indonesia,none,LGEIN,6 months ~ 9 months,0,0,,,,,313, -17856,0.75,/ / Peru,ID,0.0327868852459016,6353,End Customer,Enterprise,,,,,others,29,Others,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,,258, -20413,0.0,4814 N 113Th St Hospitality / Omaha / United States,ID,,5978,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,4814 N 113Th St Hospitality / Omaha / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -17764,0.75,/ / Brazil,ID,0.0327868852459016,9670,,SMB,,,,,information technology,30,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -13304,0.25,/ 140201 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,multi-split,,,/ 140201 / India,none,LGEIL,,0,0,,,,,95, -7216,1.0,/ Quezon City / Philippines,AS,,43189,End Customer,Enterprise,,,,,operations,53,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,partner,LGEPH,3 months ~ 6 months,0,0,,,,,46, -9366,1.0,/Bokaro/India,AS,0.0714285714285714,36638,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,vrf,,,/Bokaro/India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Others,89, -6511,0.5,/ Cairo / Egypt,AS,,19392,End Customer,Enterprise,0.0,,,,engineering,55,Quotation or Purchase Consultation,chiller,,,/ Cairo / Egypt,trainee,LGEEG,,0,0,,,,,51, -9243,0.25,/ / Australia,ID,,42298,End Customer,SMB,,1.0,,1.0,entrepreneurship,23,,,,,/ / Australia,director,LGEAP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,156, -19724,1.0,/ GUARAPARI / Brazil,ID,0.0732484076433121,27675,Channel Partner,Enterprise,0.0,,,,administrative,893,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ GUARAPARI / Brazil,entry level,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -7201,1.0,/ BOAC (MARINDUQUE) / Philippines,AS,,11685,Specifier/ Influencer,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,,,,/ BOAC (MARINDUQUE) / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,46, -17476,1.0,/ St. Michael im Lungau / Germany,IT,,23684,End Customer,SMB,,,,,,181,Quotation or Purchase Consultation,laptop,,,/ St. Michael im Lungau / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,919, -10898,0.25,/ / Mexico,ID,0.0749486652977412,17263,End Customer,Enterprise,,1.0,,1.0,,3,,oled signage,,,/ / Mexico,entry level,LGEMS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,189, -17119,0.75,/Santiago/Chile,AS,,25567,,Enterprise,1.0,,,,engineering,3,,etc.,,,/Santiago/Chile,intern,LGECL,more than a year,0,0,,,,,728, -18283,0.0,/ / Peru,ID,0.0327868852459016,937,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -16094,0.25,/ الطائف / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,vrf,,,/ الطائف / Saudi Arabia,none,LGESJ,,0,0,,,,,6, -8309,0.0,/ / Peru,ID,0.0327868852459016,12855,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -1023,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -10144,1.0,/ Oklahoma City / United States,ID,0.4,29549,End Customer,SMB,,,,,engineering,200,Quotation or Purchase Consultation,oled signage,,,/ Oklahoma City / United States,c-level executive,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,867, -8839,0.25,100 Global Innovation Circle Cloud IT / Orlando / United States,IT,,25728,End Customer,Enterprise,,,,,,52,Quotation or Purchase Consultation,,,,100 Global Innovation Circle Cloud IT / Orlando / United States,none,LGEUS,,0,0,9.65915660650443e-05,,government department,General Government Office,448, -20934,0.0,/ / Peru,ID,0.0476190476190476,30758,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -19045,1.0,/ Bogotá / Colombia,ID,0.2692307692307692,44487,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,344, -6028,0.5,/ sao paulo / Brazil,AS,,46225,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ sao paulo / Brazil,others,LGESP,,0,0,,,,,97, -5027,0.25,/ Ba/Teixeira de Freitas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Ba/Teixeira de Freitas / Brazil,none,LGESP,,0,0,,,,,97, -20299,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,22095,End Customer,SMB,,1.0,,1.0,operations,159,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -9742,0.25,333 E Lemon St Cloud IT / Lakeland / United States,IT,,15833,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,333 E Lemon St Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -19026,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -10066,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -2087,1.0,/Ahmedabad/India,ID,,28394,,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,partner,LGEIL,less than 3 months,0,0,,,,,166, -383,0.25,Corporate / /,ID,0.0446428571428571,28193,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -3101,0.5,/ Mumbai / India,ID,,46791,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,standard signage,UH7F-H Series,,/ Mumbai / India,none,LGEIL,less than 3 months,0,0,,,,,145, -20773,1.0,/ Rio de Janeiro / Brazil,ID,0.0476190476190476,9,End Customer,SMB,,,,,administrative,168,Quotation or Purchase Consultation,video wall signage,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -5369,0.5,/São Paulo/Brazil,AS,,39566,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -4141,0.25,/ Davao / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Davao / Philippines,none,LGEPH,,0,0,,,,,121, -7107,0.75,/ Davao / Philippines,AS,,843,End Customer,Enterprise,,,,,engineering,4,,chiller,,,/ Davao / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135, -4088,0.25,/ Iloilo / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Iloilo / Philippines,none,LGEPH,,0,0,,,,,666, -18801,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4192,0.25,/ Kottayam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,,,,,34, -19135,1.0,/ NEW YORK / United States,IT,0.6428571428571429,45754,End Customer,SMB,,,,,research,14,Quotation or Purchase Consultation,monitor,,,/ NEW YORK / United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,827, -4496,0.25,/ Tirupathi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Tirupathi / India,none,LGEIL,,0,0,,,,,115, -15121,0.5,"Calle del trigal 255, quilicura / Santiago / Chile",AS,,18870,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,"Calle del trigal 255, quilicura / Santiago / Chile",others,LGECL,less than 3 months,0,0,,,,,728, -20409,0.25,3713 Sandhurst Drive Hospitality / Flower Mound / United States,ID,,31043,End Customer,SMB,13.0,1.0,,1.0,,3,,hotel tv,,,3713 Sandhurst Drive Hospitality / Flower Mound / United States,director,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -9730,0.25,6102 Sweet William Terrace Cloud IT / Lan O Lakes / United States,IT,,41070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6102 Sweet William Terrace Cloud IT / Lan O Lakes / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -20025,1.0,/นนทบุรี/Thailand,AS,0.0227272727272727,47357,End Customer,Enterprise,,,,,engineering,16,Others,vrf,,,/นนทบุรี/Thailand,manager,LGETH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,726, -17128,0.75,/ santiago / Chile,AS,,21633,Channel Partner,SMB,,,,,engineering,67,,vrf,,,/ santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728, -11263,1.0,/ Gurugram / India,ID,,32341,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,0,0,,,,,181, -10485,1.0,/Zacatecas/Mexico,ID,0.0749486652977412,24949,Specifier/ Influencer,SMB,,1.0,,1.0,purchasing,144,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/Zacatecas/Mexico,c-level executive,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Mining,263, -14757,0.5,/ Florianópolis / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Florianópolis / Brazil,partner,LGESP,,0,0,,,,,97, -6093,0.25,/ Catanduva SP / Brazil,AS,,4935,,Enterprise,,,,,administrative,3,,multi-split,,,/ Catanduva SP / Brazil,others,LGESP,,0,0,,,,,97, -8354,0.25,Po Box 129 Education / Guntersville / United States,ID,0.3902439024390244,18823,End Customer,SMB,,,,,,38,Quotation or Purchase Consultation,,,,Po Box 129 Education / Guntersville / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,501, -14002,0.5,/ Santa Cruz do Capibaribe pe / Brazil,AS,,43026,End Customer,Enterprise,12.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Santa Cruz do Capibaribe pe / Brazil,entry level,LGESP,,0,0,,,,,97, -7253,1.0,/ Cavite / Philippines,AS,,11578,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Cavite / Philippines,others,LGEPH,more than a year,0,0,,,,,46, -9151,1.0,/ Mumbai / India,AS,0.0289855072463768,8005,Specifier/ Influencer,Enterprise,0.0,,,,program and project management,75,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,76, -8222,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302, -5248,0.5,/ Sbc / Brazil,AS,,11772,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sbc / Brazil,others,LGESP,,0,0,,,,,97, -2136,1.0,/Bangalore/India,ID,,39762,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,trainee,LGEIL,more than a year,0,0,,,,,146, -11329,0.75,/ istanbul / Türkiye,ID,,25810,End Customer,SMB,,,,,entrepreneurship,60,Others,standard signage,UH5F-H Series,75UH5F-H,/ istanbul / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285, -8067,1.0,/ / Saudi Arabia,ID,0.043103448275862,11413,End Customer,SMB,,,,,operations,55,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295, -127,1.0,Dana Point / CA / United States,ID,0.0446428571428571,42330,,SMB,,1.0,,1.0,business development,36,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,Dana Point / CA / United States,ceo/founder,LGEUS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,311, -16260,0.0,/ / Greece,AS,,28894,Specifier/ Influencer,Enterprise,,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732, -20255,1.0,/ İstanbul / Türkiye,AS,0.0196078431372549,31543,End Customer,SMB,,,,,administrative,45,Quotation or Purchase Consultation,etc.,,,/ İstanbul / Türkiye,ceo/founder,LGETK,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,103, -11098,1.0,/ Nürnberg / Germany,IT,,46057,End Customer,SMB,,,1.0,1.0,consulting,113,Quotation or Purchase Consultation,,All Monitors,,/ Nürnberg / Germany,partner,LGEDG,less than 3 months,1,0,0.0030792876608617,,corporate / office,,428, -211,0.5,/ Louisville / United States,ID,0.0446428571428571,10577,,SMB,,1.0,,1.0,,113,Quotation or Purchase Consultation,standard signage,Digital Signage or Commercial TVs,Conference room,/ Louisville / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,333, -13254,0.25,/Surabaya/Indonesia,AS,,34068,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Surabaya/Indonesia,none,LGEIN,,0,0,,,,,670, -17474,1.0,/ / Germany,IT,,42511,End Customer,SMB,,,,,,137,Quotation or Purchase Consultation,,,,/ / Germany,ceo/founder,LGEDG,less than 3 months,0,0,,,,,428, -8767,1.0,//India,ID,0.0531914893617021,20706,End Customer,Enterprise,,,,,administrative,124,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,//India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,166, -634,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -120,1.0,/GURUGRAM/India,ID,0.0575342465753424,18236,Service Partner,SMB,,1.0,,1.0,media and communication,154,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/GURUGRAM/India,associate/analyst,LGEIL,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174, -9585,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -4328,0.25,/ HYDERABAD / India,AS,,40853,End Customer,Enterprise,,,,,,206,Quotation or Purchase Consultation,multi-split,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4, -11020,1.0,/ Santiago / Chile,ID,0.0749486652977412,34462,End Customer,Enterprise,,1.0,,1.0,others,68,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ Santiago / Chile,partner,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580, -6794,0.25,101 Gosai Dr / PA / United States,AS,,5976,,Enterprise,0.0,,,,,199,Product Information,,,,101 Gosai Dr / PA / United States,none,LGEUS,,0,0,,,,,730, -13355,0.25,/ Chandigarh / India,AS,,5303,,Enterprise,1.0,,,,,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672, -11891,0.5,/Ludhiana/India,ID,,17054,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Ludhiana/India,director cum faculty at gaining apex coaching centre,LGEIL,,0,0,,,,,174, -14367,0.25,/ PA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ PA / Brazil,none,LGESP,,0,0,,,,,97, -17517,0.0,/ / Germany,IT,,43802,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -4913,0.5,/ São Paulo / Brazil,AS,,7883,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -10489,1.0,/ Buenos Aires / Argentina,ID,0.0749486652977412,20667,End Customer,Enterprise,26.0,1.0,,1.0,arts and design,27,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Buenos Aires / Argentina,partner,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,325, -7040,0.25,/ Riyadh / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,55,Quotation or Purchase Consultation,vrf,,,/ Riyadh / Saudi Arabia,none,LGESJ,,0,0,,,,,45, -7281,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -17518,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -19443,1.0,/ León / Mexico,AS,0.0037878787878787,6413,End Customer,Enterprise,,,,,others,61,Quotation or Purchase Consultation,,,,/ León / Mexico,ceo/founder,LGEMS,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42, -11976,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316, -9498,1.0,/ Jammu / India,ID,,36646,Service Partner,Enterprise,,,,,information technology,128,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ Jammu / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174, -20088,1.0,/ MG / Brazil,AS,0.004,473,End Customer,Enterprise,,,,,others,80,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -5738,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97, -10905,0.25,/ / Peru,ID,0.0749486652977412,29293,Channel Partner,SMB,,1.0,,1.0,,3,,led signage,,,/ / Peru,manager,LGEPR,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,258, -15509,0.25,/ القاهرة / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,39,Quotation or Purchase Consultation,single-split,,,/ القاهرة / Egypt,none,LGEEG,,0,0,,,,,51, -17961,0.0,/ / India,ID,0.0311958405545927,5339,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -3834,1.0,/ Sohar / Oman,AS,,31360,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,multi-split,,,/ Sohar / Oman,entry level,LGEGF,less than 3 months,0,0,,,,,25, -21118,1.0,/ الدمام / Saudi Arabia,AS,,47069,End Customer,Enterprise,,,,,administrative,45,Quotation or Purchase Consultation,ventilation,,,/ الدمام / Saudi Arabia,partner,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,44, -18325,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -12731,0.75,/ GUATEMALA / Guatemala,AS,,15205,Channel Partner,SMB,,,,,administrative,3,,vrf,,,/ GUATEMALA / Guatemala,partner,LGEPS,less than 3 months,0,0,,,,,654, -13467,0.0,/ / India,AS,,2852,End Customer,Enterprise,74.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -14618,0.25,/ PR / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,114,Quotation or Purchase Consultation,,,,/ PR / Brazil,none,LGESP,,0,0,,,,,97, -13315,0.25,/ Pondicherry / India,AS,,47466,End Customer,Enterprise,19.0,,,,,25,Quotation or Purchase Consultation,,,,/ Pondicherry / India,none,LGEIL,,0,0,,,,,19, -19530,0.25,"j.p.laurel ave., davao city / Davao City / Philippines",AS,0.04,36059,Specifier/ Influencer,Enterprise,25.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,"j.p.laurel ave., davao city / Davao City / Philippines",none,LGEPH,,0,0,9.65915660650443e-05,0.0227272727272727,government department,,599, -11663,0.25,/ Madhepura / India,ID,,11514,End Customer,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Madhepura / India,none,LGEIL,,0,0,,,,,155, -8252,0.25,/ / Australia,ID,0.2142857142857142,1192,Channel Partner,SMB,,,,,product management,77,,,,,/ / Australia,manager,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,,156, -12421,1.0,/ SP / Brazil,AS,,2422,End Customer,Enterprise,,,,,engineering,1000,Usage or Technical Consultation,,,,/ SP / Brazil,entry level,LGESP,more than a year,0,0,,,,,97, -7975,0.25,Cloud IT / / United States,IT,,2470,,SMB,,,,,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,436, -5731,0.5,/ Itatiba / Brazil,AS,,14820,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Itatiba / Brazil,others,LGESP,,0,0,,,,,97, -20971,0.25,/ seattle / United States,ID,0.8333333333333334,310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ seattle / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,194, -18789,0.0,/ / Peru,ID,0.0327868852459016,30052,,Enterprise,,,,,information technology,47,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -8700,1.0,/Buenos Aires /Argentina,AS,0.0037878787878787,9524,,SMB,,,,,arts and design,13,Quotation or Purchase Consultation,multi-split,,,/Buenos Aires /Argentina,c-level executive,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742, -14099,0.25,/ São Paulo / Brazil,AS,,15668,Specifier/ Influencer,SMB,3.0,,,,operations,3,,,,,/ São Paulo / Brazil,entry level,LGESP,,0,0,,,,,97, -17877,0.75,/ / Colombia,ID,0.0327868852459016,28288,,Enterprise,3.0,,,,education,16,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344, -4105,0.25,/ Angeles city / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,101,Quotation or Purchase Consultation,etc.,,,/ Angeles city / Philippines,none,LGEPH,,0,0,,,,,46, -3357,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479, -10846,0.0,/ / Brazil,ID,0.0749486652977412,39493,Channel Partner,SMB,5.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,317, -9355,1.0,/ Bangalore / India,AS,0.0714285714285714,24077,End Customer,SMB,1.0,,,,engineering,136,Quotation or Purchase Consultation,chiller,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,93, -10408,1.0,/ Hà Nội / Vietnam,AS,0.0666666666666666,42649,End Customer,Enterprise,,,,,business development,118,Quotation or Purchase Consultation,etc.,,,/ Hà Nội / Vietnam,entry level,LGEVH,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,970, -20152,0.25,/ Annaba / Algeria,AS,0.0196078431372549,41265,End Customer,Enterprise,,,,,,72,Quotation or Purchase Consultation,multi-split,,,/ Annaba / Algeria,none,LGEAS,,1,0,0.0011827288932506,0.0115830115830115,retail,,739, -5286,0.5,/Santo André/Brazil,AS,,9497,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97, -19096,0.0,/ / Peru,ID,0.2692307692307692,8271,,Enterprise,,,,,others,30,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258, -4903,0.5,/ São Paulo / Brazil,AS,,5873,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -1484,0.5,/ Houston / United States,ID,,24333,End Customer,SMB,0.0,,,,sales,397,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,,/ Houston / United States,none,LGEUS,,0,0,,,,,369, -11144,1.0,//Mexico,ID,,41880,,SMB,9.0,,,,operations,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,6 months ~ 9 months,0,0,,,,,189, -13137,0.75,/ Santiago / Chile,AS,,14724,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,9 months ~ 1 year,0,0,,,,,728, -19295,1.0,/Ilopolis RS/Brazil,AS,0.0037878787878787,43178,Specifier/ Influencer,Enterprise,,,,,sales,62,Trainings,etc.,,,/Ilopolis RS/Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -9462,1.0,//Australia,ID,1.0,46721,End Customer,SMB,,,,,human resources,285,Quotation or Purchase Consultation,one:quick series,,,//Australia,manager,LGEAP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,168, -9417,0.5,/ / Poland,ID,0.0416666666666666,14852,End Customer,SMB,,,,,information technology,343,Request for Partnership,oled signage,Transparent OLED Signage,55EW5PG-S,/ / Poland,manager,LGEPL,,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,343, -7371,1.0,/ SHAHABAD MARKANDA / India,AS,,11395,End Customer,Enterprise,,,,,purchasing,15,Quotation or Purchase Consultation,multi-split,,,/ SHAHABAD MARKANDA / India,director,LGEIL,less than 3 months,0,0,,,,,95, -20715,1.0,/ SAN FRANCISCO / Argentina,ID,0.25,13974,End Customer,Enterprise,,,,,community and social services,46,Quotation or Purchase Consultation,led signage,,,/ SAN FRANCISCO / Argentina,director,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325, -16852,1.0,/ Taguig / Philippines,AS,,555,End Customer,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,chiller,,,/ Taguig / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,135, -3217,0.25,/ / United States,ID,,22068,,SMB,,,,,,107,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -20750,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,13674,Specifier/ Influencer,SMB,,,,,information technology,177,Quotation or Purchase Consultation,video wall signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,480, -3662,0.75,/ NAIC CAVITE / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,,single-split,,,/ NAIC CAVITE / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -6456,0.25,/ Da nang / Vietnam,AS,,11240,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Da nang / Vietnam,c-level executive,LGEVH,,0,0,,,,,761, -207,1.0,/ / United States,ID,0.0446428571428571,3375,End Customer,SMB,,1.0,,1.0,others,238,Quotation or Purchase Consultation,led signage,LG Indoor LED,LSBE015,/ / United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,334, -1950,1.0,/Bathinda/India,ID,,44586,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bathinda/India,director,LGEIL,less than 3 months,0,0,,,,,165, -9209,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874, -18231,0.0,/ / Peru,ID,0.0327868852459016,17394,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -10013,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16700,0.25,/ / Italy,AS,,5674,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341, -288,0.75,/ / United States,ID,0.0446428571428571,42236,End Customer,SMB,,1.0,,1.0,information technology,215,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,none,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,353, -17020,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97, -6967,0.25,1106 W Magnolia Blvd. / CA / United States,AS,,31613,,SMB,,,,,,362,Others,,,,1106 W Magnolia Blvd. / CA / United States,none,LGEUS,,0,0,,,,,731, -8438,0.25,4851 N Twin Valley Road Education / Elverson / United States,IT,,43499,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,4851 N Twin Valley Road Education / Elverson / United States,none,LGEUS,,0,0,0.0005719551277132,,education,K12 Kindergarten & Schools,374, -11933,0.0,/ / Brazil,ID,,34530,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -12701,0.75,/ Sancristobal / Dominican Republic,AS,,29821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Sancristobal / Dominican Republic,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -9709,0.25,1201 West Peachtree Street Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree Street Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15389,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,88,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103, -1996,1.0,/ chennai / India,ID,,20356,,Enterprise,,,,,information technology,1,Quotation or Purchase Consultation,,,,/ chennai / India,director,LGEIL,less than 3 months,0,0,,,,,149, -17205,1.0,/ Ho Chi Minh / Vietnam,AS,,34765,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,entry level,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -18458,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -7099,1.0,/ Manila / Philippines,AS,,25940,,SMB,0.0,,,,consulting,19,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,120, -12525,0.75,/ สมุทรปราการ / Thailand,AS,,30293,Specifier/ Influencer,Enterprise,115.0,,,,engineering,16,,single-split,,,/ สมุทรปราการ / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,726, -19102,0.0,/ / United States,ID,,19489,,Enterprise,,,,,support,3,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,194, -5144,0.5,/ / Brazil,AS,,17238,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -2926,1.0,/ Riyadh / Saudi Arabia,ID,,28133,End Customer,Enterprise,,,,,purchasing,88,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,244, -7807,0.25,42 Merritt Rd. Education / South Glens Falls / United States,IT,,39519,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,42 Merritt Rd. Education / South Glens Falls / United States,none,LGEUS,,0,0,,,,,374, -11207,1.0,/ jaunpur / India,ID,,7195,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ jaunpur / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -13460,0.0,/ / India,AS,,13241,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -9396,1.0,/ Dammam / Saudi Arabia,ID,0.1136363636363636,2510,Channel Partner,SMB,,,,,sales,40,Others,led signage,,,/ Dammam / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,209, -11589,0.5,/ Gurgaon / India,ID,,43320,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Gurgaon / India,ceo/founder,LGEIL,,0,0,,,,,174, -19596,1.0,/ MARINGÁ / Brazil,ID,0.0732484076433121,26052,End Customer,Enterprise,4.0,,,,others,480,Quotation or Purchase Consultation,video wall signage,,,/ MARINGÁ / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,317, -8176,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276, -10029,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3664,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,2,,vrf,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -5026,0.25,/ FORTALEZA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ FORTALEZA / Brazil,none,LGESP,,0,0,,,,,97, -17814,0.75,/ / Chile,ID,0.0327868852459016,10370,,SMB,,,,,others,3,Others,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357, -12565,0.75,/ الظاهره / Oman,AS,,47174,End Customer,Enterprise,,,,,administrative,12,,chiller,,,/ الظاهره / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727, -20767,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166, -15204,0.5,/ Bogotá / Colombia,AS,,14345,Specifier/ Influencer,Enterprise,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39, -6865,0.25,7 Woodedge Lane / NY / United States,AS,,19804,,Enterprise,11.0,,,,,888,Product Information,,,,7 Woodedge Lane / NY / United States,none,LGEUS,,0,0,,,,,731, -11332,1.0,/ / Mexico,ID,,31864,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,189, -7044,0.25,/ Makkah/Jeddah / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,135,Quotation or Purchase Consultation,etc.,,,/ Makkah/Jeddah / Saudi Arabia,none,LGESJ,,0,0,,,,,13, -18903,1.0,//Mexico,ID,0.0327868852459016,21321,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,189, -9273,0.25,/ Jackson / United States,ID,,22734,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194, -8040,1.0,/BRENDALE/Australia,ID,0.1162790697674418,33406,Specifier/ Influencer,SMB,,,,,purchasing,274,Quotation or Purchase Consultation,hotel tv,,,/BRENDALE/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,553, -11978,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316, -784,0.25,/ Ontario / United States,ID,0.0446428571428571,22837,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Ontario / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194, -9211,0.75,/ / United Kingdom,ID,0.0169491525423728,38349,End Customer,SMB,,1.0,,1.0,information technology,357,Quotation or Purchase Consultation,hotel tv,,,/ / United Kingdom,none,LGEUK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,514, -12848,0.5,/ YOGYAKARTA / Indonesia,AS,,11084,Channel Partner,Enterprise,0.0,,,,,25,,vrf,,,/ YOGYAKARTA / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670, -20489,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,31819,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -11771,0.0,/ / India,ID,,823,,Enterprise,,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -8101,1.0,/ / United Kingdom,ID,0.0135135135135135,25035,Channel Partner,SMB,,,,,arts and design,1051,Request for Partnership,oled signage,Transparent OLED Signage,55EF5F-L,/ / United Kingdom,manager,LGEUK,9 months ~ 1 year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,185, -378,0.25,Corporate / /,ID,0.0446428571428571,12049,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -16646,0.25,/ Nocera superiore / Italy,AS,,14122,Channel Partner,SMB,1.0,,,,business development,3,,vrf,,,/ Nocera superiore / Italy,c-level executive,LGEIS,,0,0,,,,,341, -11500,0.75,/ / Peru,ID,,21655,,Enterprise,,,,,engineering,3,Technical Consultation,,,,/ / Peru,none,LGEPR,6 months ~ 9 months,0,0,,,,,258, -11010,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5630,End Customer,Enterprise,,1.0,,1.0,other,110,Quotation or Purchase Consultation,video wall signage,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167, -261,1.0,/ / South Africa,ID,0.075,16117,End Customer,SMB,,1.0,,1.0,marketing,108,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151, -16282,0.25,Via del Banco di Santo Spirito 3 / ROMA / Italy,AS,,3945,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via del Banco di Santo Spirito 3 / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -16057,0.0,3695 East Pomona Boulevard / Pomona / United States,AS,,31049,,SMB,,,,,business development,3,,ess,"Energy storage, Home automation, PV modules, Solar & water, Solar heating and cooling, hot water, po",,3695 East Pomona Boulevard / Pomona / United States,none,LGEUS,,0,0,,,,,731, -9942,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -520,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -471,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -20344,1.0,/ dolnyśląsk / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,others,102,Quotation or Purchase Consultation,hotel tv,,,/ dolnyśląsk / Poland,ceo/founder,LGEPL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169, -9542,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291, -8723,0.25,/ Kolasib / India,AS,0.0677966101694915,446,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ Kolasib / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7, -2066,1.0,/ Jalandhar / India,ID,,39952,,Enterprise,4.0,,,,administrative,119,Quotation or Purchase Consultation,interactive signage,,,/ Jalandhar / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,165, -16839,0.75,/ / Philippines,AS,,26209,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0, -4257,0.25,/ Hyderabad / India,AS,0.0677966101694915,34839,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,603, -10060,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -4315,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,vrf,,,/ Indore / India,none,LGEIL,,0,0,,,,,115, -13908,0.25,/ Vila Velha / Brazil,AS,,1022,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Vila Velha / Brazil,entry level,LGESP,,0,0,,,,,97, -20982,0.0,/ / Spain,ID,0.025,14723,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -20973,0.0,/ / Spain,ID,0.025,36246,End Customer,Enterprise,45.0,,,,engineering,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -844,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -4991,0.5,/Itatiba/Brazil,AS,,7876,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97, -21243,1.0,/ Jundiai / Brazil,ID,0.0422535211267605,20979,End Customer,Enterprise,,,,,others,109,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Jundiai / Brazil,others,LGESP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,480, -19826,0.0,/ / Brazil,ID,0.0732484076433121,23462,End Customer,SMB,24.0,,,,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -15888,0.5,/ Guatemala / Guatemala,AS,,44673,Specifier/ Influencer,SMB,8.0,,,,engineering,3,,multi-split,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654, -2634,1.0,/Avaré/Brazil,ID,,33115,End Customer,SMB,,,,,administrative,27,Quotation or Purchase Consultation,hotel tv,,,/Avaré/Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,572, -9894,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -17626,0.0,/ / Brazil,ID,0.0806916426512968,45686,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278, -13755,0.25,/ Salvador/BA / Brazil,AS,,16168,Specifier/ Influencer,SMB,0.0,,,,product management,3,,,,,/ Salvador/BA / Brazil,manager,LGESP,,0,0,,,,,97, -14297,0.25,/ SP/Bariri / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,11,Quotation or Purchase Consultation,multi-split,,,/ SP/Bariri / Brazil,none,LGESP,,0,0,,,,,97, -17974,0.0,/ / India,ID,0.0311958405545927,23187,,Enterprise,4.0,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -9727,0.25,3715 River Club Dr. Cloud IT / Cumming / United States,IT,,41043,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,3715 River Club Dr. Cloud IT / Cumming / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -6651,0.25,3805 HIGHWAY 79 S / TN / United States,AS,,11031,,SMB,,,,,,271,Services,,,,3805 HIGHWAY 79 S / TN / United States,none,LGEUS,,0,0,,,,,730, -10021,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -11077,1.0,irala 1950 /Buenos Aires/Argentina,ID,0.0749486652977412,12575,End Customer,SMB,122.0,1.0,,1.0,sales,18,Quotation or Purchase Consultation,other,,,irala 1950 /Buenos Aires/Argentina,other,LGEAR,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,345, -18705,0.0,/ / Peru,ID,0.0327868852459016,26034,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -4165,0.25,/ DAVAO / Philippines,AS,,36059,End Customer,Enterprise,25.0,,,,administrative,4,,vrf,,,/ DAVAO / Philippines,others,LGEPH,,0,0,,,,,599, -10672,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,38856,End Customer,SMB,,1.0,,1.0,sales,271,Technical Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167, -13307,0.25,/ Asansol / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600, -3973,1.0,/ Dubai / U.A.E,AS,,43165,End Customer,SMB,,,,,business development,101,Quotation or Purchase Consultation,vrf,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25, -397,0.25,Corporate / /,ID,0.0446428571428571,22288,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -688,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -1340,0.25,General / / United States,IT,0.0434782608695652,31998,End Customer,Enterprise,0.0,,1.0,1.0,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,Others,438, -12890,1.0,/ Amapá / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,454,Quotation or Purchase Consultation,multi-split,,,/ Amapá / Brazil,associate/analyst,LGESP,less than 3 months,0,0,,,,,97, -5526,0.5,/ São Paulo / Brazil,AS,,43767,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19806,0.25,/ / Brazil,ID,0.0732484076433121,37255,End Customer,SMB,,,,,sales,29,,,,,/ / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -15422,0.25,/ Bejaia / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Bejaia / Algeria,none,LGEAS,,0,0,,,,,757, -17652,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263, -13164,1.0,"/ Armenia, Quindío / Colombia",AS,,22354,End Customer,Enterprise,,,,,administrative,76,Quotation or Purchase Consultation,,,,"/ Armenia, Quindío / Colombia",intern,LGECB,less than 3 months,0,0,,,,,39, -3229,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18245,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586, -8745,1.0,/ test34 / Burkina Faso,AS,0.0496894409937888,42076,Specifier/ Influencer,SMB,0.0,,,,arts and design,6,Services,multi-split,,,/ test34 / Burkina Faso,partner,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,114, -12344,0.75,/ CITY OF SORSOGON (CAPITAL) / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,marketing,3,,,,,/ CITY OF SORSOGON (CAPITAL) / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616, -20534,0.75,/ Singapore / Singapore,AS,,5950,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split,Single-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,73, -11259,1.0,/ Ranchi / India,ID,,24393,,Enterprise,1.0,,,,,18,Technical Consultation,interactive signage,,,/ Ranchi / India,trainee,LGEIL,9 months ~ 1 year,0,0,,,,,174, -8456,1.0,/ 122505 / India,AS,0.4615384615384615,38658,End Customer,SMB,,,,,engineering,76,Quotation or Purchase Consultation,multi-split,,,/ 122505 / India,manager,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,9, -7145,1.0,/Paranaque/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/Paranaque/Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,0, -9640,1.0,/ Bangkok / Thailand,AS,,46671,End Customer,SMB,,,,,others,44,Services,etc.,,,/ Bangkok / Thailand,ceo/founder,LGETH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,736, -20553,1.0,/ São Paulo / SP / Brazil,AS,,7785,Specifier/ Influencer,SMB,,,,,administrative,57,Quotation or Purchase Consultation,vrf,,,/ São Paulo / SP / Brazil,associate/analyst,LGESP,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,97, -18379,0.0,/ / Peru,ID,0.0327868852459016,938,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -15999,0.0,/ / Canada,AS,,19873,,SMB,,,,,,3,,vrf,,,/ / Canada,none,LGECI,,0,0,,,,,142, -229,1.0,/ Trivandrum / India,ID,0.0575342465753424,39206,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,44,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,,/ Trivandrum / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,224, -20696,1.0,/ Caba / Argentina,ID,0.0695652173913043,24714,End Customer,Enterprise,,,,,others,138,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Caba / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325, -20437,0.0,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",ID,,3007,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564, -79,1.0,/ Ernakulam / India,AS,0.0888888888888888,449,End Customer,SMB,,,,,purchasing,672,Quotation or Purchase Consultation,single-split,,,/ Ernakulam / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,34, -8246,0.25,/ / Australia,ID,0.2142857142857142,31535,End Customer,SMB,,,,,education,12,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -7214,1.0,/ MAKATI CITY / Philippines,AS,,555,Specifier/ Influencer,SMB,,,,,consulting,52,Quotation or Purchase Consultation,vrf,,,/ MAKATI CITY / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135, -20735,1.0,/ Buenos Aires / Argentina,ID,0.25,205,End Customer,SMB,,,,,media and communication,139,Quotation or Purchase Consultation,led signage,,,/ Buenos Aires / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325, -137,1.0,/ Mehsana / India,ID,0.0575342465753424,27150,End Customer,SMB,,1.0,,1.0,information technology,30,Quotation or Purchase Consultation,standard signage,,,/ Mehsana / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,166, -2563,1.0,/ noida / India,ID,,40531,,Enterprise,,,,,education,53,Quotation or Purchase Consultation,,,,/ noida / India,director,LGEIL,less than 3 months,0,0,,,,,181, -1059,0.25,Corporate / /,ID,0.0446428571428571,27948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -18770,0.0,/ / Peru,ID,0.0327868852459016,14928,,Enterprise,,,,,arts and design,16,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -286,1.0,CA / city industry / United States,ID,0.0446428571428571,17597,End Customer,Enterprise,,1.0,,1.0,information technology,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,CA / city industry / United States,manager,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,351, -15456,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Specifier/ Influencer,Enterprise,,,,,media and communication,55,Quotation or Purchase Consultation,chiller,,,/ Hồ Chí Minh / Vietnam,intern,LGEVH,,0,0,,,,,745, -9923,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -11493,1.0,/mexico/Mexico,ID,,26946,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/mexico/Mexico,partner,LGEMS,less than 3 months,0,0,,,,,189, -1980,1.0,/ Delhi / India,ID,,32240,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174, -2658,1.0,/ / U.A.E,ID,,6244,End Customer,SMB,,,,,information technology,35,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -20120,1.0,/ MARAU / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,77,Quotation or Purchase Consultation,single-split,,,/ MARAU / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -12805,0.75,/ Jakarta / Indonesia,AS,,33973,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122, -159,1.0,/ GHAZIABAD / India,ID,0.0575342465753424,26211,End Customer,SMB,,1.0,,1.0,others,36,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,,/ GHAZIABAD / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,315, -990,0.25,Corporate / /,ID,0.0446428571428571,6485,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -12352,0.75,/ Yogyakarta / Indonesia,AS,,33798,Specifier/ Influencer,Enterprise,9.0,,,,sales,5,,multi-split,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122, -11984,0.75,/ / Poland,ID,,10851,End Customer,SMB,,,,,purchasing,193,Quotation or Purchase Consultation,hotel tv,,,/ / Poland,manager,LGEPL,less than 3 months,0,0,,,,,169, -3041,1.0,/ Delhi / India,ID,,13101,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Delhi / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,174, -10783,1.0,/Sinop/Brazil,ID,0.0749486652977412,15907,End Customer,Enterprise,,1.0,,1.0,purchasing,179,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/Sinop/Brazil,director,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480, -4748,0.25,/Mumbai/India,AS,,35329,End Customer,Enterprise,31.0,,,,engineering,17,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672, -12073,0.0,/ / United States,ID,,47463,,Enterprise,,,,,engineering,3,,,,,/ / United States,none,LGEUS,,0,0,,,,,194, -2509,1.0,/ Mumbai / India,ID,,36102,,Enterprise,,,,,education,57,Quotation or Purchase Consultation,,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -12139,1.0,/us/India,ID,,14632,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/us/India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174, -10648,1.0,//Argentina,ID,0.0749486652977412,44936,,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,other,,,//Argentina,other,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325, -5063,0.5,/São paulo/Brazil,AS,,44717,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São paulo/Brazil,c-level executive,LGESP,,0,0,,,,,97, -7681,0.75,/ Muscat / Oman,IT,,11757,Channel Partner,SMB,,,,,,1143,Quotation or Purchase Consultation,monitor,,,/ Muscat / Oman,none,LGEGF,3 months ~ 6 months,0,0,,,,,425, -9803,0.25,Cloud IT / Washington Township / United States,IT,,22359,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Washington Township / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -9760,0.25,6206Aviation Ave Rm 109 Cloud IT / Jacksonville / United States,IT,,26825,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,6206Aviation Ave Rm 109 Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -5624,0.5,/ Osasco / Brazil,AS,,32814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Osasco / Brazil,others,LGESP,,0,0,,,,,97, -14857,0.25,/ Salvador / Brazil,AS,,18152,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97, -6481,0.25,/ Giza / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,62,Quotation or Purchase Consultation,multi-split,,,/ Giza / Egypt,none,LGEEG,,0,0,,,,,56, -1788,1.0,/ / India,ID,,28421,End Customer,Enterprise,,,,,education,19,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222, -16199,0.25,/ Singapore / Singapore,AS,,10689,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,others,LGESL,,0,0,,,,,73, -19840,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -17292,1.0,/Cairo/Egypt,AS,,29452,,SMB,,,,,purchasing,15,Others,etc.,,,/Cairo/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -3176,0.25,/ / United States,ID,,27470,,SMB,,,,,,105,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -1710,1.0,/ Chennai / India,ID,,18754,,Enterprise,,,,,,17,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -9888,0.25,Cloud IT / Farmington / United States,IT,,29708,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Farmington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4350,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,32,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2, -13391,0.25,/ Noida / India,AS,,3336,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115, -11665,0.5,/ Pune / India,ID,,6558,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148, -7325,0.5,/ Jakarta / Indonesia,AS,,11127,Channel Partner,Enterprise,,,,,marketing,3,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -7470,1.0,/ Cairo / Egypt,AS,,19894,End Customer,Enterprise,,,,,others,44,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -15846,0.5,/ Guatemala / Guatemala,AS,,27701,End Customer,Enterprise,,,,,business development,3,,multi-split,,,/ Guatemala / Guatemala,manager,LGEPS,less than 3 months,0,0,,,,,654, -13341,0.25,/ New delhi / India,AS,,12156,End Customer,Enterprise,,,,,,34,Quotation or Purchase Consultation,vrf,,,/ New delhi / India,none,LGEIL,,0,0,,,,,608, -19130,1.0,/ Berlin / Germany,IT,0.2307692307692307,28078,Channel Partner,SMB,,,,,healthcare services,219,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838, -1341,0.25,Cloud IT / Indianapolis / United States,IT,0.0434782608695652,3017,End Customer,SMB,,,1.0,1.0,,70,Quotation or Purchase Consultation,,,,Cloud IT / Indianapolis / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,436, -10504,1.0,/ Qracaju / Brazil,ID,0.0749486652977412,30071,Specifier/ Influencer,Enterprise,,1.0,,1.0,administrative,27,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Qracaju / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,316, -129,0.75,/ / Saudi Arabia,ID,0.075,15444,End Customer,SMB,,1.0,,1.0,legal,4,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,55EF5K-P,/ / Saudi Arabia,none,LGESJ,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Insurance,209, -10085,1.0,/Penang/Malaysia,IT,,32125,End Customer,SMB,,,,,information technology,252,Quotation or Purchase Consultation,projector,,,/Penang/Malaysia,manager,LGEML,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,828, -10545,1.0,/ śląskie / Poland,ID,0.0199004975124378,32075,End Customer,SMB,,1.0,,1.0,information technology,156,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,32SM5J-B,/ śląskie / Poland,others,LGEPL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,343, -12491,0.75,/ Bangkok / Thailand,AS,,39361,End Customer,SMB,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748, -4807,0.25,/New Delhi/India,AS,,13389,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9, -9989,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -15769,0.0,/ Tornesch / Germany,AS,,33333,,Enterprise,,,,,engineering,3,,,,,/ Tornesch / Germany,none,LGEDG,,0,0,,,,,126, -16046,0.5,/ Houston / United States,AS,,20439,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Houston / United States,director,LGEUS,less than 3 months,0,0,,,,,731, -7507,1.0,/6th October Second/Egypt,AS,,23763,End Customer,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,etc.,,,/6th October Second/Egypt,associate/analyst,LGEEG,less than 3 months,0,0,,,,,51, -2258,1.0,/ / U.A.E,ID,,19012,End Customer,SMB,,,,,human resources,65,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -13049,0.75,/ Quito / Ecuador,AS,,39307,Specifier/ Influencer,Enterprise,,,,,operations,3,,chiller,,,/ Quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -12348,1.0,/ Nairobi / Kenya,AS,,30200,Channel Partner,Enterprise,,,,,business development,66,Quotation or Purchase Consultation,etc.,,,/ Nairobi / Kenya,manager,LGEEF,less than 3 months,0,0,,,,,54, -4529,0.25,/ Gurgaon / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,multi-split,,,/ Gurgaon / India,none,LGEIL,,0,0,,,,,115, -11216,1.0,/ Hyderabad / India,ID,,46405,,Enterprise,,,,,entrepreneurship,16,Technical Consultation,interactive signage,,,/ Hyderabad / India,manager,LGEIL,less than 3 months,0,0,,,,,277, -15884,0.25,/ LIMA / Panama,AS,,1820,,Enterprise,,,,,,3,,vrf,,,/ LIMA / Panama,entry level,LGEPS,,0,0,,,,,654, -10584,1.0,/ Bogota / Colombia,ID,0.0749486652977412,518,End Customer,Enterprise,,1.0,,1.0,operations,82,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344, -10070,0.25,4615 University Dr Cloud IT / Durham / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4615 University Dr Cloud IT / Durham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -1828,1.0,/ Patna / India,ID,,26707,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,interactive signage,,,/ Patna / India,manager,LGEIL,more than a year,0,0,,,,,174, -15875,0.5,/ Guatemala / Guatemala,AS,,29136,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Guatemala / Guatemala,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -4063,0.5,/Palompoj/Philippines,AS,,31691,End Customer,Enterprise,,,,,education,15,Quotation or Purchase Consultation,multi-split,,,/Palompoj/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -21241,0.75,/ Düsseldorf / Germany,IT,,27280,End Customer,SMB,0.0,,,,others,377,Quotation or Purchase Consultation,,,,/ Düsseldorf / Germany,none,LGEDG,less than 3 months,0,0,2.5889552307882245e-05,,public facility,,428, -17259,1.0,/ Cairo / Egypt,AS,,17382,End Customer,Enterprise,,,,,arts and design,18,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,director,LGEEG,3 months ~ 6 months,0,0,,,,,51, -9541,1.0,"/ Tegucigalpa, Honduras / Panama",ID,0.0476190476190476,4494,End Customer,Enterprise,,,,,administrative,35,Others,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,"/ Tegucigalpa, Honduras / Panama",manager,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,240, -13003,0.75,/ / Mexico,AS,,35195,End Customer,Enterprise,,,,,product management,3,,single-split,,,/ / Mexico,associate/analyst,LGEMS,6 months ~ 9 months,0,0,,,,,42, -21328,0.25,/ / Italy,AS,,38783,End Customer,Enterprise,11.0,,,,engineering,3,,,,,/ / Italy,associate/analyst,LGEIS,,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,341, -1330,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43196,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -11292,0.75,/ / Brazil,ID,,31371,,SMB,,,,,others,3,Request for Partnership,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,317, -3299,0.25,//United States,ID,,25974,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310, -18075,0.25,/ / Chile,ID,0.0327868852459016,32706,Service Partner,Enterprise,,,,,,3,,interactive signage,,,/ / Chile,manager,LGECL,,0,0,0.0005719551277132,0.048629531388152,education,,580, -8068,1.0,/ / Saudi Arabia,ID,0.043103448275862,36543,End Customer,SMB,,,,,information technology,112,Quotation or Purchase Consultation,led signage,Curved Series,LAC025DD3,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295, -15184,0.25,/ Warszawa / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,668,Quotation or Purchase Consultation,heating,,,/ Warszawa / Poland,none,LGEPL,,0,0,,,,,694, -337,0.75,//U.A.E,ID,0.075,29384,End Customer,SMB,,1.0,,1.0,information technology,103,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",,//U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,308, -4875,0.25,/ Brasília / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ Brasília / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -11427,1.0,/Navi mumbai/India,ID,,1607,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Navi mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -13810,0.5,/ juruti para / Brazil,AS,,1950,Specifier/ Influencer,Enterprise,,,,,operations,3,,etc.,,,/ juruti para / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -8099,1.0,/ / South Africa,ID,0.043103448275862,15357,End Customer,SMB,,,,,quality assurance,223,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,151, -11171,1.0,/ Delhi / India,ID,,43059,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -2513,1.0,/Jaipur/India,ID,,29015,,Enterprise,,,,,education,75,other_,interactive digital board,,,/Jaipur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -2715,1.0,/ / U.A.E,ID,,14149,End Customer,SMB,,,,,media and communication,32,Quotation or Purchase Consultation,high brightness signage,,,/ / U.A.E,c-level executive,LGEGF,6 months ~ 9 months,0,0,,,,,209, -10727,1.0,/ Cali / Colombia,ID,0.0749486652977412,33691,Channel Partner,Enterprise,,1.0,,1.0,operations,219,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ Cali / Colombia,director,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,212, -7139,1.0,/ Quezon City / Philippines,AS,,11579,End Customer,Enterprise,0.0,,,,others,4,Quotation or Purchase Consultation,etc.,,,/ Quezon City / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46, -20096,1.0,/ Opolskie / Poland,AS,,32270,Channel Partner,Enterprise,,,,,entrepreneurship,103,Quotation or Purchase Consultation,monitor,,,/ Opolskie / Poland,manager,LGEPL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,694, -4354,0.25,/ Delhi / India,AS,,40851,End Customer,SMB,,,,,,90,Quotation or Purchase Consultation,,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9, -11507,0.75,Oman Muscat / Almodhaibi /,ID,,12432,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,Oman Muscat / Almodhaibi /,none,LGEUS,less than 3 months,0,0,,,,,194, -1844,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149, -4573,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,115, -6192,0.25,/ Goiânia / Brazil,AS,,31864,,Enterprise,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97, -17157,1.0,/ Mazowieckie/Warszawa / Poland,AS,,13205,Specifier/ Influencer,SMB,,,,,real estate,397,Usage or Technical Consultation,control,,,/ Mazowieckie/Warszawa / Poland,manager,LGEPL,more than a year,0,0,,,,,1056, -7525,0.75,/Cairo /Egypt,AS,,7204,End Customer,Enterprise,,,,,administrative,35,Others,heating,,,/Cairo /Egypt,none,LGEEG,less than 3 months,0,0,,,,,51, -3579,1.0,/ / Hong Kong,ID,,34073,Solution Eco-Partner,SMB,,,,,product management,80,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-A,/ / Hong Kong,director,LGEHK,3 months ~ 6 months,0,0,,,,,337, -14150,0.5,/ / Brazil,AS,,26817,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97, -11545,0.5,/ Siliguri / India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Siliguri / India,ceo/founder,LGEIL,,0,0,,,,,174, -8568,1.0,/ VIJAYAWADA / India,IT,,33105,End Customer,Enterprise,0.0,,,,surgery professional,62,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ VIJAYAWADA / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,404, -7753,0.5,/ San Juan /,IT,,37657,End Customer,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ San Juan /,none,LGEUS,less than 3 months,0,0,,,,,832, -3668,0.75,/ Sidoarjo / Indonesia,AS,,34057,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Sidoarjo / Indonesia,ceo/founder,LGEIN,3 months ~ 6 months,0,0,,,,,122, -9606,1.0,/ Mumbai / India,ID,,47466,End Customer,Enterprise,4.0,,,,education,22,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Mumbai / India,others,LGEIL,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,145, -10055,0.25,P.O. Box 100002 Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 100002 Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -13207,0.25,/Santolan Pasig/Philippines,AS,,14618,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/Santolan Pasig/Philippines,none,LGEPH,,0,0,,,,,135, -7735,0.0,/ / Germany,IT,,5113,End Customer,Enterprise,,,,,,66,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -7768,0.5,/ /,IT,,34311,End Customer,SMB,,,,,,206,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,333, -17758,1.0,/Rio De Janeiro/Brazil,ID,0.0327868852459016,21850,End Customer,SMB,,,,,education,250,Quotation or Purchase Consultation,interactive signage,TR3BF Series,75TR3BF-B,/Rio De Janeiro/Brazil,associate/analyst,LGESP,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342, -9816,0.25,Cloud IT / Yonkers / United States,IT,,28713,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Yonkers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -8235,0.0,/ kathua / India,ID,0.0311958405545927,44978,,Enterprise,,,,,education,3,,,,,/ kathua / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,165, -20329,1.0,/ Formiga / Brazil,ID,0.1241217798594847,6149,End Customer,Enterprise,,1.0,,1.0,administrative,142,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Formiga / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -15758,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -1117,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9531,1.0,/ / France,ID,0.025,46816,End Customer,SMB,,,,,curation,506,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / France,manager,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,261, -12340,1.0,/ manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ manila / Philippines,entry level,LGEPH,less than 3 months,0,0,,,,,616, -17506,0.25,/ / Poland,IT,,25323,Channel Partner,Enterprise,,,,,education,3,,,,,/ / Poland,manager,LGEPL,,0,0,,,,,800, -15213,0.5,/ Novia / Colombia,AS,,32166,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Novia / Colombia,director,LGECB,less than 3 months,0,0,,,,,39, -14683,0.25,/ Recife / Brazil,AS,,3628,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,intern,LGESP,,0,0,,,,,97, -19161,1.0,/Sinop-mt/Brazil,ID,0.0538922155688622,19753,Channel Partner,Enterprise,,,,,sales,64,Request for Partnership,led signage,,,/Sinop-mt/Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487, -3648,0.5,/ / Philippines,AS,,42535,Specifier/ Influencer,SMB,0.0,,,,,15,,vrf,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15, -2291,1.0,/ / South Africa,ID,,5811,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -2398,0.75,Al qusais Industrial Area 5 / Dubai /,ID,,33262,End Customer,SMB,,,,,,101,Quotation or Purchase Consultation,,,,Al qusais Industrial Area 5 / Dubai /,none,LGEUS,less than 3 months,0,0,,,,,194, -19774,1.0,"P.zza Buffoni, 5 / Gallarate / Italy",ID,,43792,End Customer,SMB,,,,,entrepreneurship,220,Quotation or Purchase Consultation,video wall signage,,,"P.zza Buffoni, 5 / Gallarate / Italy",ceo/founder,LGEIS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,302, -9571,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -15176,0.25,/ Gdańsk / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,55,Quotation or Purchase Consultation,heating,,,/ Gdańsk / Poland,none,LGEPL,,0,0,,,,,642, -21242,1.0,/ Budapest / Hungary,IT,,14764,End Customer,SMB,,,,,purchasing,206,Quotation or Purchase Consultation,monitor,,,/ Budapest / Hungary,director,LGEMK,3 months ~ 6 months,0,0,2.5889552307882245e-05,,public facility,Others,158, -11736,0.0,/ / India,ID,,37175,,Enterprise,2.0,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -19792,1.0,/ Rosario - Santa Fe / Argentina,ID,0.0732484076433121,13456,End Customer,SMB,,,,,administrative,466,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ Rosario - Santa Fe / Argentina,others,LGEAR,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,325, -2,1.0,/ Bengalore / India,AS,0.0888888888888888,2702,End Customer,SMB,,,,,others,202,Quotation or Purchase Consultation,etc.,,,/ Bengalore / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,30, -1384,1.0,/ Nanded / India,ID,,29470,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nanded / India,director,LGEIL,less than 3 months,0,0,,,,,174, -2242,1.0,/ / U.A.E,ID,,5825,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -5080,0.5,/ São Paulo / Brazil,AS,,4077,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -17424,1.0,Ayias Zonis 60 C Limassol //Greece,AS,,25472,Channel Partner,SMB,,,,,administrative,3,Quotation or Purchase Consultation,vrf,,,Ayias Zonis 60 C Limassol //Greece,ceo/founder,LGEHS,more than a year,0,0,,,,,1040, -8681,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4, -5055,0.5,/ São Paulo / Brazil,AS,,16203,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97, -3634,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -11248,1.0,/ Jaipur / India,ID,,4781,,SMB,1.0,,,,operations,9,Others,interactive signage,,,/ Jaipur / India,vice president,LGEIL,more than a year,0,0,,,,,174, -13621,0.25,/ RJ / Brazil,AS,,12796,Specifier/ Influencer,Enterprise,1.0,,,,operations,3,,,,,/ RJ / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -18612,0.0,/ / Peru,ID,0.0327868852459016,21901,,Enterprise,,,,,education,67,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -2143,1.0,/ Kolkata / India,ID,,37285,,Enterprise,,,,,education,14,Technical Consultation,interactive signage,,,/ Kolkata / India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -6575,0.25,/ Seattle / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,605,Quotation or Purchase Consultation,etc.,,,/ Seattle / United States,none,LGEUS,,0,0,,,,,731, -19090,0.0,/ / Peru,ID,0.2692307692307692,32257,,Enterprise,,,,,operations,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258, -19690,0.75,/ /,ID,0.0732484076433121,31722,,SMB,,,,,marketing,3,Others,,,,/ /,none,LGEPS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),238, -8695,1.0,/ Hyderabad / India,AS,0.0677966101694915,29087,End Customer,Enterprise,,,,,sales,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,603, -2758,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185, -3633,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -18966,1.0,/ MG/Montes Claros / Brazil,AS,0.0681818181818181,36,End Customer,Enterprise,16.0,,,,finance,123,Quotation or Purchase Consultation,single-split,,,/ MG/Montes Claros / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97, -10082,0.5,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,IT,,30070,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,,,,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8988,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209, -9201,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146, -17296,1.0,/ México / Mexico,AS,,27067,End Customer,SMB,,,,,military and protective services,3,Usage or Technical Consultation,multi-split,,,/ México / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -18463,0.0,/ / Peru,ID,0.0327868852459016,15183,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10713,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278, -20691,1.0,/ São Luís / Brazil,ID,0.0695652173913043,2325,End Customer,Enterprise,2.0,,,,operations,166,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ São Luís / Brazil,intern,LGESP,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167, -9636,1.0,/ Mandaluyong City / Philippines,AS,,23039,End Customer,SMB,,,,,operations,60,Usage or Technical Consultation,ventilation,,,/ Mandaluyong City / Philippines,director,LGEPH,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,121, -4622,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,19,Quotation or Purchase Consultation,single-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9, -18258,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -15257,0.5,/ Barranquilla / Colombia,AS,,28166,End Customer,Enterprise,,,,,,143,Quotation or Purchase Consultation,multi-split,,,/ Barranquilla / Colombia,none,LGECB,less than 3 months,0,0,,,,,699, -17257,1.0,/ Madinaty / Egypt,AS,,35072,Specifier/ Influencer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,,,,/ Madinaty / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51, -8753,1.0,/ / Australia,ID,,4425,End Customer,SMB,,,,,operations,146,Quotation or Purchase Consultation,hotel tv,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,553, -19499,0.0,/ / Peru,ID,0.0544217687074829,9515,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258, -7148,0.75,/ Davao / Philippines,AS,,42531,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Davao / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -6399,0.25,/ Merseyside / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,42,Quotation or Purchase Consultation,etc.,,,/ Merseyside / United Kingdom,none,LGEUK,,0,0,,,,,755, -14650,0.25,/ Mandaguari-Pr / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,ventilation,,,/ Mandaguari-Pr / Brazil,none,LGESP,,0,0,,,,,97, -3440,1.0,/ Patiala / India,ID,,40531,,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174, -9496,1.0,/ Noida / India,ID,,30993,Channel Partner,Enterprise,9.0,,,,others,240,Request for Partnership,interactive signage,UHD IR-type Touch CreateBoard,75TR3PJ-B,/ Noida / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174, -3199,0.25,/ / United States,ID,,29991,,Enterprise,3.0,,,,,111,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360, -6378,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,653,Quotation or Purchase Consultation,single-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755, -17607,1.0,/ Copiapo / Chile,ID,0.0806916426512968,18182,End Customer,Enterprise,,,,,operations,75,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,55VX1D,/ Copiapo / Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580, -4346,0.25,/ Ekangersarai / India,AS,,36369,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Ekangersarai / India,none,LGEIL,,0,0,,,,,600, -19193,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480, -17074,1.0,/ NSW / Australia,AS,,11300,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138, -361,0.5,/ Pittsburgh / United States,ID,0.0446428571428571,12123,End Customer,SMB,,1.0,,1.0,others,196,Others,led signage,Transparent LED Film,LAT140,/ Pittsburgh / United States,none,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,368, -6594,0.25,/ Davison / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,13,Quotation or Purchase Consultation,etc.,,,/ Davison / United States,none,LGEUS,,0,0,,,,,730, -14657,0.25,/ Serra Negra SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,chiller,,,/ Serra Negra SP / Brazil,none,LGESP,,0,0,,,,,97, -2192,1.0,/ Pune / India,ID,,15865,,Enterprise,,,,,media and communication,32,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174, -10536,1.0,/ Espírito Santo do Pinhal / Brazil,ID,0.0749486652977412,10215,End Customer,Enterprise,,1.0,,1.0,arts and design,139,Quotation or Purchase Consultation,interactive signage,,,/ Espírito Santo do Pinhal / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167, -4087,0.25,/ barangay alupay rosario batangas / Philippines,AS,,42604,End Customer,Enterprise,,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ barangay alupay rosario batangas / Philippines,none,LGEPH,,0,0,,,,,750, -6521,0.5,/ AL-Ayat - Giza / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,74,Quotation or Purchase Consultation,heating,,,/ AL-Ayat - Giza / Egypt,trainee,LGEEG,,0,0,,,,,51, -17555,0.5,/ /,IT,,41360,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,360, -53,1.0,/ bangalore / India,AS,0.0888888888888888,11056,End Customer,SMB,,,,,program and project management,71,Quotation or Purchase Consultation,vrf,,,/ bangalore / India,others,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,30, -14899,0.5,/ / Brazil,AS,,23165,Specifier/ Influencer,SMB,,,,,others,3,,etc.,,,/ / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -7195,0.75,/ Iloilo City / Philippines,AS,,27715,End Customer,Enterprise,,,,,engineering,4,,vrf,,,/ Iloilo City / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135, -9235,0.75,/ Bhopal / India,ID,,1194,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ Bhopal / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222, -3374,1.0,/Coimbatore/India,ID,,19374,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,149, -1760,1.0,/Jabalpur/India,ID,,13151,,Enterprise,,,,,healthcare services,17,Technical Consultation,interactive digital board,,,/Jabalpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222, -12537,1.0,/สมุทรปราการ/Thailand,AS,,47301,,Enterprise,,,,,others,11,Others,,,,/สมุทรปราการ/Thailand,others,LGETH,less than 3 months,0,0,,,,,737, -3118,0.25,/ / India,ID,,45579,Service Partner,SMB,,,,,purchasing,166,Quotation or Purchase Consultation,standard signage,UHD TV Signage,55UR640S (ASIA),/ / India,none,LGEIL,,0,0,,,,,174, -2786,1.0,/ / Türkiye,ID,,46480,End Customer,SMB,,,,,media and communication,124,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285, -19210,1.0,/Balneário Camboriu/Brazil,ID,0.0538922155688622,28452,Channel Partner,SMB,,,,,entrepreneurship,143,Request for Partnership,led signage,LG LED All-in-One Smart Series,LAEC015,/Balneário Camboriu/Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,487, -1338,0.25,Cloud IT / / United States,IT,0.0434782608695652,39270,,SMB,,,1.0,1.0,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436, -11524,1.0,/Sangrur/India,ID,,6365,,Enterprise,,,,,business development,18,Technical Consultation,interactive digital board,,,/Sangrur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4402,0.25,/ Chandausi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Chandausi / India,none,LGEIL,,0,0,,,,,17, -7098,1.0,/ Las Piñas City / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,14,Quotation or Purchase Consultation,vrf,,,/ Las Piñas City / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616, -9806,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -20269,0.75,"/ La Paz, Bolivia / Mexico",IT,,43852,End Customer,Enterprise,,,,,entrepreneurship,95,Quotation or Purchase Consultation,projector,,,"/ La Paz, Bolivia / Mexico",none,LGEMS,less than 3 months,1,0,0.0011827288932506,,retail,Other Stores,878, -3332,0.25,/Michigan /United States,ID,,5617,,Enterprise,,,,,,10,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Michigan /United States,none,LGEUS,,0,0,,,,,205, -1717,1.0,/Kochi/India,ID,,11555,,SMB,,,,,entrepreneurship,33,Quotation or Purchase Consultation,interactive digital board,,,/Kochi/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,224, -8633,1.0,//India,ID,0.0172413793103448,45031,End Customer,Enterprise,,,,,arts and design,195,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,174, -1456,1.0,/ / South Africa,ID,,14816,End Customer,SMB,0.0,,,,information technology,36,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -8927,0.5,/ College Station / United States,ID,0.1186440677966101,26412,End Customer,Enterprise,,,,,others,89,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (NA),/ College Station / United States,none,LGEUS,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,206, -1608,1.0,/ Longowal / India,ID,,36341,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive signage,,,/ Longowal / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -3174,0.25,//United States,ID,,29693,,SMB,,,,,,136,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,360, -13293,0.25,/ JAKARTA / Indonesia,AS,,27731,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ JAKARTA / Indonesia,c-level executive,LGEIN,,0,0,,,,,670, -5096,0.5,/Teresina/Brazil,AS,,15095,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Teresina/Brazil,others,LGESP,,0,0,,,,,97, -10292,1.0,/ Ciudad de México / Mexico,AS,0.0039370078740157,10340,Specifier/ Influencer,Enterprise,,,,,program and project management,21,Quotation or Purchase Consultation,vrf,,,/ Ciudad de México / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42, -10982,0.25,/ / Hong Kong,ID,0.0843373493975903,39669,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,195, -11063,1.0,//Mexico,ID,0.0749486652977412,12550,,SMB,,1.0,,1.0,arts and design,3,Quotation or Purchase Consultation,,,,//Mexico,partner,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189, -16478,0.25,/ / Italy,AS,,14062,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ / Italy,entry level,LGEIS,,0,0,,,,,341, -5013,0.25,/ São Paulo / Brazil,AS,,5101,,Enterprise,,,,,,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97, -13132,0.75,/ Rancagua / Chile,AS,,9069,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Rancagua / Chile,ceo/founder,LGECL,9 months ~ 1 year,0,0,,,,,728, -3035,0.75,/Navi Mumbai/India,ID,,6656,End Customer,SMB,,,,,other,139,Quotation or Purchase Consultation,interactive signage,,,/Navi Mumbai/India,none,LGEIL,less than 3 months,0,0,,,,,145, -10850,0.0,Rua Nossa Senhora de Lourdes / / Brazil,ID,0.0749486652977412,45907,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,Rua Nossa Senhora de Lourdes / / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317, -7337,0.75,/ Jakarta Utara / Indonesia,AS,,33962,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta Utara / Indonesia,trainee,LGEIN,more than a year,0,0,,,,,723, -1679,1.0,/ Mumbai / India,ID,,44157,,Enterprise,,,,,engineering,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145, -16510,0.25,"via Carlo Buttarelli, 6 / Roma / Italy",AS,,14127,Channel Partner,SMB,25.0,,,,product management,3,,vrf,,,"via Carlo Buttarelli, 6 / Roma / Italy",director,LGEIS,,0,0,,,,,341, -7558,0.75,/ Alex / Egypt,AS,,16969,End Customer,Enterprise,3.0,,,,others,1,,,,,/ Alex / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -17564,1.0,/ Miltenberg / Germany,IT,,16334,End Customer,SMB,,,,,,314,Usage or Technical Consultation,,,,/ Miltenberg / Germany,director,LGEDG,less than 3 months,0,0,,,,,919, -434,0.0,Corporate / /,ID,0.0446428571428571,34963,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -11831,0.5,/ Dhanbad / India,ID,,11733,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,interactive signage,,,/ Dhanbad / India,others,LGEIL,,0,0,,,,,174, -3482,1.0,/Kolkata/India,ID,,13013,,Enterprise,1.0,,,,education,2,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,director,LGEIL,more than a year,0,0,,,,,174, -16759,0.25,Via Anticoli Corrado / Roma / Italy,AS,,4241,Channel Partner,SMB,18.0,,,,consulting,3,,vrf,,,Via Anticoli Corrado / Roma / Italy,others,LGEIS,,0,0,,,,,341, -18421,0.0,/ / Peru,ID,0.0327868852459016,20510,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,,258, -13156,1.0,/ wielkopolskie/Poznań / Poland,AS,,13889,End Customer,SMB,,,,,others,291,Quotation or Purchase Consultation,ventilation,,,/ wielkopolskie/Poznań / Poland,entry level,LGEPL,more than a year,0,0,,,,,1039, -14232,0.5,/ Rio de Janeiro / Brazil,AS,,1108,End Customer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,director,LGESP,,0,0,,,,,97, -5881,0.5,/ São Paulo / Brazil,AS,,26155,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -7272,0.75,/ / Philippines,AS,,1914,End Customer,SMB,17.0,,,,engineering,18,,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -3059,1.0,/ Tabuk / Saudi Arabia,ID,0.0491803278688524,20658,Channel Partner,SMB,,,,,program and project management,77,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Tabuk / Saudi Arabia,others,LGESJ,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,244, -15515,0.0,/ / Egypt,AS,,25103,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,/ / Egypt,none,LGEEG,,0,0,,,,,51, -8085,0.25,/ / United States,ID,0.3333333333333333,24691,Service Partner,Enterprise,0.0,,,,marketing,461,,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / United States,manager,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),448, -16798,1.0,/ Mandaluyong City / Philippines,AS,,32691,Specifier/ Influencer,Enterprise,0.0,,,,real estate,23,Quotation or Purchase Consultation,single-split,,,/ Mandaluyong City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -14292,0.25,/ Rio de Janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,158,Quotation or Purchase Consultation,vrf,,,/ Rio de Janeiro / Brazil,none,LGESP,,0,0,,,,,97, -2546,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174, -19758,1.0,/Ciudad de Mëxico/Mexico,ID,0.0732484076433121,15879,End Customer,SMB,,,,,engineering,279,Others,standard signage,UH7F Series,65UH7F-B,/Ciudad de Mëxico/Mexico,director,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203, -6019,0.5,/ Bauru / Brazil,AS,,26907,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Bauru / Brazil,others,LGESP,,0,0,,,,,97, -9916,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4206,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,608, -4065,0.5,/Batangas/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/Batangas/Philippines,entry level,LGEPH,,0,0,,,,,29, -19937,1.0,/ / Mexico,ID,0.0732484076433121,45741,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,189, -9394,1.0,/Orlando/United States,ID,,28425,End Customer,Enterprise,,,,,engineering,78,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Orlando/United States,associate/analyst,LGEUS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,360, -9961,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -1978,1.0,/ Jamia nagar / India,ID,,25189,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Jamia nagar / India,director,LGEIL,less than 3 months,0,0,,,,,174, -20034,1.0,/ Calarca / Colombia,AS,0.004,13044,End Customer,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,ventilation,,,/ Calarca / Colombia,others,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Pharmacy,39, -17531,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,product management,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -19399,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,43978,,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39, -2929,1.0,/ / Saudi Arabia,ID,,2174,End Customer,SMB,,,,,operations,80,Quotation or Purchase Consultation,one:quick series,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -20761,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21213,End Customer,Enterprise,57.0,,,,sales,87,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212, -7754,0.5,"1501 Industrial Rd /San Carlos,/United States",IT,,30321,End Customer,Enterprise,,,,,,74,Quotation or Purchase Consultation,,,,"1501 Industrial Rd /San Carlos,/United States",none,LGEUS,less than 3 months,0,0,,,,,567, -9464,1.0,//India,ID,0.3333333333333333,40883,End Customer,SMB,,,,,business development,289,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,148, -2444,1.0,/ / Saudi Arabia,ID,,34626,End Customer,SMB,,,,,information technology,97,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245, -5638,0.5,/ São Paulo / Brazil,AS,,28562,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -1609,1.0,/ Jaipur / India,ID,,8486,,Enterprise,,,,,business development,20,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4955,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -20639,1.0,/ Capanema / Brazil,ID,0.0695652173913043,8722,End Customer,SMB,,,,,support,84,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Capanema / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167, -12544,1.0,/ NSW / Australia,AS,,27068,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,director,LGEAP,less than 3 months,0,0,,,,,139, -4222,0.25,/ Jalandhar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ Jalandhar / India,none,LGEIL,,0,0,,,,,95, -1632,1.0,/Ahmedabad/India,ID,,34456,,Enterprise,,,,,consulting,7,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -18643,0.0,/ / Peru,ID,0.0327868852459016,12520,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -18885,1.0,/ São Paulo / Brazil,ID,0.0327868852459016,18414,End Customer,Enterprise,,,,,purchasing,199,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342, -2750,1.0,/ / South Africa,ID,,5533,End Customer,SMB,,,,,information technology,138,Technical Consultation,led signage,,,/ / South Africa,director,LGESA,6 months ~ 9 months,0,0,,,,,151, -4353,0.25,/ Hyderabad / India,AS,,34838,End Customer,Enterprise,,,,,,28,Quotation or Purchase Consultation,,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -8985,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371, -5468,0.5,/Curitiba - PR/Brazil,AS,,26743,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Curitiba - PR/Brazil,others,LGESP,,0,0,,,,,97, -15187,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754, -5680,0.5,/ Rio Claro / Brazil,AS,,28217,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio Claro / Brazil,others,LGESP,,0,0,,,,,97, -5847,0.5,/ São Paulo / Brazil,AS,,40417,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -18958,0.75,/ lubelskie / Poland,IT,,44114,End Customer,Enterprise,,,,,education,502,Usage or Technical Consultation,monitor,,,/ lubelskie / Poland,none,LGEPL,6 months ~ 9 months,1,0,0.0005719551277132,,education,Higher Education (College & University),343, -3449,1.0,/ Jamshedpur / India,ID,,30372,,Enterprise,,,,,information technology,7,Quotation or Purchase Consultation,interactive signage,,,/ Jamshedpur / India,entry level,LGEIL,more than a year,0,0,,,,,174, -4355,0.25,/ Mapusa / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Mapusa / India,none,LGEIL,,0,0,,,,,21, -19836,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -7078,1.0,/ Quezon / Philippines,AS,,13253,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,multi-split,,,/ Quezon / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,0, -14766,0.5,/ Andradas/MG / Brazil,AS,,10711,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Andradas/MG / Brazil,partner,LGESP,,0,0,,,,,97, -7654,1.0,/Tucson/United States,IT,,3696,Specifier/ Influencer,SMB,,,,,3d/vfx art,367,Quotation or Purchase Consultation,monitor,,,/Tucson/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,152, -20285,0.5,/ / Germany,IT,,15403,End Customer,SMB,,,,,consulting,3,Request a Demo,monitor,UltraWide™ Monitors,,/ / Germany,manager,LGEDG,,1,0,0.0011827288932506,,retail,Shopping Mall,428, -9992,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -17046,1.0,/ PR / Brazil,AS,,32888,End Customer,SMB,,,,,administrative,386,Quotation or Purchase Consultation,etc.,,,/ PR / Brazil,others,LGESP,more than a year,0,0,,,,,97, -9193,1.0,/ Kathmandu / Nepal,IT,,29554,Channel Partner,SMB,,,,,administrative,200,Request for Partnership,medical display,Digital X-ray Detectors,,/ Kathmandu / Nepal,manager,LGESL,less than 3 months,0,0,0.0011827288932506,,retail,,298, -10025,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16961,0.75,/ Rio de Janeiro / Brazil,AS,,12169,Specifier/ Influencer,Enterprise,1.0,,,,engineering,267,,vrf,,,/ Rio de Janeiro / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -17784,0.75,/ / Brazil,ID,0.0327868852459016,22408,,SMB,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -4751,0.25,/New Delhi/India,AS,,31653,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608, -7291,1.0,/ Nueva ecija / Philippines,AS,,3595,Specifier/ Influencer,Enterprise,,,,,purchasing,91,Product Information,ventilation,,,/ Nueva ecija / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,0, -12133,1.0,/ Panipat / India,ID,,11877,,Enterprise,,,,,engineering,6,Technical Consultation,interactive signage,,,/ Panipat / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -16308,0.25,via kennedy 6 / Casoria / Italy,AS,,37352,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,vrf,,,via kennedy 6 / Casoria / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -18526,0.0,/ / Peru,ID,0.0327868852459016,36524,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -3950,1.0,/ Rishikesh / India,AS,,39293,Channel Partner,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,single-split,,,/ Rishikesh / India,director,LGEIL,less than 3 months,0,0,,,,,17, -7144,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,7,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29, -1205,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423, -7588,1.0,/Al Khobar /Saudi Arabia,AS,,29761,,Enterprise,,,,,purchasing,49,Quotation or Purchase Consultation,etc.,,,/Al Khobar /Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,44, -17283,1.0,/ المنيا / Egypt,AS,,22,End Customer,Enterprise,3.0,,,,others,43,Quotation or Purchase Consultation,,,,/ المنيا / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -9337,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130, -174,1.0,/ / U.A.E,ID,0.075,45849,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,209, -20469,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -20336,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -16838,1.0,/ SAN JUAN / Philippines,AS,,4275,End Customer,Enterprise,0.0,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ SAN JUAN / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135, -7250,1.0,/ / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59, -2024,1.0,/ bangalore / India,ID,,33107,,Enterprise,,,,,education,2,Others,interactive signage,,"98TR3PJ, 86TR3DK & 75TR3DK",/ bangalore / India,director,LGEIL,less than 3 months,0,0,,,,,146, -6346,0.25,/ عجمان / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ عجمان / U.A.E,none,LGEGF,,0,0,,,,,78, -13271,0.25,/Jakarta/Indonesia,AS,,33873,,Enterprise,9.0,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta/Indonesia,none,LGEIN,,0,0,,,,,670, -15524,0.25,/ / Mexico,AS,,31398,Channel Partner,SMB,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,,0,0,,,,,42, -4835,0.25,/ Ernakulam / India,AS,0.0677966101694915,453,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -8064,1.0,/ / Saudi Arabia,ID,0.043103448275862,3725,End Customer,SMB,,,,,information technology,131,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209, -15130,0.5,/ Santiago / Chile,AS,,20702,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -2312,1.0,/ / Türkiye,ID,,4632,End Customer,SMB,,,,,consulting,45,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -20811,1.0,/ / Peru,ID,0.0476190476190476,10539,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Peru,associate/analyst,LGEPR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,258, -10067,0.25,4200 W Flagler St Cloud IT / Coral Gables / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 W Flagler St Cloud IT / Coral Gables / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -11856,0.5,/ Raipur / India,ID,,23675,,Enterprise,,,,,education,3,Others,,,,/ Raipur / India,others,LGEIL,,0,0,,,,,174, -4172,0.25,/ Pune / India,AS,,47466,End Customer,Enterprise,19.0,,,,,16,Quotation or Purchase Consultation,vrf,,,/ Pune / India,none,LGEIL,,0,0,,,,,21, -15026,0.5,/ rancagua / Chile,AS,,39189,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ rancagua / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -3516,1.0,/ Jalalabad - West / India,ID,,8321,Channel Partner,Enterprise,,,,,healthcare services,1,Others,interactive signage,,,/ Jalalabad - West / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174, -1273,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -17052,1.0,"/ francisco beltrão, Parana / Brazil",AS,,15773,Channel Partner,SMB,,,,,sales,194,Quotation or Purchase Consultation,single-split,,,"/ francisco beltrão, Parana / Brazil",others,LGESP,3 months ~ 6 months,0,0,,,,,97, -13742,0.25,/ GOIANIA / Brazil,AS,,23402,Channel Partner,SMB,51.0,,,,purchasing,3,,,,,/ GOIANIA / Brazil,manager,LGESP,,0,0,,,,,97, -15883,0.5,/ Quito / Ecuador,AS,,44017,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -4181,0.25,/ Alappuzha / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -17619,1.0,/ caba / Colombia,ID,0.0806916426512968,15382,Channel Partner,Enterprise,1.0,,,,finance,489,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,,/ caba / Colombia,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325, -10274,1.0,/ São Paulo - SP / Brazil,AS,0.0039370078740157,10231,End Customer,SMB,0.0,,,,purchasing,371,Quotation or Purchase Consultation,,,,/ São Paulo - SP / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97, -19134,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838, -20859,1.0,/ BUENOS AIRES / Argentina,ID,0.0476190476190476,38493,End Customer,SMB,,,,,entrepreneurship,148,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ BUENOS AIRES / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325, -15658,0.5,/ Cuerámaro gto México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Cuerámaro gto México / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704, -20472,0.25,/ Danvers / United States,ID,,45594,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Danvers / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194, -16930,1.0,/ Hyderabad / India,AS,,5291,End Customer,Enterprise,,,,,real estate,25,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,director,LGEIL,less than 3 months,0,0,,,,,4, -9318,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95, -11958,0.0,/ / Brazil,ID,,20388,,Enterprise,,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -1861,1.0,/ Ludhiana / India,ID,,18399,,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174, -5923,0.5,/ Caieiras / Brazil,AS,,5675,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,single-split,,,/ Caieiras / Brazil,others,LGESP,,0,0,,,,,97, -3964,1.0,/ SP/Boituva / Brazil,AS,,13906,End Customer,SMB,,,,,administrative,49,Quotation or Purchase Consultation,,,,/ SP/Boituva / Brazil,manager,LGESP,6 months ~ 9 months,0,0,,,,,97, -2531,1.0,/Nalbari/India,ID,,37399,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive digital board,,,/Nalbari/India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174, -17249,1.0,/ Cairo / Egypt,AS,,3732,Specifier/ Influencer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -15728,0.5,/ Adrogue / Argentina,AS,,47466,End Customer,Enterprise,16.0,,,,,56,Quotation or Purchase Consultation,multi-split,,,/ Adrogue / Argentina,none,LGEAR,less than 3 months,0,0,,,,,763, -5999,0.5,/ Ribeirão pires / Brazil,AS,,40363,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Ribeirão pires / Brazil,others,LGESP,,0,0,,,,,97, -13301,0.25,/ Alleppey / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,,,,,34, -445,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17760,1.0,/Cáceres/Brazil,ID,0.0327868852459016,43769,End Customer,SMB,,,,,education,128,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/Cáceres/Brazil,director,LGESP,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342, -1394,1.0,/Patna/India,ID,,9018,,Enterprise,,,,,,6,Quotation or Purchase Consultation,interactive digital board,,,/Patna/India,director,LGEIL,more than a year,0,0,,,,,174, -3583,1.0,//Malta,ID,,27012,End Customer,SMB,,,,,operations,359,Quotation or Purchase Consultation,hotel tv,AN960H Series,55AN960H (EU),//Malta,ceo/founder,LGEIS,6 months ~ 9 months,0,0,,,,,340, -1901,1.0,/Patna/India,ID,,41516,,Enterprise,,,,,education,73,Quotation or Purchase Consultation,interactive digital board,,,/Patna/India,other,LGEIL,9 months ~ 1 year,0,0,,,,,174, -19133,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838, -9587,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -7726,0.75,1027 Brooks Industrial Rd /Shelbyville/,IT,,45335,,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,1027 Brooks Industrial Rd /Shelbyville/,none,LGEUS,less than 3 months,0,0,,,,,833, -4337,0.25,/ Hyderabad / India,AS,,33179,End Customer,SMB,,,,,,19,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -880,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -1855,1.0,/ / India,ID,,40475,Specifier/ Influencer,SMB,,,,,arts and design,267,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -8637,1.0,/ / Saudi Arabia,ID,,43375,Solution Eco-Partner,SMB,,,,,sales,237,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,245, -16342,0.25,Via corallo 170 / Pagani / Italy,AS,,43,End Customer,Enterprise,105.0,,,,purchasing,3,,vrf,,,Via corallo 170 / Pagani / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -13308,0.25,/ Ratia / India,AS,,8975,End Customer,Enterprise,7.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Ratia / India,none,LGEIL,,0,0,,,,,608, -1598,1.0,/ Kolkata / India,ID,,46393,,Enterprise,,,,,business development,16,Quotation or Purchase Consultation,interactive signage,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223, -18537,0.0,/ / Peru,ID,0.0327868852459016,22853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7720,0.75,/ / Poland,IT,,26671,Specifier/ Influencer,Enterprise,,,,,film production,2,Usage or Technical Consultation,monitor,,,/ / Poland,none,LGEPL,less than 3 months,0,0,,,,,800, -11719,0.0,/ / India,ID,,27305,,SMB,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -9239,0.5,/ Jaipur / India,ID,,20195,End Customer,Enterprise,,1.0,,1.0,others,153,Quotation or Purchase Consultation,hotel tv,,,/ Jaipur / India,none,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,173, -14698,0.5,/ São José dos Campos / Brazil,AS,,4018,Specifier/ Influencer,Enterprise,,,,,operations,5,,multi-split,,,/ São José dos Campos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97, -4307,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9, -14896,0.5,/ Francisco Morato sp / Brazil,AS,,18704,End Customer,Enterprise,,,,,healthcare services,47,,vrf,,,/ Francisco Morato sp / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -10666,1.0,/ Francisco Beltrão / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,administrative,159,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,278, -18347,0.0,/ / Peru,ID,0.0327868852459016,30077,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7836,0.25,301 N Clark St Education / Cape Girardeau / United States,IT,,7589,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,301 N Clark St Education / Cape Girardeau / United States,none,LGEUS,,0,0,,,,,374, -11932,0.0,/ / Brazil,ID,,16381,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -15651,0.5,"/ Irapuato, Guanajuato / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,"/ Irapuato, Guanajuato / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704, -6302,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,284,Quotation or Purchase Consultation,vrf,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25, -4191,0.25,/ RAJKOT / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ RAJKOT / India,none,LGEIL,,0,0,,,,,77, -3575,1.0,/ / Saudi Arabia,ID,,2188,End Customer,Enterprise,,,,,information technology,63,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -18012,0.25,/ / Australia,ID,0.2142857142857142,41378,End Customer,SMB,,,,,product management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -9321,1.0,/ Osun / Nigeria,AS,,32153,Specifier/ Influencer,Enterprise,,,,,consulting,61,Quotation or Purchase Consultation,vrf,,,/ Osun / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Resort,12, -19264,1.0,/san luis potosí/Mexico,ID,0.0538922155688622,23368,End Customer,Enterprise,,,,,business development,114,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/san luis potosí/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,263, -9741,0.25,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,IT,,3137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -5178,0.5,/São Paulo/Brazil,AS,,36233,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -20464,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20450,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -20432,0.0,401 Tradewinds Blvd Hospitality / Midland / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,401 Tradewinds Blvd Hospitality / Midland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564, -13970,0.5,/ Maracanaú / Brazil,AS,,6817,Specifier/ Influencer,Enterprise,,,,,operations,5,Quotation or Purchase Consultation,multi-split,,,/ Maracanaú / Brazil,entry level,LGESP,,0,0,,,,,97, -20849,1.0,/ / Chile,ID,0.0476190476190476,20751,Channel Partner,SMB,,,,,sales,3,Request for Partnership,,,,/ / Chile,others,LGECL,more than a year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580, -11685,0.0,/ Darbhanga Bihar / India,ID,,45119,,Enterprise,,,,,education,21,,,,,/ Darbhanga Bihar / India,none,LGEIL,,0,0,,,,,164, -19478,1.0,/ Bogota / Colombia,ID,0.0544217687074829,34711,End Customer,Enterprise,,,,,business development,72,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,977, -6256,0.25,/ São Paulo / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -12046,0.5,/ /,ID,,29413,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,205, -3303,0.25,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,ID,,31603,,SMB,,,,,,56,Quotation or Purchase Consultation,,,,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,none,LGEUS,,0,0,,,,,501, -5688,0.5,/ São Paulo / Brazil,AS,,31944,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19202,1.0,/ niteroi / Brazil,ID,0.0538922155688622,45021,End Customer,Enterprise,,,,,entrepreneurship,143,Quotation or Purchase Consultation,oled signage,,,/ niteroi / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,487, -82,1.0,/ Mumbai / India,AS,0.0888888888888888,30599,Specifier/ Influencer,SMB,,,,,operations,200,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,76, -1523,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558, -17641,0.5,//United States,ID,0.3333333333333333,12437,Service Partner,SMB,,,,,other,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,LTAK140-GV,//United States,c-level executive,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,369, -10880,0.25,/ / Brazil,ID,0.0749486652977412,26748,End Customer,SMB,,1.0,,1.0,information technology,3,,,,,/ / Brazil,c-level executive,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317, -8275,0.25,/ / Australia,ID,0.2142857142857142,46424,End Customer,SMB,,,,,operations,43,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -4010,1.0,/ / Philippines,AS,,8862,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733, -3445,1.0,/ Amritsar / India,ID,,37657,,Enterprise,,,,,education,97,Quotation or Purchase Consultation,interactive signage,,,/ Amritsar / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174, -4143,0.25,/ Paranaque / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,93,Quotation or Purchase Consultation,ventilation,,,/ Paranaque / Philippines,none,LGEPH,,0,0,,,,,121, -6682,0.25,999 18th Street / CO / United States,AS,,35714,,Enterprise,,,,,,199,Services,,,,999 18th Street / CO / United States,none,LGEUS,,0,0,,,,,731, -9665,1.0,2501 M St NW / 20037 / United States,AS,,45830,End Customer,SMB,,,,,others,219,Usage or Technical Consultation,vrf,,,2501 M St NW / 20037 / United States,manager,LGEUS,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,731, -7251,1.0,/ Makati / Philippines,AS,,27737,End Customer,SMB,0.0,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,others,LGEPH,less than 3 months,0,0,,,,,16, -3524,1.0,/tinsukia/India,ID,,5359,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,interactive digital board,,,/tinsukia/India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174, -11764,0.0,/ / India,ID,,37657,,Enterprise,,,,,accounting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -10547,1.0,/ Sogamoso / Colombia,ID,0.0749486652977412,2308,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Sogamoso / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,344, -10986,0.25,/ / Hong Kong,ID,0.0843373493975903,4168,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,337, -18311,0.0,/ / Peru,ID,0.0327868852459016,30129,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -10811,1.0,/ Manizales / Colombia,ID,0.0749486652977412,9994,End Customer,SMB,,1.0,,1.0,engineering,121,Quotation or Purchase Consultation,video wall signage,,,/ Manizales / Colombia,intern,LGECB,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,187, -8615,1.0,/Ontario/Canada,IT,0.6428571428571429,43929,End Customer,Enterprise,,,,,administrative,327,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Ontario/Canada,director,LGECI,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,410, -9315,1.0,/ Ripley / United States,AS,,13262,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,heating,,,/ Ripley / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,731, -8761,1.0,/ Waxahachie / United States,ID,0.6153846153846154,14204,End Customer,SMB,,,,,finance,295,Quotation or Purchase Consultation,interactive signage,,,/ Waxahachie / United States,associate/analyst,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,839, -4339,0.25,/ New Delhi / India,AS,,5053,End Customer,Enterprise,,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,9, -2759,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185, -5200,0.5,/ São Paulo / Brazil,AS,,40923,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8091,0.25,/ Saint Rose / United States,ID,0.3333333333333333,24407,,SMB,,,,,,54,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Saint Rose / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,310, -11001,0.25,/ / Italy,ID,0.0199004975124378,14775,Solution Eco-Partner,SMB,,1.0,,1.0,,237,Quotation or Purchase Consultation,,,,/ / Italy,none,LGEIS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,302, -6215,0.25,/ Rio de Janeiro / Brazil,AS,,14977,,SMB,,,,,others,3,,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97, -20361,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340, -10057,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -7464,1.0,/ cairo / Egypt,AS,,43334,End Customer,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -2915,0.75,4651 Sheridan St / Hollywood / United States,ID,,33267,Specifier/ Influencer,SMB,,,,,,361,Quotation or Purchase Consultation,,,,4651 Sheridan St / Hollywood / United States,none,LGEUS,6 months ~ 9 months,0,0,,,,,205, -12367,0.5,/ Bali / Indonesia,AS,,42273,Specifier/ Influencer,Enterprise,1.0,,,,engineering,9,,etc.,,,/ Bali / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670, -1429,1.0,/ Bhadaur / India,ID,,17545,,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Bhadaur / India,others,LGEIL,less than 3 months,0,0,,,,,165, -11083,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248, -14419,0.25,/ MG / BH / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ MG / BH / Brazil,none,LGESP,,0,0,,,,,97, -6009,0.5,/ Sete Lagoas / Brazil,AS,,7838,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sete Lagoas / Brazil,others,LGESP,,0,0,,,,,97, -20698,1.0,/CORRIENTES CAPITAL - CORRIENTES/Argentina,ID,0.0695652173913043,30009,End Customer,Enterprise,0.0,,,,other,22,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/CORRIENTES CAPITAL - CORRIENTES/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325, -13982,0.5,/ Recife pe / Brazil,AS,,14488,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97, -4266,0.25,/ Nellore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Nellore / India,none,LGEIL,,0,0,,,,,673, -6960,0.25,2025 Lasso Ct / OR / United States,AS,,32240,,Enterprise,,,,,,266,Product Information,,,,2025 Lasso Ct / OR / United States,none,LGEUS,,0,0,,,,,731, -16819,1.0,/ / Philippines,AS,,7720,Specifier/ Influencer,SMB,,,,,purchasing,16,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,47, -17069,1.0,/ NSW / Australia,AS,,11301,End Customer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138, -11178,1.0,/Bangalore/India,ID,,7195,,Enterprise,,,,,business development,15,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146, -11206,1.0,/ Burdwan / India,ID,,12919,,Enterprise,1.0,,,,education,28,Quotation or Purchase Consultation,interactive signage,,,/ Burdwan / India,manager,LGEIL,less than 3 months,0,0,,,,,223, -15681,0.5,/ Acapulco / Mexico,AS,,13651,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Acapulco / Mexico,vice president,LGEMS,less than 3 months,0,0,,,,,42, -2017,1.0,/Coimbatore/India,ID,,6051,,Enterprise,,,,,consulting,3,Technical Consultation,interactive digital board,,,/Coimbatore/India,director,LGEIL,less than 3 months,0,0,,,,,174, -9526,1.0,/ / United States,ID,0.8333333333333334,37443,End Customer,SMB,,,,,product management,187,Quotation or Purchase Consultation,accessories,LG OPS Player,OPSJ-5LDJA,/ / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,542, -15450,0.25,/ Hồ Chí Minh / Vietnam,AS,,47466,End Customer,Enterprise,115.0,,,,,288,Quotation or Purchase Consultation,single-split,,,/ Hồ Chí Minh / Vietnam,none,LGEVH,,0,0,,,,,643, -2761,1.0,/ / Türkiye,ID,,28148,End Customer,Enterprise,,,,,marketing,74,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -20877,0.0,/ / Brazil,ID,0.0476190476190476,869,Solution Eco-Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278, -5838,0.5,/ / Brazil,AS,,22551,,Enterprise,5.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -19764,1.0,IRALA 1950 /CABA/Argentina,ID,0.0732484076433121,8060,Specifier/ Influencer,SMB,122.0,,,,other,16,Quotation or Purchase Consultation,led signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Duty Free Shop,325, -19377,0.5,/ กรุงเทพ / Thailand,AS,0.0109890109890109,47342,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,single-split,,,/ กรุงเทพ / Thailand,director,LGETH,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,969, -9333,1.0,/ Mexico City / Mexico,AS,,3805,Specifier/ Influencer,Enterprise,,,,,consulting,781,Quotation or Purchase Consultation,,,,/ Mexico City / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,42, -1408,1.0,/Nashik/India,ID,,46458,,Enterprise,,,,,consulting,2,Technical Consultation,interactive digital board,,,/Nashik/India,c-level executive,LGEIL,9 months ~ 1 year,0,0,,,,,174, -8933,1.0,//Hong Kong,ID,0.1184210526315789,26867,End Customer,SMB,,,,,operations,291,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,//Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,337, -9564,0.25,Education / / United States,ID,0.8333333333333334,5033,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194, -8017,1.0,/Melbourne/Australia,ID,0.1162790697674418,16172,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,,,/Melbourne/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,850, -1449,1.0,/ / U.A.E,ID,,15132,End Customer,SMB,,,,,consulting,98,Technical Consultation,led signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209, -9017,0.5,/ Dresden / Germany,ID,,17326,Solution Eco-Partner,SMB,,,,,business development,290,Quotation or Purchase Consultation,led signage,,,/ Dresden / Germany,none,LGEDG,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,326, -10709,1.0,/Canoas / RS/Brazil,ID,0.0749486652977412,13052,End Customer,Enterprise,,1.0,,1.0,operations,87,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Canoas / RS/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167, -603,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -3154,0.75,/Cairo/Egypt,ID,,29402,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/Cairo/Egypt,manager,LGEEG,less than 3 months,0,0,,,,,234, -10097,1.0,/ Sydney / Australia,ID,,4166,End Customer,Enterprise,,,,,operations,179,Quotation or Purchase Consultation,led signage,,,/ Sydney / Australia,associate/analyst,LGEAP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Museum / Gallery,157, -9922,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12335,1.0,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,Quotation or Purchase Consultation,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0, -8716,0.25,/ Noida / India,AS,0.0677966101694915,38542,End Customer,Enterprise,,,,,,50,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,17, -15734,0.0,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,AS,,19726,,SMB,1.0,,,,engineering,3,,,,,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,none,LGEDG,,0,0,,,,,126, -16453,0.25,via carlo buttarelli 6 / roma / Italy,AS,,14127,Channel Partner,SMB,25.0,,,,consulting,3,,vrf,,,via carlo buttarelli 6 / roma / Italy,manager,LGEIS,,0,0,,,,,341, -17258,1.0,/ القاهرة / Egypt,AS,,11480,,Enterprise,,,,,others,25,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51, -3610,1.0,/DUBAI/U.A.E,AS,,44387,End Customer,Enterprise,,,,,sales,310,Quotation or Purchase Consultation,chiller,,,/DUBAI/U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25, -13426,0.0,/ / India,AS,,3862,,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -9947,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -15206,0.5,/ Santa marta / Colombia,AS,,41629,End Customer,Enterprise,,,,,program and project management,3,,vrf,,,/ Santa marta / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39, -6191,0.25,/ Anápolis / Brazil,AS,,18980,,SMB,,,,,others,3,,multi-split,,,/ Anápolis / Brazil,others,LGESP,,0,0,,,,,97, -14187,0.25,/ João Pessoa PB / Brazil,AS,,18555,End Customer,Enterprise,,,,,administrative,3,,,,,/ João Pessoa PB / Brazil,director,LGESP,,0,0,,,,,97, -6199,0.25,/ São Paulo / Brazil,AS,,15019,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -19912,0.25,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,ID,0.1186440677966101,42085,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),194, -16830,1.0,/ Rizal / Philippines,AS,,25940,,SMB,0.0,,,,engineering,21,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120, -9925,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -166,0.75,/ / Brazil,ID,0.0749486652977412,8832,,Enterprise,,1.0,,1.0,education,11,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,317, -5843,0.5,/ Jundiaí / Brazil,AS,,39295,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97, -15540,0.5,/ San Andres Tuxtla / Mexico,AS,,37937,End Customer,SMB,4.0,,,,engineering,3,,vrf,,,/ San Andres Tuxtla / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -17243,1.0,/Cairo/Egypt,AS,,27208,End Customer,Enterprise,,,,,healthcare services,2,Others,etc.,,,/Cairo/Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -5161,0.5,/Curitiba/Brazil,AS,,23268,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Curitiba/Brazil,others,LGESP,,0,0,,,,,97, -11581,0.5,/ Mumbai / India,ID,,6973,,SMB,,,,,business development,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174, -10940,0.25,/ / Peru,ID,0.0749486652977412,41907,,Enterprise,,1.0,,1.0,administrative,28,Others,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258, -8833,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360, -8206,0.75,/ Abilene / United States,ID,0.3902439024390244,5870,,Enterprise,,,,,purchasing,27,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Abilene / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,333, -5332,0.5,/Osasco/Brazil,AS,,23557,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Osasco/Brazil,others,LGESP,,0,0,,,,,97, -10075,0.25,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -19337,1.0,/ Posse-GO / Brazil,AS,0.0037878787878787,28883,Specifier/ Influencer,Enterprise,,,,,administrative,55,Quotation or Purchase Consultation,,,,/ Posse-GO / Brazil,director,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -20438,0.0,7750 Wisconsin Ave Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Ave Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -9100,1.0,/Bangalore /India,AS,0.0289855072463768,11398,End Customer,Enterprise,,,,,sales,26,Usage or Technical Consultation,multi-split,,,/Bangalore /India,partner,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,30, -9072,1.0,Salt Lake / UT / United States,ID,0.1186440677966101,21290,Channel Partner,SMB,,,,,business development,55,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,Salt Lake / UT / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Others,377, -16009,0.25,Autoput za Novi Sad 71 / Niš / Serbia,AS,,40188,Specifier/ Influencer,SMB,204.0,,,,,3,,vrf,,,Autoput za Novi Sad 71 / Niš / Serbia,manager,LGEMK,,0,0,,,,,766, -16386,0.25,VIAA / SALERNO / Italy,AS,,38056,Specifier/ Influencer,SMB,,,,,support,3,,vrf,,,VIAA / SALERNO / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -2543,1.0,/ Bardoli / India,ID,,31817,,SMB,,,,,education,5,Technical Consultation,,,,/ Bardoli / India,entry level,LGEIL,less than 3 months,0,0,,,,,174, -11072,1.0,/ Cordoba / Argentina,ID,0.0749486652977412,22520,End Customer,Enterprise,1.0,1.0,,1.0,real estate,103,Quotation or Purchase Consultation,led signage,,,/ Cordoba / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,325, -20531,1.0,/ حائل / Saudi Arabia,AS,,26858,End Customer,Enterprise,,,,,accounting,150,Quotation or Purchase Consultation,single-split,,,/ حائل / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,1,0,0.0007167734380046,,hotel & accommodation,,118, -134,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174, -4361,0.25,/ 360006 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,71,Quotation or Purchase Consultation,multi-split,,,/ 360006 / India,none,LGEIL,,0,0,,,,,77, -4332,0.25,/ Kolkata / India,AS,,18316,End Customer,Enterprise,,,,,,146,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2, -4438,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9, -97,1.0,/Dubai/U.A.E,AS,0.0408163265306122,21275,End Customer,SMB,,,,,information technology,73,Quotation or Purchase Consultation,vrf,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,25, -1830,1.0,/ Fazilka / India,ID,,9466,,Enterprise,1.0,,,,quality assurance,5,Quotation or Purchase Consultation,,,,/ Fazilka / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174, -10033,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -7197,1.0,/ Cavite / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ Cavite / Philippines,director,LGEPH,9 months ~ 1 year,0,0,,,,,46, -11201,1.0,/Rewa/India,ID,,5682,,Enterprise,,,,,education,17,Other,interactive digital board,,,/Rewa/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,222, -19878,0.0,/ / Peru,ID,0.0732484076433121,9603,,Enterprise,,,,,information technology,2,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Travel Agency,258, -18067,0.0,/ / Australia,ID,0.2142857142857142,29223,,Enterprise,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,202, -360,0.25,/ Cleveland / United States,ID,0.0446428571428571,9032,Service Partner,SMB,1.0,1.0,,1.0,information technology,415,Quotation or Purchase Consultation,led signage,LG MAGNIT,,/ Cleveland / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,373, -16359,0.25,Città della Pieve / ROMA / Italy,AS,,39162,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Città della Pieve / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -12191,0.75,"/Bandung, Kota./Indonesia",AS,,33875,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,"/Bandung, Kota./Indonesia",none,LGEIN,less than 3 months,0,0,,,,,670, -13835,0.25,/ São Paulo / SP / Brazil,AS,,41841,End Customer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / SP / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -8019,1.0,/ / U.A.E,ID,0.043103448275862,34706,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209, -14567,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97, -14787,0.25,/ Porto Velho/ Ro / Brazil,AS,,44662,End Customer,Enterprise,,,,,purchasing,3,,,,,/ Porto Velho/ Ro / Brazil,partner,LGESP,,0,0,,,,,97, -109,1.0,/ Riyadh / Saudi Arabia,AS,0.0408163265306122,1397,Specifier/ Influencer,SMB,,,,,engineering,214,Quotation or Purchase Consultation,chiller,,,/ Riyadh / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,13, -8394,0.75,/ / Hong Kong,ID,0.2142857142857142,42277,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337, -6572,0.25,/ oak park / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ oak park / United States,none,LGEUS,,0,0,,,,,731, -4794,0.25,/New Delhi/India,AS,,5014,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9, -9373,1.0,/Dubai /U.A.E,AS,0.0202020202020202,22189,End Customer,SMB,,,,,others,202,Product Information,chiller,,,/Dubai /U.A.E,vice president,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25, -9229,1.0,/ / Türkiye,ID,0.04,46584,End Customer,SMB,,1.0,,1.0,information technology,139,Quotation or Purchase Consultation,hotel tv,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285, -9070,1.0,/ Panama / Panama,ID,0.0732484076433121,38948,End Customer,SMB,,,,,information technology,105,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB025,/ Panama / Panama,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,327, -17580,1.0,"/ Bogotá D.C, / Colombia",ID,0.0806916426512968,8159,End Customer,Enterprise,,,,,entrepreneurship,45,Quotation or Purchase Consultation,video wall signage,,,"/ Bogotá D.C, / Colombia",partner,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),344, -661,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -7185,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,26,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -18970,1.0,/ PARANÁ / CURITIBA / Brazil,AS,0.0681818181818181,9267,End Customer,Enterprise,,,,,healthcare services,105,Quotation or Purchase Consultation,multi-split,,,/ PARANÁ / CURITIBA / Brazil,others,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97, -8721,0.25,/ 110057 / India,AS,0.0677966101694915,448,End Customer,Enterprise,1.0,,,,,33,Quotation or Purchase Consultation,vrf,,,/ 110057 / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,608, -20431,0.0,608 Farragut St Nw Hospitality / Washington / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,608 Farragut St Nw Hospitality / Washington / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10979,0.25,/ / United States,ID,0.0446428571428571,25728,End Customer,Enterprise,,1.0,,1.0,operations,3,,special signage,,,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Aerospace,448, -16464,0.25,"Viale della Navigazione Interna, 48 / Padova / Italy",AS,,14129,Channel Partner,SMB,13.0,,,,sales,3,,vrf,,,"Viale della Navigazione Interna, 48 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341, -6430,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755, -7080,1.0,/ Cebu city / Philippines,AS,,28441,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -20998,0.0,/ / Spain,ID,0.025,21906,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -20393,0.25,/ / Mexico,ID,0.1241217798594847,29321,End Customer,SMB,,1.0,,1.0,administrative,3,,,,,/ / Mexico,vice president,LGEMS,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189, -11974,0.25,/ / Brazil,ID,,35434,,Enterprise,,,,,administrative,3,Others,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -12368,0.5,/ Surabaya / Indonesia,AS,,11103,Specifier/ Influencer,Enterprise,19.0,,,,engineering,4,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -13541,0.0,/ Assam / India,AS,,6103,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672, -2904,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310, -10162,1.0,/ Goiás / Brazil,AS,0.0039370078740157,25702,Channel Partner,Enterprise,,,,,purchasing,204,Quotation or Purchase Consultation,single-split,,,/ Goiás / Brazil,director,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Banking,97, -3538,1.0,/ paratwada / India,ID,,31521,,Enterprise,,,,,consulting,11,Quotation or Purchase Consultation,interactive signage,,,/ paratwada / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -9421,0.0,/ / United States,ID,,34599,,Enterprise,,,,,information technology,3,,,,,/ / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,591, -2396,0.75,11920 ne 195th / Bothell /,ID,,35469,End Customer,Enterprise,3.0,,,,,188,Quotation or Purchase Consultation,,,,11920 ne 195th / Bothell /,none,LGEUS,less than 3 months,0,0,,,,,449, -14661,0.25,/ Paraná/Paranavaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Paraná/Paranavaí / Brazil,none,LGESP,,0,0,,,,,97, -11845,0.5,/ Kalyan / India,ID,,23124,,Enterprise,,,,,education,3,Others,,,,/ Kalyan / India,others,LGEIL,,0,0,,,,,174, -9931,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -18886,1.0,/Salvador/Brazil,ID,0.0327868852459016,43817,End Customer,SMB,,,,,administrative,249,Quotation or Purchase Consultation,oled signage,,,/Salvador/Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342, -7432,0.75,/ Dubai / U.A.E,AS,,12065,Specifier/ Influencer,Enterprise,2.0,,,,consulting,2,,vrf,,,/ Dubai / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25, -5301,0.5,/São Paulo/Brazil,AS,,18133,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -13215,0.5,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,//Philippines,others,LGEPH,,0,0,,,,,29, -10875,0.0,/ / Brazil,ID,0.0749486652977412,39493,Specifier/ Influencer,Enterprise,5.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278, -18015,0.25,/ / Australia,ID,0.2142857142857142,7969,End Customer,SMB,,,,,program and project management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -20742,1.0,/ Jawa Tengah/Semarang / Indonesia,AS,1.0,11115,Specifier/ Influencer,Enterprise,,,,,engineering,188,Usage or Technical Consultation,multi-split,,,/ Jawa Tengah/Semarang / Indonesia,ceo/founder,LGEIN,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,617, -9604,1.0,/ / India,ID,,21338,Channel Partner,Enterprise,,,,,business development,26,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / India,partner,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174, -467,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14624,0.25,/ Alagoas/Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,87,Quotation or Purchase Consultation,,,,/ Alagoas/Maceió / Brazil,none,LGESP,,0,0,,,,,97, -7642,1.0,/ / Estonia,IT,,10311,End Customer,SMB,,,,,administrative,236,Quotation or Purchase Consultation,monitor,,,/ / Estonia,ceo/founder,LGEPL,less than 3 months,0,0,,,,,800, -9999,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12311,0.75,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",AS,,14868,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",director,LGEPS,less than 3 months,0,0,,,,,654, -5685,0.5,/ São Paulo / Brazil,AS,,11039,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -7586,1.0,/ Al Khobar / Saudi Arabia,AS,,28460,Specifier/ Influencer,SMB,,,,,administrative,551,Quotation or Purchase Consultation,vrf,,,/ Al Khobar / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,44, -3112,0.25,/ / India,ID,,20668,End Customer,Enterprise,,,,,operations,23,Technical Consultation,oled signage,,,/ / India,none,LGEIL,,0,0,,,,,174, -17245,1.0,/ القاهره / Egypt,AS,,47045,End Customer,Enterprise,,,,,purchasing,26,Quotation or Purchase Consultation,,,,/ القاهره / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -11683,0.0,/ / India,ID,,19553,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -12809,0.75,/ Jawa Tengah / Indonesia,AS,,34933,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,/ Jawa Tengah / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,723, -20729,0.0,/ / Peru,ID,0.25,14365,,Enterprise,0.0,,,,support,3,,,,,/ / Peru,none,LGEPR,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,258, -6848,0.25,PO Box 954 30 Main St / MA / United States,AS,,35056,,SMB,1.0,,,,,301,Product Information,,,,PO Box 954 30 Main St / MA / United States,none,LGEUS,,0,0,,,,,731, -199,1.0,/ Trier / Germany,ID,0.0199004975124378,32464,Solution Eco-Partner,SMB,,1.0,,1.0,marketing,1048,Quotation or Purchase Consultation,led signage,Compact Series,,/ Trier / Germany,ceo/founder,LGEDG,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326, -11264,1.0,/ Kanpur / India,ID,,7546,,Enterprise,3.0,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174, -197,1.0,/ / Argentina,ID,0.0749486652977412,30648,,SMB,8.0,1.0,,1.0,purchasing,6,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,325, -9521,1.0,/ Rochester / United States,ID,0.8333333333333334,30310,Specifier/ Influencer,SMB,,,,,arts and design,78,Quotation or Purchase Consultation,video wall signage,VM5E Series,55VM5E-A,/ Rochester / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,371, -10801,0.75,/ / Colombia,ID,0.0749486652977412,27160,,Enterprise,,1.0,,1.0,operations,36,Technical Consultation,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344, -5711,0.5,/ São paulo / Brazil,AS,,46085,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97, -14966,0.5,/ Santiago de Chile / Chile,AS,,22507,End Customer,Enterprise,,,,,engineering,3,,multi-split,,,/ Santiago de Chile / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -17650,1.0,//Mexico,ID,0.0806916426512968,33240,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -17143,0.75,/Santiago /Chile,AS,,19927,Specifier/ Influencer,Enterprise,1.0,,,,others,3,,etc.,,,/Santiago /Chile,others,LGECL,less than 3 months,0,0,,,,,100, -11732,0.0,/ / India,ID,,27036,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -8228,0.75,/ Faridabad / India,ID,0.0311958405545927,36887,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Faridabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -5122,0.5,/São Paulo/Brazil,AS,,24644,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -8583,1.0,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",IT,0.1818181818181818,1296,End Customer,SMB,,,,,healthcare services,89,Quotation or Purchase Consultation,monitor,,,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",manager,LGEEG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,780, -19162,1.0,/ / Brazil,ID,0.0538922155688622,16521,Channel Partner,Enterprise,,,,,administrative,72,Quotation or Purchase Consultation,oled signage,,,/ / Brazil,partner,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,572, -14676,0.25,/ / Brazil,AS,,31626,,SMB,,,,,,27,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -13567,0.0,/ Patna / India,AS,,11703,Specifier/ Influencer,SMB,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672, -16039,0.0,"2040 Buda?rs, Vas?t utca 9. / / Hungary",AS,,16705,Channel Partner,SMB,244.0,,,,,3,,control,,,"2040 Buda?rs, Vas?t utca 9. / / Hungary",none,LGEMK,,0,0,,,,,960, -8484,0.75,/ Modinagar / India,ID,0.0833333333333333,38317,Channel Partner,Enterprise,,,,,engineering,62,Request for Partnership,video wall signage,VL5F Series,55VL5F-A,/ Modinagar / India,director,LGEIL,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174, -6550,0.25,/ Benin City / Nigeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Benin City / Nigeria,none,LGEAF,,0,0,,,,,114, -16640,0.25,via san vito / Campania / Italy,AS,,40407,End Customer,SMB,0.0,,,,,3,,vrf,,,via san vito / Campania / Italy,c-level executive,LGEIS,,0,0,,,,,341, -19611,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,114,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480, -13851,0.5,/ São Paulo / Brazil,AS,,14584,,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -15457,0.5,/Hồ Chí Minh/Vietnam,AS,,19064,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,vrf,,,/Hồ Chí Minh/Vietnam,intern,LGEVH,,0,0,,,,,759, -2661,1.0,/ / U.A.E,ID,,2114,End Customer,SMB,0.0,,,,engineering,85,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -7868,0.25,Cloud IT / / United States,IT,,19077,,SMB,,,,,,214,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374, -3826,1.0,/ PP / Cambodia,AS,,29711,End Customer,SMB,,,,,engineering,77,Quotation or Purchase Consultation,vrf,,,/ PP / Cambodia,ceo/founder,LGETH,3 months ~ 6 months,0,0,,,,,736, -20519,1.0,/ BRASIL / Brazil,AS,,20144,End Customer,Enterprise,,,,,entrepreneurship,111,Quotation or Purchase Consultation,single-split,,,/ BRASIL / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,97, -9136,0.75,/ Quezon City / Philippines,AS,0.0227272727272727,9538,Specifier/ Influencer,SMB,28.0,,,,engineering,19,,vrf,"VRF,Multi-Split,Single-Split",,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,46, -8474,1.0,/Sydney/Australia,AS,,31185,,SMB,,,,,healthcare services,202,Usage or Technical Consultation,vrf,,,/Sydney/Australia,manager,LGEAP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,LTC(Long-Term Care),139, -2327,1.0,/ / Egypt,ID,,19052,End Customer,SMB,,,,,consulting,45,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -20466,0.0,4814 N 113Th St Hospitality / Omaha / United States,ID,,7241,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,4814 N 113Th St Hospitality / Omaha / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -5051,0.5,/ São Paulo / Brazil,AS,,40511,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97, -3819,1.0,/ São Paulo / Brazil,AS,,7750,,Enterprise,,,,,others,1,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -6649,0.25,6693 Lynx lane / MT / United States,AS,,28852,,SMB,,,,,,180,Services,,,,6693 Lynx lane / MT / United States,none,LGEUS,,0,0,,,,,730, -16002,0.25,/ Zaječar / Serbia,AS,,1790,Specifier/ Influencer,Enterprise,,,,,,3,,heating,,,/ Zaječar / Serbia,ceo/founder,LGEMK,,0,0,,,,,766, -11108,0.5,8001 Development Dr. Medical / Morrisville / United States,IT,0.0434782608695652,25217,,Enterprise,,,1.0,1.0,information technology,3,Usage or Technical Consultation,,,,8001 Development Dr. Medical / Morrisville / United States,manager,LGEUS,,0,0,0.0030792876608617,,corporate / office,,375, -18580,0.0,/ / Peru,ID,0.0327868852459016,28288,,Enterprise,3.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -379,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -18357,0.0,/ / Peru,ID,0.0327868852459016,9317,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -8722,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,44,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,10, -20508,1.0,/ / France,IT,,26606,End Customer,SMB,,,1.0,1.0,administrative,291,Quotation or Purchase Consultation,monitor,,,/ / France,manager,LGEFS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,474, -4681,0.25,/ Surat / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,etc.,,,/ Surat / India,none,LGEIL,,0,0,,,,,77, -16765,0.25,via Vittorio Veneto 95/B / Tombolo / Italy,AS,,13782,Specifier/ Influencer,Enterprise,1.0,,,,support,3,,vrf,,,via Vittorio Veneto 95/B / Tombolo / Italy,others,LGEIS,,0,0,,,,,341, -1193,1.0,/ Dubai / U.A.E,ID,0.075,13360,End Customer,Enterprise,,1.0,,1.0,business development,271,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,ceo/founder,LGEGF,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,227, -3398,1.0,/ Aurangabad / India,ID,,41978,,Enterprise,,,,,business development,2,Technical Consultation,interactive signage,,,/ Aurangabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -15112,0.5,/ Santiago / Chile,AS,,2404,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -2683,1.0,/ / U.A.E,ID,,40750,End Customer,SMB,,,,,consulting,42,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -4737,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -3232,0.5,/ /,ID,,45804,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586, -8506,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310, -19141,0.75,/ Concepción / Chile,IT,0.3333333333333333,26251,End Customer,SMB,,,,,business development,138,Quotation or Purchase Consultation,projector,,,/ Concepción / Chile,c-level executive,LGECL,,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,982, -9466,1.0,/ / Afghanistan,ID,,5371,End Customer,Enterprise,,,,,information technology,428,Technical Consultation,interactive signage,LG CreateBoard,55TR3DK-BM,/ / Afghanistan,manager,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,308, -16660,0.25,Via dei Marrucini 14 / Roma / Italy,AS,,8379,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,Via dei Marrucini 14 / Roma / Italy,partner,LGEIS,,0,0,,,,,341, -15526,0.5,/ Mty / Mexico,AS,,37914,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Mty / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -333,0.25,/ / Brazil,ID,0.0749486652977412,869,,SMB,51.0,1.0,,1.0,engineering,1,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278, -19659,1.0,/ / Vietnam,ID,0.1184210526315789,19867,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,1,0.0011827288932506,0.0498402555910543,retail,,324, -16078,0.25,2 st Ann pl / NY / United States,AS,,16623,,SMB,,,,,,36,Product Information,,,,2 st Ann pl / NY / United States,none,LGEUS,,0,0,,,,,731, -14737,0.25,/ Curitiba / Brazil,AS,,15145,Specifier/ Influencer,Enterprise,0.0,,,,administrative,3,,,,,/ Curitiba / Brazil,partner,LGESP,,0,0,,,,,97, -17608,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580, -1878,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174, -13674,0.25,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,AS,,16169,End Customer,SMB,,,,,engineering,47,,,,,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -2884,0.75,1 normal ave / montclair /,ID,,18067,End Customer,SMB,1.0,,,,,311,Quotation or Purchase Consultation,,,,1 normal ave / montclair /,none,LGEUS,less than 3 months,0,0,,,,,360, -8036,1.0,/ / United States,ID,0.3333333333333333,19901,End Customer,SMB,,,,,administrative,110,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,manager,LGEUS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),348, -4844,0.25,/ 226028 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ 226028 / India,none,LGEIL,,0,0,,,,,22, -7699,0.75,/ / United States,IT,,4749,,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360, -564,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9629,1.0,/ Doha / Qatar,AS,,2124,End Customer,SMB,,,,,real estate,245,Quotation or Purchase Consultation,single-split,,,/ Doha / Qatar,manager,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,25, -399,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -13537,0.0,/ Bhubaneswar / India,AS,,7126,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,672, -18312,0.0,/ / Peru,ID,0.0327868852459016,33689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -4101,0.25,"/ Cavite city, Philippines / Philippines",AS,,47466,End Customer,Enterprise,115.0,,,,,81,Quotation or Purchase Consultation,multi-split,,,"/ Cavite city, Philippines / Philippines",none,LGEPH,,0,0,,,,,46, -15425,0.25,/ Tlemcen / Algeria,AS,,773,End Customer,Enterprise,,,,,,62,Quotation or Purchase Consultation,multi-split,,,/ Tlemcen / Algeria,none,LGEAS,,0,0,,,,,739, -20182,1.0,/foz do iguaçu/Brazil,AS,0.004,26643,End Customer,Enterprise,,,,,purchasing,100,Quotation or Purchase Consultation,single-split,,,/foz do iguaçu/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -16788,1.0,/ San fernando pampanga / Philippines,AS,,37243,End Customer,SMB,48.0,,,,engineering,8,Quotation or Purchase Consultation,chiller,,,/ San fernando pampanga / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59, -15291,0.25,Cll: 46#21-27 / BUCARAMANGA / Colombia,AS,,5163,Service Partner,Enterprise,55.0,,,,engineering,3,,vrf,,,Cll: 46#21-27 / BUCARAMANGA / Colombia,others,LGECB,,0,0,,,,,39, -1467,1.0,/ / Egypt,ID,,3720,End Customer,Enterprise,5.0,,,,finance,60,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -3571,0.75,/ / United States,ID,,28204,,SMB,,,,,operations,448,Technical Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,373, -10764,1.0,//Argentina,ID,0.0749486652977412,9856,Channel Partner,SMB,123.0,1.0,,1.0,operations,63,Quotation or Purchase Consultation,,,,//Argentina,partner,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,345, -860,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -8081,0.75,//Mexico,ID,0.0806916426512968,19435,Service Partner,SMB,,,,,product management,235,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Mexico,manager,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),188, -5254,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8984,1.0,/ / United States,ID,0.1186440677966101,11976,Channel Partner,SMB,,,,,sales,183,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,348, -6004,0.5,/ São Paulo / Brazil,AS,,15099,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8760,1.0,Chesterfield / MI / United States,ID,0.6153846153846154,8874,End Customer,SMB,,,,,community and social services,658,Quotation or Purchase Consultation,led signage,,,Chesterfield / MI / United States,associate/analyst,LGEUS,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,206, -8200,1.0,//Panama,ID,0.0327868852459016,31719,End Customer,Enterprise,,,,,education,92,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BM,//Panama,ceo/founder,LGEPS,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,238, -13033,1.0,/Buenos Aires /Argentina,AS,,31938,End Customer,Enterprise,,,,,others,41,Others,etc.,,,/Buenos Aires /Argentina,others,LGEAR,less than 3 months,0,0,,,,,742, -21247,1.0,//Mexico,ID,0.0422535211267605,41880,,Enterprise,9.0,,,,other,3,Technical Consultation,,,,//Mexico,other,LGEMS,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,189, -9722,0.25,6201 Cargo Hold Ave Rm 116 Cloud IT / Jacksonville / United States,IT,,44245,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,6201 Cargo Hold Ave Rm 116 Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -16159,0.25,/ Singapore / Singapore,AS,,41071,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73, -7740,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410, -8486,1.0,//India,ID,0.0833333333333333,40487,Service Partner,Enterprise,,,,,arts and design,101,Technical Consultation,led signage,Transparent LED Film,LAT140,//India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,174, -9712,0.25,3480 Us Hwy 701 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3480 Us Hwy 701 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -19823,0.0,/ / Brazil,ID,0.0732484076433121,12888,,Enterprise,,,,,sales,96,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,279, -8752,1.0,/ / United States,ID,0.6153846153846154,8954,End Customer,SMB,,,,,purchasing,207,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Welfare Facilities,556, -12013,0.0,/ / Argentina,ID,,10335,Channel Partner,SMB,3.0,,,,,43,,software solution,SuperSign CMS,,/ / Argentina,none,LGEAR,,0,0,,,,,325, -17730,1.0,/القليوبيه/Egypt,AS,0.0485436893203883,833,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,vrf,,,/القليوبيه/Egypt,ceo/founder,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Botanical Garden / Green House,51, -1766,1.0,/ Delhi / India,ID,,13590,,Enterprise,,,,,entrepreneurship,18,Technical Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -10490,1.0,/ Tegucigalpa / Panama,ID,0.0749486652977412,45670,End Customer,Enterprise,,1.0,,1.0,business development,22,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Tegucigalpa / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,327, -4071,0.25,//Philippines,AS,,34491,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,none,LGEPH,,0,0,,,,,47, -12587,1.0,/Mazowieckie/Poland,AS,,31192,Specifier/ Influencer,SMB,,,,,support,320,Quotation or Purchase Consultation,single-split,,,/Mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694, -13204,0.5,/Manila/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/Manila/Philippines,entry level,LGEPH,,0,0,,,,,0, -4992,0.5,/Itatiba/Brazil,AS,,7877,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97, -18679,0.0,/ / Peru,ID,0.0327868852459016,20875,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -9293,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263, -4544,0.25,/ Nuzvid / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,single-split,,,/ Nuzvid / India,none,LGEIL,,0,0,,,,,115, -15942,0.5,/ San José / Costa Rica,AS,,14019,End Customer,SMB,,,,,engineering,3,,vrf,,,/ San José / Costa Rica,intern,LGEPS,less than 3 months,0,0,,,,,654, -10044,0.25,Cloud IT / / United States,IT,,10849,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -15336,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,137,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103, -17658,1.0,/ Buenos Aires / Argentina,ID,0.0806916426512968,13114,End Customer,Enterprise,0.0,,,,others,57,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Buenos Aires / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325, -2763,1.0,/ / Türkiye,ID,,14809,End Customer,Enterprise,,,,,consulting,18,Quotation or Purchase Consultation,led signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285, -10450,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4788,End Customer,SMB,,1.0,,1.0,information technology,377,Quotation or Purchase Consultation,led signage,,,/ Florianópolis / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316, -6890,0.25,110 S Center St. / IN / United States,AS,,7492,,SMB,,,,,,343,Product Information,,,,110 S Center St. / IN / United States,none,LGEUS,,0,0,,,,,731, -3421,1.0,/ Pune / India,ID,,45277,,Enterprise,4.0,,,,legal,2,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174, -10876,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -13610,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -1595,1.0,/ Mumbai / India,ID,,39481,,SMB,,,,,business development,19,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -16864,1.0,/ Laguna / Philippines,AS,,46210,End Customer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Laguna / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -3268,0.5,38128 Jamestown dr / Sterling Heights /,ID,,15674,,Enterprise,,,,,,512,Quotation or Purchase Consultation,,,,38128 Jamestown dr / Sterling Heights /,none,LGEUS,6 months ~ 9 months,0,0,,,,,194, -17275,1.0,/Tanta/Egypt,AS,,14047,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,etc.,,,/Tanta/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -4420,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,single-split,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,18, -750,0.0,Corporate / /,ID,0.0446428571428571,43167,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -18549,0.0,/ / Peru,ID,0.0327868852459016,9599,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4338,0.25,/ Hyderabad / India,AS,,38107,End Customer,Enterprise,,,,,,114,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -7184,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,26,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -4321,0.25,/ Jalandhar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ Jalandhar / India,none,LGEIL,,0,0,,,,,95, -3508,1.0,/ Udaipur / India,ID,,3077,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174, -8415,1.0,/ Zamboanga City / Philippines,AS,,46817,Specifier/ Influencer,Enterprise,,,,,others,61,Trainings,single-split,,,/ Zamboanga City / Philippines,others,LGEPH,less than 3 months,0,0,0.0005719551277132,0.0514705882352941,education,,121, -20465,0.0,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,ID,,45583,End Customer,Enterprise,0.0,1.0,,1.0,,3,,hotel tv,,,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -21088,1.0,/ Paraná / Brazil,AS,,31738,End Customer,Enterprise,,,,,others,45,Quotation or Purchase Consultation,multi-split,,,/ Paraná / Brazil,others,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -8396,0.75,/ Firenze / Italy,ID,0.0175438596491228,9792,End Customer,SMB,,,,,program and project management,100,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Firenze / Italy,ceo/founder,LGEIS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,341, -16541,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -18589,0.0,/ / Peru,ID,0.0327868852459016,20906,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -1856,1.0,/ / India,ID,,38739,End Customer,SMB,,,,,engineering,50,Quotation or Purchase Consultation,standard signage,webOS UHD Signage,65UL3J-B,/ / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174, -18773,0.0,/ / Peru,ID,0.0327868852459016,29187,,Enterprise,,,,,information technology,11,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -18155,0.0,/ / Peru,ID,0.0327868852459016,13691,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -9502,1.0,/ BANSWARA / India,ID,,44970,End Customer,Enterprise,,,,,education,58,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ BANSWARA / India,manager,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,173, -11067,0.75,//Peru,ID,0.0749486652977412,1306,End Customer,Enterprise,,1.0,,1.0,engineering,3,Other,,,,//Peru,none,LGEPR,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Mining,258, -20382,0.0,/ / India,ID,,24146,,Enterprise,,1.0,,1.0,arts and design,8,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,174, -20443,0.0,8108 Hallmark Place Hospitality / Gaithersburg / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,8108 Hallmark Place Hospitality / Gaithersburg / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10839,0.25,/ / Brazil,ID,0.0749486652977412,14079,Channel Partner,SMB,139.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278, -9007,0.0,/ / India,ID,0.0289256198347107,17028,,Enterprise,,,,,community and social services,1,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Gas Station,174, -10200,1.0,/Indaiatuba/Brazil,AS,0.0039370078740157,9535,Specifier/ Influencer,SMB,2.0,,,,engineering,318,Quotation or Purchase Consultation,vrf,,,/Indaiatuba/Brazil,partner,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97, -8920,1.0,/Santa Rosa/United States,ID,0.1186440677966101,22393,Channel Partner,SMB,,,,,business development,68,Quotation or Purchase Consultation,oled signage,,,/Santa Rosa/United States,ceo/founder,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,568, -10867,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -190,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323, -6841,0.25,366Scenic Hwy Lawrenceville / GA / United States,AS,,3009,,Enterprise,,,,,,19,Product Information,,,,366Scenic Hwy Lawrenceville / GA / United States,none,LGEUS,,0,0,,,,,731, -12936,1.0,/ / Australia,AS,,37584,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138, -20748,1.0,/Mexico/Mexico,AS,,703,Specifier/ Influencer,Enterprise,,,,,sales,7,Quotation or Purchase Consultation,multi-split,,,/Mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Others,42, -11606,0.5,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Hyderabad / India,manager,LGEIL,,0,0,,,,,174, -20847,1.0,/ La Cisterna / Chile,ID,0.0476190476190476,8723,End Customer,Enterprise,,,,,operations,39,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ La Cisterna / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580, -1747,1.0,/ Amritsar / India,ID,,6135,,Enterprise,,,,,administrative,26,Technical Consultation,interactive signage,,,/ Amritsar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -15201,0.25,/ Bogotá / Colombia,AS,,43529,End Customer,Enterprise,,,,,,3,,vrf,,,/ Bogotá / Colombia,associate/analyst,LGECB,,0,0,,,,,39, -9552,1.0,/ Rome / Italy,ID,0.025,45034,Channel Partner,SMB,,,,,purchasing,112,Quotation or Purchase Consultation,others,,,/ Rome / Italy,ceo/founder,LGEIS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,843, -9935,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3811,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34, -7134,1.0,/ Metro Manila / Philippines,AS,,34573,End Customer,SMB,,,,,marketing,3,Quotation or Purchase Consultation,etc.,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -9733,0.25,3570 Bridgewell Court Cloud IT / Fort Myers / United States,IT,,149,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3570 Bridgewell Court Cloud IT / Fort Myers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -19197,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167, -12390,0.5,/ Nimbahera / India,AS,,47466,End Customer,Enterprise,19.0,,,,,12,Quotation or Purchase Consultation,etc.,3.0 TR -1 Nos. Cassette,,/ Nimbahera / India,none,LGEIL,,0,0,,,,,48, -13796,0.25,/ São Paulo / Brazil,AS,,4025,End Customer,Enterprise,,,,,sales,3,,,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -14064,0.25,/ Recife pe / Brazil,AS,,38000,End Customer,Enterprise,,,,,engineering,3,,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97, -3604,1.0,/ Geelong / Australia,AS,,19695,Specifier/ Influencer,SMB,,,,,engineering,130,Quotation or Purchase Consultation,heating,,,/ Geelong / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139, -20838,1.0,/ / Panama,ID,0.0476190476190476,23838,End Customer,Enterprise,,,,,engineering,488,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ / Panama,manager,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,192, -20878,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,product management,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278, -1383,1.0,/CHENNAI/India,ID,,33072,,Enterprise,1.0,,,,education,25,Quotation or Purchase Consultation,interactive digital board,,,/CHENNAI/India,director,LGEIL,less than 3 months,0,0,,,,,174, -1240,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374, -15878,0.5,/ Caracas / Venezuela,AS,,21441,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -7076,1.0,/ Taguig city / Philippines,AS,,35699,End Customer,Enterprise,,,,,operations,9,Quotation or Purchase Consultation,single-split,,,/ Taguig city / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,47, -5472,0.5,/Blumenau/Brazil,AS,,25263,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Blumenau/Brazil,others,LGESP,,0,0,,,,,97, -20963,0.5,2782 Bayview Drive General / Fremont / United States,ID,0.8333333333333334,13276,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,2782 Bayview Drive General / Fremont / United States,none,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,449, -10939,0.5,/ / Peru,ID,0.0749486652977412,8706,Channel Partner,SMB,,1.0,,1.0,,129,Request for Partnership,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258, -4059,0.5,/Ormoc city/Philippines,AS,,31882,End Customer,Enterprise,,,,,engineering,8,Quotation or Purchase Consultation,multi-split,,,/Ormoc city/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -11255,1.0,/ Hariharpara / India,ID,,37399,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,,/ Hariharpara / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174, -586,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -18289,0.0,/ / Peru,ID,0.0327868852459016,17320,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -206,1.0,/Elmwood Park/United States,ID,0.0446428571428571,3871,End Customer,SMB,,1.0,,1.0,engineering,472,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (NA),/Elmwood Park/United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,332, -11230,1.0,/ Nagpur / India,ID,,22802,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,director,LGEIL,less than 3 months,0,0,,,,,174, -12261,1.0,/mazowieckie/Poland,AS,,4306,Specifier/ Influencer,Enterprise,,,,,engineering,739,Quotation or Purchase Consultation,etc.,,,/mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694, -9233,1.0,/ / United States,ID,,12890,End Customer,SMB,,1.0,,1.0,information technology,234,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,333, -6942,0.25,Newyork Parkview apartments 22122 / NY / United States,AS,,38937,,Enterprise,,,,,,5,Product Information,,,,Newyork Parkview apartments 22122 / NY / United States,none,LGEUS,,0,0,,,,,731, -8420,0.75,/ / United States,IT,,5828,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,projector,,,/ / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,,education,,360, -15045,0.5,/ Santiago / Chile,AS,,31549,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -4662,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,27,Quotation or Purchase Consultation,single-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,127, -13410,0.25,/ New Delhi / India,AS,,729,End Customer,Enterprise,,,,,program and project management,3,Quotation or Purchase Consultation,,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115, -15058,0.5,/ santiago / Chile,AS,,47466,End Customer,Enterprise,16.0,,,,,46,Quotation or Purchase Consultation,multi-split,,,/ santiago / Chile,none,LGECL,less than 3 months,0,0,,,,,728, -5484,0.5,/Cachoeiro de Itapemirim/Brazil,AS,,15530,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Cachoeiro de Itapemirim/Brazil,others,LGESP,,0,0,,,,,97, -10759,0.25,/ / Peru,ID,0.0749486652977412,13897,End Customer,Enterprise,,1.0,,1.0,,10,,,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,258, -11652,0.5,/Chandugarh/India,ID,,5497,,SMB,,,,,k12 school,3,Quotation or Purchase Consultation,,,,/Chandugarh/India,director,LGEIL,,0,0,,,,,174, -7181,1.0,/ Taguig / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,16,Quotation or Purchase Consultation,multi-split,,,/ Taguig / Philippines,entry level,LGEPH,more than a year,0,0,,,,,120, -19586,1.0,/Sorocaba/Brazil,ID,0.0732484076433121,34078,End Customer,Enterprise,,,,,marketing,436,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,,/Sorocaba/Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480, -7402,1.0,/ Goiás / Rio Verde / Brazil,AS,,27467,Specifier/ Influencer,SMB,,,,,engineering,45,Quotation or Purchase Consultation,vrf,,,/ Goiás / Rio Verde / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -10994,0.25,/ / France,ID,0.0199004975124378,6713,,Enterprise,13.0,1.0,,1.0,others,3,,,,,/ / France,others,LGEFS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,261, -18693,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -20028,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,775, -8102,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28811,End Customer,SMB,,,,,engineering,185,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353, -7125,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46, -19971,1.0,/ Aparecida - SP / Brazil,AS,0.004,24831,Channel Partner,SMB,,,,,purchasing,62,Quotation or Purchase Consultation,ventilation,,,/ Aparecida - SP / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -5494,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -3759,1.0,/Coimbatore/India,AS,,40850,End Customer,Enterprise,,,,,sales,30,Quotation or Purchase Consultation,vrf,,,/Coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,11, -9965,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12117,0.25,/ / Greece,ID,,20649,,SMB,,,,,,3,Others,,,,/ / Greece,none,LGEHS,,0,0,,,,,593, -16856,1.0,/ makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135, -11654,0.5,/ Noida / India,ID,,25094,,Enterprise,,,,,consulting,3,Technical Consultation,interactive signage,,,/ Noida / India,director,LGEIL,,0,0,,,,,174, -9753,0.25,12044 Shadowbrook Lane Cloud IT / Orlando / United States,IT,,25368,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,12044 Shadowbrook Lane Cloud IT / Orlando / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -21265,1.0,/ / Argentina,ID,0.0422535211267605,22520,End Customer,SMB,1.0,,,,engineering,163,Quotation or Purchase Consultation,standard signage,,,/ / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,325, -17740,0.5,/ Haelen / Belgium,AS,,31865,Specifier/ Influencer,SMB,,,,,,89,Quotation or Purchase Consultation,,,,/ Haelen / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,772, -9582,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -9453,0.25,W126 N7449 Flint Drive Menomonee Falls VA,IT,0.5,25236,End Customer,SMB,,,,,,51,Quotation or Purchase Consultation,cloud device,,,W126 N7449 Flint Drive Menomonee Falls VA,none,LGEUS,,0,0,0.0002153634176709,,factory,Manufacturing Factory / Plant,375, -11088,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798, -20199,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,920,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97, -11076,1.0,/ Córdoba / Argentina,ID,0.0749486652977412,29857,End Customer,SMB,,1.0,,1.0,administrative,923,Quotation or Purchase Consultation,standard signage,,,/ Córdoba / Argentina,associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325, -7027,0.25,199 quarry road / SC / United States,AS,,15878,,Enterprise,42.0,,,,,121,Others,,,,199 quarry road / SC / United States,none,LGEUS,,0,0,,,,,731, -16073,0.25,9942 State Road 52 Hudson FL 34669 / FL / United States,AS,,28206,,SMB,,,,,,66,Product Information,,,,9942 State Road 52 Hudson FL 34669 / FL / United States,none,LGEUS,,0,0,,,,,731, -443,0.25,//United States,ID,0.0446428571428571,16225,Channel Partner,SMB,0.0,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -8972,1.0,//United States,ID,0.1186440677966101,47466,End Customer,Enterprise,16.0,,,,other,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,867, -10973,0.25,/ Hartford / United States,ID,0.0446428571428571,18216,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hartford / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194, -11827,0.5,/ Mumbai / India,ID,,35822,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,others,LGEIL,,0,0,,,,,174, -7081,1.0,/ Rizal / Philippines,AS,,26208,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0, -5949,0.5,/ São Paulo / Brazil,AS,,40436,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -21198,1.0,/ ceara / Brazil,AS,,30926,End Customer,SMB,1.0,,,,engineering,72,Others,etc.,,,/ ceara / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -14717,0.5,/ São José / Brazil,AS,,10354,End Customer,Enterprise,,,,,operations,67,Quotation or Purchase Consultation,vrf,,,/ São José / Brazil,partner,LGESP,,0,0,,,,,97, -8001,1.0,/Nottingham/United Kingdom,ID,0.0135135135135135,20752,End Customer,SMB,,,,,purchasing,528,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/Nottingham/United Kingdom,ceo/founder,LGEUK,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,185, -10725,1.0,/ RM / Santiago / Chile,ID,0.0749486652977412,17395,End Customer,SMB,,1.0,,1.0,program and project management,147,Quotation or Purchase Consultation,video wall signage,,,/ RM / Santiago / Chile,manager,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580, -15625,0.5,/ Yucatán / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,single-split,,,/ Yucatán / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42, -20813,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158, -15312,0.25,/ Manisa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,16,Quotation or Purchase Consultation,multi-split,,,/ Manisa / Türkiye,none,LGETK,,0,0,,,,,103, -1496,0.75,//Indonesia,ID,,33851,End Customer,SMB,,,,,information technology,116,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,43UH5J-H,//Indonesia,none,LGEIN,less than 3 months,0,0,,,,,362, -296,1.0,/ / Saudi Arabia,ID,0.075,24777,End Customer,SMB,,1.0,,1.0,consulting,79,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,295, -20665,1.0,/ / Türkiye,ID,0.1136363636363636,20415,End Customer,Enterprise,,,,,human resources,48,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Türkiye,associate/analyst,LGETK,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,285, -2331,1.0,/ / Egypt,ID,,7413,End Customer,SMB,,,,,information technology,30,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -533,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -21050,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -3347,0.75,/Toulouse/France,ID,,34414,Service Partner,SMB,,,,,arts and design,171,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/Toulouse/France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,354, -19430,1.0,/ Barra Velha/SC / Brazil,AS,0.0037878787878787,44856,End Customer,SMB,0.0,,,,support,164,Quotation or Purchase Consultation,,,,/ Barra Velha/SC / Brazil,intern,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97, -13168,1.0,/ / Vietnam,AS,,46911,End Customer,SMB,,,,,engineering,47,Quotation or Purchase Consultation,vrf,,,/ / Vietnam,associate/analyst,LGEVH,more than a year,0,0,,,,,759, -1688,1.0,/ Mumbai / India,ID,,13692,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145, -19154,0.25,/ test city / United States,IT,0.6428571428571429,310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,Radiology,/ test city / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,,194, -2458,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337, -12939,1.0,/Abudhabi /U.A.E,AS,,11536,Specifier/ Influencer,SMB,,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/Abudhabi /U.A.E,associate/analyst,LGEGF,9 months ~ 1 year,0,0,,,,,626, -8488,1.0,/ St Albans / Australia,ID,,45823,End Customer,SMB,,,,,information technology,156,Quotation or Purchase Consultation,hospital tv,,,/ St Albans / Australia,trainee,LGEAP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,553, -17565,0.75,//Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,,137,Quotation or Purchase Consultation,,,,//Germany,none,LGEDG,less than 3 months,0,0,,,,,428, -12459,1.0,/ บุรีรัมย์ / Thailand,AS,,47330,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ บุรีรัมย์ / Thailand,manager,LGETH,less than 3 months,0,0,,,,,1026, -13194,0.5,/Makati City/Philippines,AS,,35824,End Customer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,,,,/Makati City/Philippines,manager,LGEPH,,0,0,,,,,0, -12601,0.75,/ Bolivar / Colombia,AS,,16807,End Customer,SMB,,,,,,179,Quotation or Purchase Consultation,multi-split,,,/ Bolivar / Colombia,none,LGECB,less than 3 months,0,0,,,,,699, -15023,0.5,/ Santiago / Chile,AS,,10352,Specifier/ Influencer,Enterprise,,,,,others,3,,single-split,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728, -1660,1.0,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,arts and design,22,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4733,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,141,Quotation or Purchase Consultation,etc.,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -16042,0.25,Sremska 4a / Beograd / Serbia,AS,,44570,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,Sremska 4a / Beograd / Serbia,partner,LGEMK,,0,0,,,,,766, -10729,0.75,/ / Colombia,ID,0.0749486652977412,37567,,SMB,,1.0,,1.0,others,8,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344, -841,0.25,Corporate / /,ID,0.0446428571428571,30420,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9755,0.25,1701 Century Center Cv Cloud IT / Memphis / United States,IT,,39423,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cv Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15618,0.5,/ Cdmx / Mexico,AS,,36484,Specifier/ Influencer,Enterprise,,,,,community and social services,3,,vrf,,,/ Cdmx / Mexico,director,LGEMS,less than 3 months,0,0,,,,,42, -8882,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227, -8979,1.0,/ / United States,ID,0.1186440677966101,31677,End Customer,SMB,,,,,operations,61,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/ / United States,director,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),333, -11306,1.0,/ / U.A.E,ID,,4606,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209, -12124,1.0,/Cebu City/Philippines,ID,,24985,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,268, -8529,0.25,/ Colorado Springs / United States,ID,,32063,,SMB,,,,,,26,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Colorado Springs / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567, -6604,0.25,/ COUPEVILLE / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,29,Quotation or Purchase Consultation,heating,,,/ COUPEVILLE / United States,none,LGEUS,,0,0,,,,,731, -9467,0.5,/ Vadodara / India,ID,0.3333333333333333,30060,End Customer,SMB,,,,,operations,36,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/ Vadodara / India,none,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,166, -3741,1.0,/ Bareilly / India,AS,,12249,End Customer,SMB,,,,,marketing,35,Quotation or Purchase Consultation,etc.,,,/ Bareilly / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,734, -2867,1.0,/ / Hungary,ID,,46873,Channel Partner,SMB,,,,,others,561,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Hungary,ceo/founder,LGEMK,less than 3 months,0,0,,,,,158, -17516,0.25,/ / Germany,IT,,7594,End Customer,Enterprise,0.0,,,,sales,3,,,,,/ / Germany,manager,LGEDG,,0,0,,,,,428, -21308,1.0,/JAKARTA SELATAN/Indonesia,AS,,33877,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,etc.,,,/JAKARTA SELATAN/Indonesia,others,LGEIN,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,965, -5564,0.5,/ Mairiporã-SP / Brazil,AS,,25988,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Mairiporã-SP / Brazil,others,LGESP,,0,0,,,,,97, -735,0.0,Corporate / /,ID,0.0446428571428571,13395,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -8875,1.0,/ CASCAVEL / Brazil,ID,0.0732484076433121,25506,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,high brightness signage,,,/ CASCAVEL / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -17345,0.75,/ / Peru,AS,,14402,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Peru,associate/analyst,LGEPR,9 months ~ 1 year,0,0,,,,,125, -2582,1.0,/ / India,ID,,44392,End Customer,SMB,,,,,engineering,62,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / India,vice president,LGEIL,less than 3 months,0,0,,,,,145, -17158,1.0,/ Mazowieckie warszawa / Poland,AS,,33394,Specifier/ Influencer,Enterprise,2.0,,,,product management,48,Usage or Technical Consultation,control,,,/ Mazowieckie warszawa / Poland,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694, -5171,0.5,/SAO PAULO/Brazil,AS,,24546,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/SAO PAULO/Brazil,others,LGESP,,0,0,,,,,97, -20994,0.0,/ / Spain,ID,0.025,33459,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -11977,0.25,/ / Brazil,ID,,8163,,SMB,,,,,,378,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,480, -19927,1.0,/ Mallet / Brazil,ID,0.0732484076433121,8186,End Customer,SMB,,,,,information technology,211,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Mallet / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279, -14303,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97, -19627,1.0,/ Bogotá / Colombia,ID,0.0732484076433121,25601,End Customer,Enterprise,,,,,administrative,104,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,55XS2E,/ Bogotá / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187, -11929,0.0,/ / Brazil,ID,,40804,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -2456,0.75,/ / Saudi Arabia,ID,,46578,Specifier/ Influencer,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209, -9254,0.25,/ Nashville / United States,ID,,44376,,SMB,,1.0,,1.0,,47,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Nashville / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,566, -15900,0.5,/ San José / Costa Rica,AS,,1927,Channel Partner,SMB,24.0,,,,engineering,3,,vrf,,,/ San José / Costa Rica,entry level,LGEPS,less than 3 months,0,0,,,,,654, -3144,0.5,/ / U.A.E,ID,,32424,End Customer,SMB,,,,,marketing,43,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / U.A.E,manager,LGEGF,,0,0,,,,,308, -821,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -19123,1.0,/ / Poland,IT,0.2307692307692307,23019,End Customer,SMB,,,,,healthcare services,68,Quotation or Purchase Consultation,monitor,,,/ / Poland,others,LGEPL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,800, -21217,1.0,/ / Poland,IT,,21302,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,monitor,,,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,800, -18322,0.0,/ / Peru,ID,0.0327868852459016,43119,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -20248,1.0,/ Bolívar / Colombia,AS,0.004,395,End Customer,Enterprise,16.0,,,,administrative,219,Quotation or Purchase Consultation,vrf,,,/ Bolívar / Colombia,ceo/founder,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,699, -8144,0.25,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375, -33,0.75,/ BOGOTA / Colombia,AS,0.0039370078740157,9192,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ BOGOTA / Colombia,director,LGECB,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39, -3324,0.25,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,ID,,41470,,SMB,,,,,,163,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,none,LGEUS,,0,0,,,,,310, -3272,0.5,/ FT HUACHUCA /,ID,,44233,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369, -15423,0.25,/ Ain mlila / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ain mlila / Algeria,none,LGEAS,,0,0,,,,,739, -10882,0.25,/ / Brazil,ID,0.0749486652977412,24619,Solution Eco-Partner,SMB,26.0,1.0,,1.0,operations,3,,,,,/ / Brazil,others,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278, -18887,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,37033,End Customer,SMB,,,,,marketing,134,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ Rio de Janeiro / Brazil,director,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,,480, -56,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,17506,Specifier/ Influencer,Enterprise,,,,,engineering,108,Quotation or Purchase Consultation,multi-split,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,25, -18544,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -11014,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,27255,End Customer,SMB,12.0,1.0,,1.0,consulting,159,Quotation or Purchase Consultation,oled signage,,,/ São Paulo / Brazil,c-level executive,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167, -3717,0.75,/ Tangeran / Indonesia,AS,,13373,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Tangeran / Indonesia,trainee,LGEIN,9 months ~ 1 year,0,0,,,,,122, -2864,0.75,//Argentina,ID,,34597,Service Partner,SMB,1.0,,,,sales,341,Technical Consultation,one:quick series,One:Quick Works,55CT5WJ,//Argentina,none,LGEAR,less than 3 months,0,0,,,,,325, -5093,0.5,/ São Paulo / Brazil,AS,,27354,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8832,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360, -7497,0.75,/ / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,34,,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -7056,0.25,/ Lisboa / Portugal,AS,,47466,End Customer,Enterprise,105.0,,,,,21,Quotation or Purchase Consultation,etc.,,,/ Lisboa / Portugal,none,LGEPT,,0,0,,,,,769, -8365,0.25,/ Glendale / United States,ID,0.3902439024390244,39435,,SMB,,,,,,112,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Glendale / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,868, -16695,0.25,Via ardeatina 4 / Anzio / Italy,AS,,22562,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Via ardeatina 4 / Anzio / Italy,others,LGEIS,,0,0,,,,,341, -8744,1.0,/ PH / Nigeria,AS,0.0496894409937888,1045,End Customer,Enterprise,,,,,engineering,128,Quotation or Purchase Consultation,single-split,,,/ PH / Nigeria,manager,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,141, -20129,1.0,/ Atlantico/barranquilla / Colombia,AS,0.004,24573,Specifier/ Influencer,Enterprise,,,,,administrative,85,Quotation or Purchase Consultation,etc.,,,/ Atlantico/barranquilla / Colombia,ceo/founder,LGECB,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39, -10089,0.25,233 South Beaudry Avenue Los Angeles CA,IT,,25855,End Customer,SMB,,,,,,52,Quotation or Purchase Consultation,,,,233 South Beaudry Avenue Los Angeles CA,none,LGEUS,,0,0,2.5889552307882245e-05,,public facility,Others,375, -20814,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158, -10327,1.0,//Philippines,AS,0.0666666666666666,13565,,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,0, -16787,0.75,/ / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,product management,3,,,,,/ / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,616, -10078,0.25,3545 Lakeland Dr Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Dr Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -1543,1.0,/Surat/India,ID,,40267,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Surat/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -115,1.0,/ Singapore / Singapore,AS,,1226,Specifier/ Influencer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,14, -19025,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -1540,1.0,/Delhi/India,ID,,27434,,SMB,3.0,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -7336,0.75,/ Depok / Indonesia,AS,,11126,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Depok / Indonesia,partner,LGEIN,more than a year,0,0,,,,,723, -8828,0.5,/Mumbai /India,AS,0.0714285714285714,10704,End Customer,Enterprise,3.0,,,,engineering,49,Quotation or Purchase Consultation,etc.,,,/Mumbai /India,manager,LGEIL,,0,0,9.65915660650443e-05,0.0227272727272727,government department,General Government Office,672, -2495,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -3709,0.5,/ Bandung / Indonesia,AS,,34053,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -9292,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263, -2918,0.75,/ Scottsdale / United States,ID,,23204,End Customer,SMB,,,,,real estate,87,Quotation or Purchase Consultation,video wall signage,,,/ Scottsdale / United States,none,LGEUS,more than a year,0,0,,,,,568, -10712,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278, -15597,0.5,/ Ciudad de México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,engineering,3,,chiller,,,/ Ciudad de México / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42, -2283,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560, -16498,0.25,"Via di Torricola Nuova, 8 / Roma / Italy",AS,,40407,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,"Via di Torricola Nuova, 8 / Roma / Italy",director,LGEIS,,0,0,,,,,341, -18748,0.0,/ / Peru,ID,0.0327868852459016,9962,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -5887,0.5,/ / Brazil,AS,,5436,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -9409,1.0,/ / Italy,ID,0.0416666666666666,4265,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578, -8216,1.0,/ cdmx / Panama,ID,0.0327868852459016,19479,End Customer,Enterprise,,,,,human resources,2,Others,software solution,,,/ cdmx / Panama,others,LGEMS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,189, -20682,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310, -12915,0.5,/ / Brazil,AS,,19823,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,97, -20387,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -2212,1.0,/ Patna Bihar / India,ID,,12269,,Enterprise,,,,,education,6,Others,interactive signage,,,/ Patna Bihar / India,others,LGEIL,less than 3 months,0,0,,,,,164, -20073,1.0,/ MG / Brazil,AS,0.004,40776,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -17777,0.75,/ Charkhi dadri / India,ID,0.0311958405545927,27468,End Customer,Enterprise,,,,,others,24,Technical Consultation,interactive signage,,,/ Charkhi dadri / India,others,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,165, -7962,0.25,36295 Graham Street Education / White Castle / United States,IT,,45884,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,36295 Graham Street Education / White Castle / United States,none,LGEUS,,0,0,,,,,374, -15862,0.5,/ San Pedro Sula / Honduras,AS,,35592,Channel Partner,SMB,19.0,,,,engineering,3,,vrf,,,/ San Pedro Sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654, -2305,1.0,//United Kingdom,ID,,41155,End Customer,SMB,,,,,information technology,261,Quotation or Purchase Consultation,webos,SuperSign CMS,55EF5F-L,//United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185, -3786,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,,,,,19, -12235,1.0,/ สมุทรปราการ / Thailand,AS,,26160,Specifier/ Influencer,Enterprise,2.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/ สมุทรปราการ / Thailand,ceo/founder,LGETH,more than a year,0,0,,,,,775, -1438,1.0,/ / U.A.E,ID,,3766,End Customer,SMB,,,,,information technology,85,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -6955,0.25,4655 Longley Ln Suite 107 / NV / United States,AS,,34239,,SMB,,,,,,169,Product Information,,,,4655 Longley Ln Suite 107 / NV / United States,none,LGEUS,,0,0,,,,,731, -3124,0.25,/ Madurai / India,ID,,13855,,Enterprise,,,,,education,9,,,,,/ Madurai / India,partner,LGEIL,,0,0,,,,,149, -20546,1.0,/ Hyderabad / India,AS,,44510,End Customer,Enterprise,,,,,real estate,11,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,673, -2860,1.0,/ / Egypt,ID,,6199,End Customer,SMB,,,,,arts and design,54,Technical Consultation,oled signage,,,/ / Egypt,director,LGEEG,3 months ~ 6 months,0,0,,,,,234, -11185,1.0,/Delhi/India,ID,,6045,,Enterprise,,,,,consulting,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -11884,0.5,/Nagpur/India,ID,,37418,,Enterprise,1.0,,,,education,3,Quotation or Purchase Consultation,,,,/Nagpur/India,professor,LGEIL,,0,0,,,,,148, -16615,0.5,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,AS,,40491,End Customer,SMB,6.0,,,,,308,Quotation or Purchase Consultation,multi-split,,,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,none,LGEIS,3 months ~ 6 months,0,0,,,,,1033, -13191,0.5,/Cavite/Philippines,AS,,9614,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,ceo/founder,LGEPH,,0,0,,,,,83, -114,1.0,/ Singapore / Singapore,AS,0.0666666666666666,1226,End Customer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,14, -3632,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733, -9749,0.25,1901 Main St Cloud IT / Columbia / United States,IT,,42196,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1901 Main St Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -6771,0.25,1131 w Custer Pl unit B / CO / United States,AS,,40973,,SMB,,,,,,139,Product Information,,,,1131 w Custer Pl unit B / CO / United States,none,LGEUS,,0,0,,,,,731, -8807,0.25,/ Flat Rock / United States,ID,0.6153846153846154,4317,,Enterprise,,,,,,27,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Flat Rock / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,194, -2801,1.0,/ / Egypt,ID,,3733,End Customer,SMB,,,,,business development,74,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -13080,0.75,/ Singapore / Singapore,AS,,20304,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,73, -5333,0.5,/São Paulo/Brazil,AS,,40415,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -223,1.0,//Hong Kong,ID,0.0843373493975903,44744,End Customer,SMB,,1.0,,1.0,administrative,53,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,//Hong Kong,manager,LGEHK,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,337, -7362,1.0,/ HYDERABAD / India,AS,,30249,End Customer,SMB,,,,,administrative,68,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,manager,LGEIL,less than 3 months,0,0,,,,,4, -7090,1.0,/ Laguna / Philippines,AS,,11948,End Customer,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,vrf,,,/ Laguna / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733, -8505,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310, -6151,0.25,/ Votuporanga / Brazil,AS,,28562,,Enterprise,,,,,others,3,,multi-split,,,/ Votuporanga / Brazil,others,LGESP,,0,0,,,,,97, -14825,0.25,/ São Paulo/SP / Brazil,AS,,14890,End Customer,SMB,,,,,education,3,,,,,/ São Paulo/SP / Brazil,others,LGESP,,0,0,,,,,97, -11948,0.0,/ / Brazil,ID,,46554,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -14424,0.25,/ RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,121,Quotation or Purchase Consultation,multi-split,,,/ RS / Brazil,none,LGESP,,0,0,,,,,97, -9612,1.0,/ Jeddah / Saudi Arabia,ID,,6164,End Customer,SMB,,,,,purchasing,64,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Jeddah / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219, -19273,1.0,/ Texcoco / Mexico,ID,0.0538922155688622,41289,End Customer,Enterprise,,,,,administrative,87,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ Texcoco / Mexico,partner,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,188, -2368,1.0,/ / United States,ID,,38837,End Customer,SMB,2.0,,,,business development,85,Technical Consultation,webos,,,/ / United States,manager,LGEUS,less than 3 months,0,0,,,,,562, -18385,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -19619,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -17889,1.0,/ Espinar / Peru,ID,0.0327868852459016,10041,End Customer,Enterprise,,,,,administrative,99,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Espinar / Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,190, -16723,0.25,VIALE VOLTURNO 61/A / PARMA / Italy,AS,,27480,End Customer,Enterprise,,,,,,3,,vrf,,,VIALE VOLTURNO 61/A / PARMA / Italy,others,LGEIS,,0,0,,,,,341, -17463,0.75,/dolnosląskie/Poland,IT,,31794,End Customer,SMB,,,,,other,424,Quotation or Purchase Consultation,monitor,,,/dolnosląskie/Poland,none,LGEPL,less than 3 months,0,0,,,,,800, -9068,1.0,/ / U.A.E,ID,0.0491803278688524,23898,Channel Partner,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,308, -20339,1.0,/ PORTO SEGURO BAHIA / Brazil,ID,0.1241217798594847,45220,End Customer,SMB,,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,65EP5G,/ PORTO SEGURO BAHIA / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -19495,0.0,/ / Peru,ID,0.0544217687074829,37585,,SMB,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258, -3895,1.0,/ KHOBAR / Saudi Arabia,AS,,2193,Specifier/ Influencer,SMB,,,,,consulting,384,Quotation or Purchase Consultation,multi-split,,,/ KHOBAR / Saudi Arabia,entry level,LGESJ,less than 3 months,0,0,,,,,44, -4345,0.25,/ Munger / India,AS,,36411,End Customer,Enterprise,14.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Munger / India,none,LGEIL,,0,0,,,,,600, -7676,1.0,/ Sharjah / U.A.E,IT,,32008,End Customer,Enterprise,24.0,,,,healthcare services,192,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,780, -16275,0.25,"via c. battisti, 3b / mira / Italy",AS,,32215,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"via c. battisti, 3b / mira / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -14440,0.25,/ Rio de janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,etc.,,,/ Rio de janeiro / Brazil,none,LGESP,,0,0,,,,,97, -15774,0.0,/ oranienbaum / Germany,AS,,33333,,SMB,,,,,legal,3,,,,,/ oranienbaum / Germany,none,LGEDG,,0,0,,,,,126, -17557,0.0,/ Milano / Italy,IT,,21997,,SMB,,,,,sales,3,,,,,/ Milano / Italy,none,LGEIS,,0,0,,,,,571, -1285,0.25,Cloud IT / Jersey City / United States,IT,0.0434782608695652,43062,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -18238,0.0,/ / Peru,ID,0.0327868852459016,29308,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -8248,0.25,/ / Australia,ID,0.2142857142857142,7970,End Customer,SMB,,,,,education,14,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -3407,1.0,/Ahemdabad /India,ID,,31621,End Customer,SMB,,,,,purchasing,42,Quotation or Purchase Consultation,hotel tv,,,/Ahemdabad /India,manager,LGEIL,less than 3 months,0,0,,,,,174, -8951,0.75,/Dubai/U.A.E,ID,0.0491803278688524,21781,Channel Partner,SMB,,,,,information technology,80,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Dubai/U.A.E,none,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,227, -20270,1.0,/ Kaarst / Germany,IT,,24295,End Customer,SMB,,,,,,643,Quotation or Purchase Consultation,laptop,,,/ Kaarst / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428, -1718,1.0,/ Chandigarh / India,ID,,40344,,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,165, -14851,0.5,/ Rio de Janeiro / Brazil,AS,,1057,End Customer,Enterprise,,,,,others,69,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97, -20428,0.0,Hospitality / / United States,ID,,29721,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -984,0.25,Corporate / /,ID,0.0446428571428571,29592,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -2917,0.75,47 Broad st / ELIZABETH / NJ,ID,,30677,Channel Partner,SMB,,,,,,39,Others,,,,47 Broad st / ELIZABETH / NJ,none,LGEUS,less than 3 months,0,0,,,,,576, -1478,1.0,"/ Great Falls, MT / United States",ID,,7069,Specifier/ Influencer,SMB,,,,,arts and design,787,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,"/ Great Falls, MT / United States",manager,LGEUS,3 months ~ 6 months,0,0,,,,,152, -4877,0.5,/ / Brazil,AS,,32566,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,manager,LGESP,,0,0,,,,,97, -6434,0.25,/ Lydney Gloucestershire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ Lydney Gloucestershire / United Kingdom,none,LGEUK,,0,0,,,,,755, -16489,0.25,Via Valassina 89/90 / Paderno Dugnano / Italy,AS,,40129,Specifier/ Influencer,SMB,,,,,program and project management,3,,vrf,,,Via Valassina 89/90 / Paderno Dugnano / Italy,entry level,LGEIS,,0,0,,,,,341, -5205,0.5,/ Sao Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -2707,1.0,/ RAK / U.A.E,ID,,3743,End Customer,SMB,,,,,information technology,38,Quotation or Purchase Consultation,interactive signage,,,/ RAK / U.A.E,director,LGEGF,less than 3 months,0,0,,,,,219, -7522,0.75,/ Sohsg / Egypt,AS,,47101,,Enterprise,,,,,accounting,3,,,,,/ Sohsg / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51, -19929,1.0,/ Santiago de Chile / Chile,ID,0.0732484076433121,3303,Specifier/ Influencer,Enterprise,,,,,purchasing,22,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,LSBA039,/ Santiago de Chile / Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,580, -3215,0.25,/ / United States,ID,,34532,,SMB,,,,,,208,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,556, -1999,1.0,/Dhamnod Dhar M.P/India,ID,,45095,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive digital board,,,/Dhamnod Dhar M.P/India,director,LGEIL,more than a year,0,0,,,,,174, -17949,0.0,/ / India,ID,0.0311958405545927,9624,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -614,0.25,Corporate / /,ID,0.0446428571428571,27522,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17299,1.0,/Querétaro /Mexico,AS,,44660,End Customer,Enterprise,,,,,operations,78,Quotation or Purchase Consultation,vrf,,,/Querétaro /Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -21303,1.0,/San Julian/Argentina,ID,0.0422535211267605,30009,End Customer,SMB,0.0,,,,business development,228,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/San Julian/Argentina,partner,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,325, -4947,0.5,/ / Brazil,AS,,45263,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -8908,1.0,/ / Argentina,ID,0.0732484076433121,5442,,SMB,1.0,,,,administrative,9,Quotation or Purchase Consultation,standard signage,UH5F Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325, -20496,1.0,/ Cuiaba / Brazil,ID,0.1241217798594847,6943,End Customer,Enterprise,,1.0,,1.0,finance,21,Quotation or Purchase Consultation,pro:centric,Hotel Quick Menu,,/ Cuiaba / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -15501,0.25,/ القاهرة / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,etc.,,,/ القاهرة / Egypt,none,LGEEG,,0,0,,,,,56, -8255,0.25,/ / Australia,ID,0.2142857142857142,42426,End Customer,SMB,,,,,program and project management,28,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -15762,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -14876,0.25,/ Recife / Brazil,AS,,30384,,SMB,,,,,operations,3,,,,,/ Recife / Brazil,others,LGESP,,0,0,,,,,97, -13657,0.5,/ Indaiatuba SP / Brazil,AS,,41166,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Indaiatuba SP / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -14935,0.5,/กรุงเทพฯ/Thailand,AS,,38497,,Enterprise,9.0,,,,others,3,Quotation or Purchase Consultation,etc.,,,/กรุงเทพฯ/Thailand,others,LGETH,,0,0,,,,,753, -12947,0.75,/ Rancagua / Chile,AS,,42542,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Rancagua / Chile,ceo/founder,LGECL,3 months ~ 6 months,0,0,,,,,124, -7526,0.25,/ / Egypt,AS,,9801,,Enterprise,,,,,,1,,,,,/ / Egypt,none,LGEEG,,0,0,,,,,51, -15535,0.5,/ guadalajara / Mexico,AS,,33709,Specifier/ Influencer,SMB,12.0,,,,engineering,3,,vrf,,,/ guadalajara / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -19159,1.0,/fusagasuga/Colombia,IT,0.3333333333333333,16821,End Customer,SMB,,,,,administrative,42,Request for Distributorship,monitor,,,/fusagasuga/Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837, -88,0.75,/ ujjain / India,AS,0.0888888888888888,47466,End Customer,Enterprise,19.0,,,,,35,Quotation or Purchase Consultation,vrf,,,/ ujjain / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Agriculture,137, -6910,0.25,PO Box 1025 / CA / United States,AS,,36379,,SMB,,,,,,254,Product Information,,,,PO Box 1025 / CA / United States,none,LGEUS,,0,0,,,,,731, -19201,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25714,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572, -2605,1.0,/ ongole / India,ID,,1029,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ ongole / India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -6947,0.25,19 Picadlly Rd Hampstead / NH / United States,AS,,5910,,Enterprise,,,,,,42,Product Information,,,,19 Picadlly Rd Hampstead / NH / United States,none,LGEUS,,0,0,,,,,731, -19843,0.25,/ / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,108,Request for Partnership,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -6769,0.25,350 Guthrie rd. / PA / United States,AS,,7337,,SMB,1.0,,,,,142,Product Information,,,,350 Guthrie rd. / PA / United States,none,LGEUS,,0,0,,,,,731, -15871,0.5,/ Guayaquil / Ecuador,AS,,31864,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Guayaquil / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -17822,1.0,/ / United Kingdom,ID,0.0175438596491228,24169,End Customer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/ / United Kingdom,ceo/founder,LGEUK,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,185, -1182,0.75,/ / Hong Kong,ID,0.0843373493975903,42887,End Customer,SMB,,1.0,,1.0,sales,217,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337, -15335,0.25,/ Aydın kuşadası / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,25,Quotation or Purchase Consultation,heating,,,/ Aydın kuşadası / Türkiye,none,LGETK,,0,0,,,,,103, -4050,0.5,/Ormoc/Philippines,AS,,14517,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8, -8395,0.75,/ Firenze / Italy,ID,0.0175438596491228,9792,End Customer,SMB,,,,,program and project management,100,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Firenze / Italy,ceo/founder,LGEIS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,341, -7960,0.25,100 E Cameron Ave Education / Chapel Hill / United States,IT,,43755,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,100 E Cameron Ave Education / Chapel Hill / United States,none,LGEUS,,0,0,,,,,374, -8492,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874, -7608,1.0,/ Singapore / Singapore,AS,,17628,Specifier/ Influencer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,chiller,,,/ Singapore / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73, -1283,0.25,14058 Mirabella Dr Education / Herriman / United States,IT,0.0434782608695652,16431,,SMB,,,1.0,1.0,,133,Quotation or Purchase Consultation,,,,14058 Mirabella Dr Education / Herriman / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374, -1812,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173, -304,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356, -10265,1.0,/ Leon / Mexico,AS,0.0039370078740157,16627,Specifier/ Influencer,SMB,,,,,engineering,143,Trainings,vrf,,,/ Leon / Mexico,director,LGEMS,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42, -21258,1.0,/ / Mexico,ID,0.0422535211267605,37894,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,189, -10014,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4892,0.5,/São Paulo/Brazil,AS,,11463,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,manager,LGESP,,0,0,,,,,97, -9579,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -17079,1.0,/ Doha / Qatar,AS,,16340,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055, -8699,1.0,/Gauteng/South Africa,AS,0.0496894409937888,30323,,SMB,,,,,real estate,42,Quotation or Purchase Consultation,multi-split,,,/Gauteng/South Africa,ceo/founder,LGESA,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,26, -10191,1.0,/Brasilia/DF/Brazil,AS,0.0039370078740157,40333,,SMB,,,,,administrative,181,Quotation or Purchase Consultation,single-split,,,/Brasilia/DF/Brazil,manager,LGESP,9 months ~ 1 year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97, -9748,0.25,1201 W. Peachtree St Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 W. Peachtree St Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8978,1.0,4015 RED BANK RD /CINCINNATI/United States,ID,0.1186440677966101,42242,End Customer,SMB,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,4015 RED BANK RD /CINCINNATI/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,194, -2742,1.0,/ / South Africa,ID,,5775,End Customer,SMB,,,,,purchasing,52,Technical Consultation,led signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151, -6475,0.25,/ Qalubia / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,301,Quotation or Purchase Consultation,multi-split,,,/ Qalubia / Egypt,none,LGEEG,,0,0,,,,,56, -19391,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,32776,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39, -8429,0.25,//United States,IT,,24110,,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0005719551277132,,education,Higher Education (College & University),438, -5629,0.5,/ São Paulo / Brazil,AS,,10811,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -21340,1.0,/ New York / Mexico,AS,0.04,13831,End Customer,Enterprise,,,,,education,7,Services,ventilation,,,/ New York / Mexico,trainee,LGEMS,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42, -3265,0.5,/ /,ID,,45222,Channel Partner,SMB,,,,,,372,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310, -7593,1.0,/ JEDDAH / Saudi Arabia,AS,,37714,End Customer,SMB,,,,,engineering,91,Product Information,vrf,,,/ JEDDAH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13, -20451,0.0,Hospitality / / United States,ID,,20019,End Customer,SMB,4.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -13635,0.5,/ Rio de Janeiro / Brazil,AS,,14567,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -8830,1.0,/LUCKNOW/India,AS,0.0714285714285714,12627,Specifier/ Influencer,Enterprise,2.0,,,,others,225,Quotation or Purchase Consultation,etc.,,,/LUCKNOW/India,others,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,Military,22, -8503,1.0,/ New Delhi / India,ID,0.0833333333333333,28737,End Customer,SMB,2.0,,,,information technology,85,Quotation or Purchase Consultation,led signage,Premium Slim Series,LBS062DA4-V,/ New Delhi / India,manager,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174, -12308,1.0,/ Doral / El Salvador,AS,,35312,Specifier/ Influencer,Enterprise,,,,,engineering,3,Trainings,vrf,,,/ Doral / El Salvador,ceo/founder,LGEPS,3 months ~ 6 months,0,0,,,,,654, -893,0.25,Corporate / /,ID,0.0446428571428571,27164,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -8993,1.0,/ / Maldives,ID,0.1184210526315789,2449,End Customer,SMB,,,,,others,81,Quotation or Purchase Consultation,led signage,,LTAK140-GV,/ / Maldives,others,LGESL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,298, -20747,1.0,/ha noi/Vietnam,AS,1.0,45049,,SMB,,,,,engineering,309,Quotation or Purchase Consultation,chiller,,,/ha noi/Vietnam,others,LGEVH,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Energy Storage & Saving,760, -19954,1.0,/ / Mexico,ID,0.0732484076433121,7734,,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,6 months ~ 9 months,0,0,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),189, -7373,1.0,/Hyderabad /India,AS,,12844,,SMB,,,,,purchasing,15,Quotation or Purchase Consultation,vrf,,,/Hyderabad /India,director,LGEIL,more than a year,0,0,,,,,4, -19645,1.0,/ Bogota / Colombia,ID,0.0732484076433121,21755,End Customer,Enterprise,,,,,operations,34,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,212, -9744,0.25,602 Med Tech Parkway Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,602 Med Tech Parkway Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -2414,0.75,4603 N Stahl Park Road Unit 104 / San Antonio /,ID,,19855,Channel Partner,Enterprise,3.0,,,,,91,Quotation or Purchase Consultation,,,,4603 N Stahl Park Road Unit 104 / San Antonio /,none,LGEUS,3 months ~ 6 months,0,0,,,,,335, -5192,0.5,/ São Paulo / Brazil,AS,,2372,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -18455,0.0,/ / Peru,ID,0.0327868852459016,9942,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -4132,0.25,/ Cabuyao City Laguna / Philippines,AS,,13380,End Customer,Enterprise,,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Cabuyao City Laguna / Philippines,none,LGEPH,,0,0,,,,,121, -8685,1.0,/ Jorhat / India,AS,0.0677966101694915,26555,End Customer,Enterprise,,,,,others,86,Quotation or Purchase Consultation,multi-split,,,/ Jorhat / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7, -8103,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28812,End Customer,SMB,,,,,engineering,148,Technical Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353, -11967,0.0,/ / Brazil,ID,,4936,,Enterprise,,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -3437,1.0,/ surat / India,ID,,18009,,SMB,,,,,curation,1,Others,interactive signage,,,/ surat / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -19590,1.0,/ são paulo / Brazil,ID,0.0732484076433121,36907,End Customer,SMB,,,,,finance,143,Quotation or Purchase Consultation,led signage,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279, -20126,1.0,/RJ/Brazil,AS,0.004,107,,Enterprise,16.0,,,,others,65,Quotation or Purchase Consultation,etc.,,,/RJ/Brazil,others,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -6911,0.25,5863 Othello PL / TX / United States,AS,,3702,,SMB,,,,,,169,Product Information,,,,5863 Othello PL / TX / United States,none,LGEUS,,0,0,,,,,731, -7472,1.0,/ Cairo / Egypt,AS,,24023,End Customer,Enterprise,,,,,others,6,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51, -16020,0.25,/ Beograd / Serbia,AS,,24316,Channel Partner,SMB,,,,,,3,,heating,,,/ Beograd / Serbia,director,LGEMK,,0,0,,,,,766, -9768,0.25,Cloud IT / New York / United States,IT,,5701,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -9588,0.25,General / Meridian / United States,ID,0.8333333333333334,25335,,SMB,1.0,,,,,26,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,General / Meridian / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194, -11433,1.0,/kalaigaon/India,ID,,6575,,Enterprise,,,,,education,5,Technical Consultation,interactive digital board,,,/kalaigaon/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4541,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115, -21176,1.0,/ ES / Brazil,AS,,16655,Specifier/ Influencer,Enterprise,,,,,sales,324,Trainings,etc.,,,/ ES / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -19470,0.5,/ / Peru,ID,0.0544217687074829,24778,,Enterprise,,,,,military and protective services,3,,,,,/ / Peru,none,LGEPR,more than a year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258, -18940,0.75,/ São Paulo SP / Brazil,AS,0.0151515151515151,156,Specifier/ Influencer,Enterprise,16.0,,,,engineering,31,,vrf,,,/ São Paulo SP / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97, -215,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335, -7920,0.25,//United States,IT,,30777,,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,438, -2586,1.0,/ Buxar / India,ID,,42326,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Buxar / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -10053,0.25,3801 Latona Ave Ne Cloud IT / Seattle / United States,IT,,13188,End Customer,SMB,,,,,,20,Quotation or Purchase Consultation,,,,3801 Latona Ave Ne Cloud IT / Seattle / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439, -15437,0.5,/ Hồ Chí Minh / Vietnam,AS,,10990,End Customer,Enterprise,,,,,business development,28,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,,0,0,,,,,745, -6729,0.25,2046 w grand / IL / United States,AS,,16271,,Enterprise,,,,,,176,Services,,,,2046 w grand / IL / United States,none,LGEUS,,0,0,,,,,731, -1287,0.25,Cloud IT / Macungie / United States,IT,0.0434782608695652,24115,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Macungie / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -19320,1.0,/ Belo Horizonte / Brazil,AS,0.0037878787878787,41807,Specifier/ Influencer,SMB,,,,,engineering,56,Quotation or Purchase Consultation,vrf,,,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97, -19870,0.5,/ / Peru,ID,0.0732484076433121,29859,,Enterprise,,,,,sales,33,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,258, -7369,1.0,/THEKKADY/India,AS,,45925,End Customer,Enterprise,,,,,program and project management,91,Quotation or Purchase Consultation,single-split,,,/THEKKADY/India,director,LGEIL,9 months ~ 1 year,0,0,,,,,34, -4374,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90, -2034,0.75,/ Gurgaon / India,ID,,19784,End Customer,SMB,,,,,engineering,112,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Gurgaon / India,none,LGEIL,less than 3 months,0,0,,,,,315, -7926,0.25,//United States,IT,,20943,,SMB,0.0,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,375, -6874,0.25,575 Starboard Road Northwest / NC / United States,AS,,32572,,Enterprise,,,,,,168,Product Information,,,,575 Starboard Road Northwest / NC / United States,none,LGEUS,,0,0,,,,,731, -8879,1.0,/ / U.A.E,ID,0.0491803278688524,26609,End Customer,Enterprise,,,,,operations,101,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,227, -1813,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173, -18839,0.0,/ / United States,ID,0.3902439024390244,30613,,Enterprise,,,,,education,3,,,,,/ / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194, -12424,0.75,/ Maceió / Brazil,AS,,42902,End Customer,Enterprise,,,,,others,3,,chiller,,,/ Maceió / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97, -19131,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838, -10491,1.0,/ / Hong Kong,ID,0.0843373493975903,39740,End Customer,Enterprise,,1.0,,1.0,others,115,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,337, -17204,1.0,/ Hồ Chí Minh / Vietnam,AS,,43539,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -13669,0.5,/ Nova Serrana/MG / Brazil,AS,,12375,End Customer,Enterprise,,,,,others,79,Quotation or Purchase Consultation,,,,/ Nova Serrana/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -9344,1.0,"/ P.O. Box 411, Baysh / Saudi Arabia",AS,0.0202020202020202,1396,End Customer,SMB,,,,,purchasing,116,Quotation or Purchase Consultation,etc.,,,"/ P.O. Box 411, Baysh / Saudi Arabia",c-level executive,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6, -16760,0.25,Via Squero 12/1 / Noventa Padovana / Italy,AS,,33003,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,Via Squero 12/1 / Noventa Padovana / Italy,others,LGEIS,,0,0,,,,,341, -11090,1.0,/ Santiago / Chile,IT,0.0446428571428571,13912,End Customer,Enterprise,,,1.0,1.0,healthcare services,314,Quotation or Purchase Consultation,monitor,,,/ Santiago / Chile,ceo/founder,LGECL,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Healthcare,982, -17073,1.0,/ NSW / Australia,AS,,11276,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138, -17748,1.0,/ Bad Homburg / Germany,IT,,44463,Channel Partner,SMB,,,,,,453,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Bad Homburg / Germany,others,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,838, -18079,0.25,/ / Vietnam,ID,0.2142857142857142,31529,,Enterprise,,,,,education,3,,interactive signage,,,/ / Vietnam,c-level executive,LGEVH,,0,0,0.0005719551277132,0.048629531388152,education,,324, -12431,0.75,/ Campo Grande / Brazil,AS,,10412,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Campo Grande / Brazil,director,LGESP,less than 3 months,0,0,,,,,97, -2128,1.0,/ Maharashtra / India,ID,,12364,,Enterprise,,,,,administrative,16,Quotation or Purchase Consultation,interactive signage,,,/ Maharashtra / India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -17823,0.75,/ / Colombia,ID,0.0327868852459016,9584,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,344, -1649,1.0,/ Fh / India,ID,,16756,,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,interactive signage,,,/ Fh / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -6647,0.25,"190 E Stacy Rd, suite 306-151 / TX / United States",AS,,13237,,SMB,,,,,,772,Services,,,,"190 E Stacy Rd, suite 306-151 / TX / United States",none,LGEUS,,0,0,,,,,730, -19710,1.0,/ Sao Paulo / Brazil,ID,0.0732484076433121,23025,End Customer,Enterprise,,,,,healthcare services,66,Quotation or Purchase Consultation,standard signage,,,/ Sao Paulo / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,572, -10671,1.0,/ Osório / Brazil,ID,0.0749486652977412,20975,End Customer,Enterprise,0.0,1.0,,1.0,purchasing,627,Technical Consultation,video wall signage,SVM5F Series,55SVM5F-H,/ Osório / Brazil,manager,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480, -16932,1.0,/ MG/ Belo Horizonte / Brazil,AS,,15926,Channel Partner,Enterprise,,,,,product management,73,Quotation or Purchase Consultation,etc.,,,/ MG/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -9761,0.25,Cloud IT / White Plains / United States,IT,,19874,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / White Plains / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -9204,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222, -4759,0.25,/Mumbai /India,AS,,26897,Developer,SMB,,,,,,10,Quotation or Purchase Consultation,,,,/Mumbai /India,none,LGEIL,,0,0,,,,,672, -4538,0.25,/ Yeddumailaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Yeddumailaram / India,none,LGEIL,,0,0,,,,,115, -17751,1.0,/ / Germany,IT,,29901,End Customer,SMB,,,,,others,524,Quotation or Purchase Consultation,laptop,,,/ / Germany,others,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428, -3656,0.75,/ Talisay / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Talisay / Philippines,trainee,LGEPH,less than 3 months,0,0,,,,,616, -12923,1.0,/ Alagoas / Brazil,AS,,29908,End Customer,Enterprise,,,,,administrative,69,Quotation or Purchase Consultation,multi-split,,,/ Alagoas / Brazil,partner,LGESP,more than a year,0,0,,,,,97, -3830,1.0,/ Sohar / Oman,AS,,31441,End Customer,SMB,0.0,,,,sales,2,Quotation or Purchase Consultation,multi-split,,,/ Sohar / Oman,manager,LGEGF,3 months ~ 6 months,0,0,,,,,727, -20740,0.5,/ Lima / Peru,AS,,42022,Specifier/ Influencer,SMB,2.0,,,,engineering,7,,chiller,,,/ Lima / Peru,intern,LGEPR,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,125, -3814,1.0,/ Eral / India,AS,,34809,End Customer,Enterprise,,,,,others,102,Quotation or Purchase Consultation,multi-split,,,/ Eral / India,others,LGEIL,less than 3 months,0,0,,,,,19, -17800,0.75,/ / Brazil,ID,0.0327868852459016,37592,,Enterprise,,,,,others,16,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,342, -7556,0.75,/ / Egypt,AS,,40926,End Customer,Enterprise,,,,,,6,,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -4116,0.25,/ Laguna binan / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,86,Quotation or Purchase Consultation,etc.,,,/ Laguna binan / Philippines,none,LGEPH,,0,0,,,,,46, -16025,0.0,/ Kragujevac / Serbia,AS,,14489,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Kragujevac / Serbia,none,LGEMK,,0,0,,,,,766, -8274,0.25,/ / Australia,ID,0.2142857142857142,27872,End Customer,SMB,,,,,education,21,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -14996,0.25,/ Santiago / Chile,AS,,37457,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Santiago / Chile,ceo/founder,LGECL,,0,0,,,,,728, -20844,1.0,/ Itabira / Brazil,ID,0.0476190476190476,7504,Service Partner,Enterprise,,,,,administrative,323,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Itabira / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -14580,0.25,/ Rio Claro/SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,225,Quotation or Purchase Consultation,multi-split,,,/ Rio Claro/SP / Brazil,none,LGESP,,0,0,,,,,97, -13946,0.5,/ Rio de Janeiro / Brazil,AS,,16083,End Customer,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97, -11726,0.0,/ / India,ID,,4421,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -12958,0.75,/ Barranquilla / Colombia,AS,,35955,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,650, -18542,0.0,/ / Peru,ID,0.0327868852459016,18416,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -19112,1.0,/ São Paulo / Brazil,ID,0.2692307692307692,39093,End Customer,SMB,1.0,,,,purchasing,207,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572, -10005,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -3377,1.0,/ Gorakhpur / India,ID,,47466,,Enterprise,4.0,,,,education,59,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,356, -2306,1.0,/ London / United Kingdom,ID,,46028,End Customer,SMB,,,,,information technology,96,Quotation or Purchase Consultation,standard signage,UT640S Series,55UT640S (EU),/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185, -9938,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -14454,0.25,/ MG / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,54,Quotation or Purchase Consultation,single-split,,,/ MG / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97, -19132,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838, -405,0.25,Corporate / /,ID,0.0446428571428571,377,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -2544,1.0,/ Delhi / India,ID,,46466,,Enterprise,,,,,entrepreneurship,36,Technical Consultation,interactive signage,,,/ Delhi / India,entry level,LGEIL,less than 3 months,0,0,,,,,174, -3413,1.0,/ Chandigarh / India,ID,,25139,,Enterprise,,,,,education,43,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -11723,0.0,/ / India,ID,,46470,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -17134,1.0,/santiago/Chile,AS,,9190,Specifier/ Influencer,Enterprise,0.0,,,,others,172,Quotation or Purchase Consultation,etc.,,,/santiago/Chile,others,LGECL,less than 3 months,0,0,,,,,124, -2907,0.75,/ /,ID,,163,Specifier/ Influencer,SMB,,,,,,126,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,206, -8570,1.0,/ BIKANER / India,IT,,28521,End Customer,Enterprise,,,,,healthcare services,36,Quotation or Purchase Consultation,medical display,SURGICAL,27HK510S,/ BIKANER / India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,415, -8157,1.0,/ / India,ID,0.0311958405545927,19237,End Customer,SMB,0.0,,,,education,27,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -706,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -8613,0.5,3900 Hoag Dr Medical/Newport Beach/United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,healthcare,140,Quotation or Purchase Consultation,,,,3900 Hoag Dr Medical/Newport Beach/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438, -18944,0.75,/ santiago / Chile,AS,0.0151515151515151,43981,End Customer,Enterprise,1.0,,,,operations,3,,vrf,,,/ santiago / Chile,others,LGECL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),728, -2993,0.75,/ Corrèze / France,ID,,33524,End Customer,SMB,,,,,engineering,59,Quotation or Purchase Consultation,hotel tv,LT661H Series,32LT661H (EU),/ Corrèze / France,none,LGEFS,less than 3 months,0,0,,,,,474, -19091,0.0,/ / Peru,ID,0.2692307692307692,43033,,Enterprise,,,,,healthcare services,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258, -10379,1.0,/Embu das Artes/Brazil,AS,0.0039370078740157,39564,End Customer,Enterprise,,,,,engineering,58,Trainings,vrf,,,/Embu das Artes/Brazil,partner,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -14714,0.5,/ Campo Grande / Brazil,AS,,25963,Specifier/ Influencer,Enterprise,,,,,administrative,17,Quotation or Purchase Consultation,multi-split,,,/ Campo Grande / Brazil,partner,LGESP,,0,0,,,,,1043, -15567,0.5,/ Monterrey / Mexico,AS,,41495,Specifier/ Influencer,Enterprise,,,,,product management,3,,chiller,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -19754,1.0,/ AGUASCALIENTES / Mexico,ID,0.0732484076433121,2266,End Customer,SMB,,,,,operations,350,Quotation or Purchase Consultation,high brightness signage,,,/ AGUASCALIENTES / Mexico,manager,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203, -19200,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25713,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572, -3235,0.5,3113 W Hartnett Ave / Tampa / United States,ID,,23453,Channel Partner,Enterprise,,,,,,55,Quotation or Purchase Consultation,,,,3113 W Hartnett Ave / Tampa / United States,none,LGEUS,less than 3 months,0,0,,,,,310, -6174,0.25,/ Porto Alegre / Brazil,AS,,43250,,Enterprise,,,,,others,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97, -10130,0.25,//United States,ID,0.4,8776,,SMB,,,,,,17,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,901, -14806,0.5,/ Passo fundo RS / Brazil,AS,,14100,,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,/ Passo fundo RS / Brazil,trainee,LGESP,,0,0,,,,,97, -19850,0.25,/ Bogota / Colombia,ID,0.0732484076433121,38651,End Customer,SMB,,,,,purchasing,74,,led signage,Compact Series,LAS025DB9-V,/ Bogota / Colombia,ceo/founder,LGECB,,1,1,0.0011827288932506,0.0498402555910543,retail,,344, -15909,0.5,/ Panama / Panama,AS,,21321,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,/ Panama / Panama,director,LGEPS,less than 3 months,0,0,,,,,654, -4676,0.25,/ Hyderabad / India,AS,,38196,End Customer,Enterprise,,,,,,61,Quotation or Purchase Consultation,ventilation,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -2472,1.0,/Bangalore/India,ID,,19089,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -15160,0.25,/ Wielkopolskie/ Otorowo / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,186,Quotation or Purchase Consultation,heating,,,/ Wielkopolskie/ Otorowo / Poland,none,LGEPL,,0,0,,,,,694, -19,1.0,/ Siliguri / India,AS,0.0888888888888888,27479,End Customer,Enterprise,2.0,,,,entrepreneurship,80,Quotation or Purchase Consultation,chiller,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,2, -11430,1.0,/ Indore / India,ID,,43064,,Enterprise,,,,,entrepreneurship,26,Quotation or Purchase Consultation,interactive signage,,,/ Indore / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -11614,0.5,/ New Delhi / India,ID,,8418,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174, -15348,0.25,/ Konya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,41,Quotation or Purchase Consultation,vrf,,,/ Konya / Türkiye,none,LGETK,,0,0,,,,,103, -570,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -10991,0.25,/AIX EN PROVENCE/France,ID,0.0199004975124378,9687,End Customer,SMB,,1.0,,1.0,sales,493,Quotation or Purchase Consultation,webos,,,/AIX EN PROVENCE/France,none,LGEFS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,931, -17571,1.0,/ / Mexico,ID,0.0806916426512968,29712,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -16667,0.25,"Via Oratorio,5 / Scandicci / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,engineering,3,,vrf,,,"Via Oratorio,5 / Scandicci / Italy",partner,LGEIS,,0,0,,,,,341, -21158,1.0,/ DF / Brazil,AS,,28325,End Customer,SMB,1.0,,,,engineering,99,Others,vrf,,,/ DF / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -3660,1.0,/ Lemery iloilo / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ Lemery iloilo / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -1081,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9643,1.0,/ Riaydh / Saudi Arabia,AS,,32324,End Customer,Enterprise,,,,,others,67,Product Information,multi-split,,,/ Riaydh / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,45, -21085,1.0,/ Paraná / Brazil,AS,,23650,End Customer,Enterprise,16.0,,,,others,213,Quotation or Purchase Consultation,,,,/ Paraná / Brazil,others,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97, -3983,0.75,/ Giza / Egypt,AS,,19581,Specifier/ Influencer,Enterprise,1.0,,,,consulting,21,,,,,/ Giza / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51, -14322,0.25,/ santarem /pa / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ santarem /pa / Brazil,none,LGESP,,0,0,,,,,97, -1530,1.0,/ Amravati / India,ID,,14344,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Amravati / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148, -17634,0.25,/ / Germany,ID,0.0135135135135135,16497,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Germany,others,LGEDG,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),326, -13811,0.5,/ Cuiaba / Brazil,AS,,8592,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Cuiaba / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -4062,0.5,/Ormoc city/Philippines,AS,,31881,End Customer,SMB,,,,,engineering,14,Quotation or Purchase Consultation,multi-split,,,/Ormoc city/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -12845,0.5,/ Bekasi / Indonesia,AS,,26649,Channel Partner,Enterprise,,,,,finance,3,,vrf,,,/ Bekasi / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,955, -18479,0.0,/ / Peru,ID,0.0327868852459016,3979,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -3230,0.5,2171 NE 44TH CT / POMPANO BEACH /,ID,,42333,,SMB,,,,,,459,Quotation or Purchase Consultation,,,,2171 NE 44TH CT / POMPANO BEACH /,none,LGEUS,less than 3 months,0,0,,,,,587, -2405,0.75,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,ID,,2172,End Customer,SMB,,,,,,239,Quotation or Purchase Consultation,,,,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,none,LGEUS,less than 3 months,0,0,,,,,194, -11168,1.0,/Cebu City/Philippines,ID,,25289,,SMB,,,,,other,3,Other,,,,/Cebu City/Philippines,other,LGEPH,less than 3 months,0,0,,,,,268, -16515,0.25,Via Gaudenzio Fantoli 25 / Roma / Italy,AS,,20742,End Customer,Enterprise,0.0,,,,others,3,,vrf,,,Via Gaudenzio Fantoli 25 / Roma / Italy,director,LGEIS,,0,0,,,,,341, -15819,0.5,/ Caracas / Venezuela,AS,,10428,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Caracas / Venezuela,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -19257,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572, -10613,1.0,/ / Vietnam,ID,0.0843373493975903,10996,,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,978, -18198,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -3072,0.5,/ / India,ID,,21010,Service Partner,SMB,,,,,business development,79,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / India,ceo/founder,LGEIL,,0,0,,,,,145, -15123,0.5,/ Lima / Peru,AS,,32026,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Lima / Peru,others,LGECL,less than 3 months,0,0,,,,,728, -19005,1.0,/ Bahia / Salvador / Brazil,AS,0.0681818181818181,20002,End Customer,SMB,,,,,engineering,72,Quotation or Purchase Consultation,vrf,,,/ Bahia / Salvador / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97, -3335,0.25,/ / United States,ID,,25675,,Enterprise,,,,,,44,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,194, -6567,0.0,/ Beograd / Serbia,AS,,25246,Specifier/ Influencer,Enterprise,,,,,others,14,,,,,/ Beograd / Serbia,none,LGEMK,,0,0,,,,,766, -3318,0.0,/ / United States,ID,,30732,,Enterprise,,,,,,226,,interactive signage,TR3DJ Series,65TR3DJ,/ / United States,none,LGEUS,,0,0,,,,,333, -13583,0.0,/ Kolkata / India,AS,,35833,End Customer,SMB,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672, -669,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -6299,0.25,/ Amman jordan / Australia,AS,,47466,End Customer,Enterprise,115.0,,,,,42,Quotation or Purchase Consultation,control,,,/ Amman jordan / Australia,none,LGEAP,,0,0,,,,,66, -16549,0.0,/ / Italy,AS,,33443,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -4416,0.25,/ VISAKHAPATNM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,400,Quotation or Purchase Consultation,multi-split,,,/ VISAKHAPATNM / India,none,LGEIL,,0,0,,,,,116, -17858,0.75,/ roussillon / France,ID,0.0175438596491228,26154,End Customer,SMB,,,,,education,362,Technical Consultation,standard signage,UL3G Series,43UL3G-B,/ roussillon / France,none,LGEFS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,261, -3700,0.5,/ Surabaya / Indonesia,AS,,11140,Channel Partner,Enterprise,60.0,,,,engineering,11,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -4717,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -10008,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -8712,0.25,/ thrissur / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,245,Quotation or Purchase Consultation,vrf,,,/ thrissur / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -5677,0.5,/ Taboão da Serra / Brazil,AS,,38238,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Taboão da Serra / Brazil,others,LGESP,,0,0,,,,,97, -573,0.25,Corporate / /,ID,0.0446428571428571,28134,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9973,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -5280,0.5,/ São Paulo / Brazil,AS,,25665,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8015,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553, -13438,0.0,/ / India,AS,,42262,End Customer,Enterprise,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -3903,1.0,/ / Philippines,AS,,36129,Specifier/ Influencer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,135, -9731,0.25,602 Med Tech Parkway Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,602 Med Tech Parkway Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -19568,1.0,"/ Rio Claro, SP / Brazil",ID,0.0732484076433121,17084,End Customer,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,"/ Rio Claro, SP / Brazil",others,LGESP,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279, -19139,0.75,Salzburger Straße 777/Schladming/Austria,IT,0.2307692307692307,24321,End Customer,SMB,,,,,administrative,582,Quotation or Purchase Consultation,laptop,,,Salzburger Straße 777/Schladming/Austria,none,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,428, -329,0.75,/GUWAHATI/India,ID,0.0575342465753424,30581,Solution Eco-Partner,Enterprise,,1.0,,1.0,consulting,71,Quotation or Purchase Consultation,standard signage,,,/GUWAHATI/India,partner,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,174, -9431,0.25,/ Denver / United States,ID,,31185,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -6506,0.5,/Helwan /Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,70,Quotation or Purchase Consultation,chiller,,,/Helwan /Egypt,trainee,LGEEG,,0,0,,,,,51, -20936,0.0,/ / Peru,ID,0.0476190476190476,9567,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -12688,0.75,/Lima/Peru,AS,,37233,,Enterprise,,,,,engineering,3,,vrf,,,/Lima/Peru,intern,LGEPR,more than a year,0,0,,,,,125, -1865,1.0,/ nagpur / India,ID,,34998,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ nagpur / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174, -19072,1.0,/Antofagasta/Chile,ID,0.2692307692307692,1645,End Customer,Enterprise,0.0,,,,purchasing,324,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,55VX1D,/Antofagasta/Chile,intern,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,580, -4039,0.75,/ Santo Domingo / Dominican Republic,AS,,37886,End Customer,Enterprise,,,,,support,9,,multi-split,,,/ Santo Domingo / Dominican Republic,intern,LGEPS,more than a year,0,0,,,,,654, -6357,0.5,//U.A.E,AS,,34219,End Customer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,multi-split,,,//U.A.E,others,LGEGF,,0,0,,,,,25, -14344,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97, -9996,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -15154,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754, -13249,0.25,/SURABAYA/Indonesia,AS,,33920,,Enterprise,6.0,,,,,3,Quotation or Purchase Consultation,,,,/SURABAYA/Indonesia,none,LGEIN,,0,0,,,,,670, -17831,1.0,/ Bogota / Colombia,ID,0.0327868852459016,44020,End Customer,SMB,,,,,education,69,Quotation or Purchase Consultation,led signage,Digital Floor Series,LFCG039,/ Bogota / Colombia,others,LGECB,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),977, -13013,0.75,/Juarez/Mexico,AS,,22350,,SMB,,,,,engineering,3,,etc.,,,/Juarez/Mexico,director,LGEMS,3 months ~ 6 months,0,0,,,,,42, -14404,0.25,/ Macaé-Rj / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,199,Quotation or Purchase Consultation,,,,/ Macaé-Rj / Brazil,none,LGESP,,0,0,,,,,97, -13155,1.0,/ wielkopolskie/Poznań / Poland,AS,,13889,End Customer,SMB,,,,,others,291,Quotation or Purchase Consultation,ventilation,,,/ wielkopolskie/Poznań / Poland,entry level,LGEPL,more than a year,0,0,,,,,1039, -8253,0.25,/ / Australia,ID,0.2142857142857142,13183,End Customer,SMB,,,,,entrepreneurship,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -15401,0.25,/ Antalya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,11,Quotation or Purchase Consultation,heating,,,/ Antalya / Türkiye,none,LGETK,,0,0,,,,,103, -3641,0.75,/ Imus / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,,,,/ Imus / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616, -20879,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278, -7268,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,135, -437,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,97,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375, -12080,0.25,/Orlando florida/United States,ID,,41656,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Orlando florida/United States,none,LGEUS,,0,0,,,,,205, -6866,0.25,74 Patton rd / NC / United States,AS,,27777,,SMB,,,,,,43,Product Information,,,,74 Patton rd / NC / United States,none,LGEUS,,0,0,,,,,731, -16630,0.25,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",AS,,38004,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",c-level executive,LGEIS,,0,0,,,,,341, -15970,0.5,/ Panamá City / Panama,AS,,9855,End Customer,Enterprise,62.0,,,,engineering,3,,vrf,,,/ Panamá City / Panama,others,LGEPS,less than 3 months,0,0,,,,,654, -12600,0.75,/ Magdalena / Colombia,AS,,27135,End Customer,Enterprise,,,,,,193,Quotation or Purchase Consultation,single-split,,,/ Magdalena / Colombia,none,LGECB,less than 3 months,0,0,,,,,699, -3263,0.5,/ /,ID,,12472,Specifier/ Influencer,SMB,,,,,,146,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,348, -15799,0.0,/ Herdwangen-Schönach /,AS,,35302,,Enterprise,,,,,others,3,,,,,/ Herdwangen-Schönach /,none,LGEDG,,0,0,,,,,126, -8198,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866, -9971,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9341,1.0,/ Paranaque City / Philippines,AS,0.1363636363636363,46336,Specifier/ Influencer,Enterprise,,,,,business development,174,Product Information,ventilation,,,/ Paranaque City / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,0, -5732,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97, -21174,1.0,/ SALVADOR / Brazil,AS,,4091,End Customer,Enterprise,,,,,administrative,212,Usage or Technical Consultation,vrf,,,/ SALVADOR / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -282,1.0,IRALA 1950 / CABA / Argentina,ID,0.0749486652977412,20667,Channel Partner,Enterprise,148.0,1.0,,1.0,administrative,8,Quotation or Purchase Consultation,,,,IRALA 1950 / CABA / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325, -3994,1.0,/ Lagos / Nigeria,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,70,Quotation or Purchase Consultation,multi-split,,,/ Lagos / Nigeria,c-level executive,LGEAF,less than 3 months,0,0,,,,,104, -19330,1.0,/ Asuncion / Brazil,AS,0.0037878787878787,6504,Specifier/ Influencer,SMB,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Asuncion / Brazil,manager,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97, -18467,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -16334,0.25,Via Cordero di Pamparato 9 / Torino / Italy,AS,,39969,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Cordero di Pamparato 9 / Torino / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -16797,1.0,/ Marikina / Philippines,AS,,37375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Marikina / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -6877,0.25,602 W central Ave / TX / United States,AS,,27518,,Enterprise,,,,,,90,Product Information,,,,602 W central Ave / TX / United States,none,LGEUS,,0,0,,,,,731, -18796,0.0,/ / Peru,ID,0.0327868852459016,9562,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -3102,0.5,/ Surat / India,ID,,2042,End Customer,Enterprise,,,,,others,35,Quotation or Purchase Consultation,led signage,,,/ Surat / India,none,LGEIL,less than 3 months,0,0,,,,,166, -14671,0.25,/ Rio de Janeiro/ Niterói / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,165,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro/ Niterói / Brazil,none,LGESP,,0,0,,,,,97, -17064,1.0,/ Bangkok / Thailand,AS,,14527,End Customer,SMB,3.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,ceo/founder,LGETH,3 months ~ 6 months,0,0,,,,,753, -11705,0.0,/ / India,ID,,26019,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -10841,0.25,/ SAO PAULO / Brazil,ID,0.0749486652977412,24620,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,/ SAO PAULO / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,278, -486,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -15706,0.5,/ Ciudad de México / Mexico,AS,,21644,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,6 months ~ 9 months,0,0,,,,,42, -15669,0.5,/ Sonora / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Sonora / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704, -21056,1.0,/ Bogota / Colombia,ID,0.0476190476190476,10896,End Customer,SMB,,,,,information technology,277,Quotation or Purchase Consultation,interactive signage,Touch Overlay Kit,KT-T55E,/ Bogota / Colombia,intern,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,231, -6395,0.25,/ Prescot / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,106,Quotation or Purchase Consultation,multi-split,,,/ Prescot / United Kingdom,none,LGEUK,,0,0,,,,,755, -15370,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103, -9808,0.25,Cloud IT / Westbury / United States,IT,,23412,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Westbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -17890,1.0,/Pucallpa/Peru,ID,0.0327868852459016,39370,End Customer,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Pucallpa/Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -16724,0.25,Via Ponte Grasso 25 / Salzano / Italy,AS,,34447,Specifier/ Influencer,SMB,1.0,,,,purchasing,3,,vrf,,,Via Ponte Grasso 25 / Salzano / Italy,others,LGEIS,,0,0,,,,,341, -19711,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480, -14399,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,51,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97, -20820,1.0,/ Brasília / Brazil,ID,0.0476190476190476,9842,End Customer,SMB,,,,,information technology,228,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,manager,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -99,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,21142,Specifier/ Influencer,SMB,,,,,engineering,37,Quotation or Purchase Consultation,ventilation,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,25, -1752,1.0,/Mangalore/India,ID,,38125,,SMB,,,,,business development,2,Technical Consultation,interactive digital board,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -1499,1.0,/Bijnor/India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/Bijnor/India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,173, -18320,0.0,/ / Peru,ID,0.0327868852459016,41995,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -4731,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -8620,1.0,/ Pune / India,ID,0.0172413793103448,31274,End Customer,SMB,,,,,sales,42,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,75TR3PJ-B,/ Pune / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,148, -15757,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -6669,0.25,807 GoldBell Court / VA / United States,AS,,29645,,Enterprise,,,,,,89,Services,,,,807 GoldBell Court / VA / United States,none,LGEUS,,0,0,,,,,731, -18454,0.0,/ / Peru,ID,0.0327868852459016,28289,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10583,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,5423,End Customer,Enterprise,,1.0,,1.0,marketing,34,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344, -507,0.25,Corporate / /,ID,0.0446428571428571,32162,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -8569,1.0,/ BIKANER / India,IT,,28521,End Customer,Enterprise,,,,,healthcare services,36,Quotation or Purchase Consultation,medical display,SURGICAL,27HK510S,/ BIKANER / India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,415, -8295,0.0,/ / Australia,ID,0.2142857142857142,30650,End Customer,SMB,,,,,education,64,,,,,/ / Australia,none,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -1162,0.25,Corporate / /,ID,0.0446428571428571,26585,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -6424,0.25,/ Irthlingborough / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Irthlingborough / United Kingdom,none,LGEUK,,0,0,,,,,755, -8093,0.25,/ dghgfdh / United States,ID,0.3333333333333333,44548,,SMB,,,,,,2,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ dghgfdh / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194, -19314,0.5,/ rotterdam / Belgium,AS,0.037037037037037,25803,Specifier/ Influencer,SMB,,,,,,102,Quotation or Purchase Consultation,,,,/ rotterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,772, -9368,1.0,/Mumbai/India,AS,0.0714285714285714,7439,End Customer,SMB,,,,,engineering,46,Quotation or Purchase Consultation,chiller,,,/Mumbai/India,manager,LGEIL,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,93, -13891,0.5,/ Macaé / Brazil,AS,,43111,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Macaé / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97, -5858,0.5,/ São Paulo / Brazil,AS,,35571,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -107,1.0,/ Alberta / Canada,AS,,17199,Specifier/ Influencer,SMB,,,,,others,151,Quotation or Purchase Consultation,single-split,,,/ Alberta / Canada,others,LGECI,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,142, -10018,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16693,0.25,via Cavallini 1/d / Rosà / Italy,AS,,40379,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,via Cavallini 1/d / Rosà / Italy,others,LGEIS,,0,0,,,,,341, -11102,1.0,/ Berlin / Germany,IT,,46666,End Customer,Enterprise,,,1.0,1.0,media and communications,306,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ Berlin / Germany,manager,LGEDG,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Entertainment,428, -19799,0.25,/ / India,ID,0.0289256198347107,17504,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / India,partner,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,,174, -19364,0.25,/ Alleppey / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -19511,1.0,/São Paulo/Brazil,ID,0.0544217687074829,8056,End Customer,SMB,,,,,information technology,239,Others,interactive signage,Built-in Touch Display,,/São Paulo/Brazil,c-level executive,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342, -7751,0.5,733 W Freeport St. /Broken Arrow/,IT,,36356,Channel Partner,SMB,,,,,,90,Quotation or Purchase Consultation,,,,733 W Freeport St. /Broken Arrow/,none,LGEUS,less than 3 months,0,0,,,,,575, -16835,1.0,"/ Sanchez Mira, Cagayan / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,vrf,,,"/ Sanchez Mira, Cagayan / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -18363,0.0,/ / Peru,ID,0.0327868852459016,28285,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -7176,1.0,/ Sanchez Mira / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,,,,/ Sanchez Mira / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -13123,1.0,/ Bangkok / Thailand,AS,,43319,End Customer,SMB,,,,,real estate,21,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,9 months ~ 1 year,0,0,,,,,748, -21273,0.0,/ / Brazil,ID,0.0422535211267605,45907,End Customer,SMB,,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,278, -3761,1.0,/Bihar sharif /India,AS,,39000,End Customer,SMB,,,,,administrative,44,Quotation or Purchase Consultation,vrf,,,/Bihar sharif /India,director,LGEIL,less than 3 months,0,0,,,,,600, -10000,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -18405,0.0,/ / Peru,ID,0.0327868852459016,9505,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7085,1.0,/ Valenzuela / Philippines,AS,,46494,End Customer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,single-split,,,/ Valenzuela / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120, -9433,0.25,/ Jackson / United States,ID,,11461,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -19073,1.0,/ Iquique / Chile,ID,0.2692307692307692,37877,Specifier/ Influencer,Enterprise,,,,,program and project management,134,Quotation or Purchase Consultation,hospital tv,,,/ Iquique / Chile,others,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,580, -21212,1.0,/ Monterrey / Mexico,AS,,21090,Specifier/ Influencer,Enterprise,,,,,operations,60,Trainings,vrf,,,/ Monterrey / Mexico,others,LGEMS,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,42, -7661,1.0,/ Saint Mitre les Remparts / France,IT,,24903,Service Partner,SMB,,,,,business development,140,Quotation or Purchase Consultation,monitor,,,/ Saint Mitre les Remparts / France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,823, -8938,1.0,/ RAJAHMUNDRY / India,ID,0.0289256198347107,39833,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ RAJAHMUNDRY / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),174, -2251,1.0,/ / U.A.E,ID,,1947,End Customer,Enterprise,,,,,operations,43,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -8697,1.0,/ Parkwood / Australia,AS,0.0109890109890109,34114,Specifier/ Influencer,SMB,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ Parkwood / Australia,director,LGEAP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,686, -4343,0.25,/ Gaya / India,AS,,36369,End Customer,Enterprise,,,,,,10,Quotation or Purchase Consultation,multi-split,,,/ Gaya / India,none,LGEIL,,0,0,,,,,600, -2113,1.0,/ / India,ID,,28264,Channel Partner,Enterprise,,,,,administrative,42,Request for Partnership,oled signage,Transparent OLED Signage,,/ / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174, -15995,0.25,/ / Canada,AS,,47466,End Customer,Enterprise,11.0,,,,,28,Quotation or Purchase Consultation,,,,/ / Canada,none,LGECI,,0,0,,,,,142, -17132,0.75,/ santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,operations,3,,vrf,,,/ santiago / Chile,partner,LGECL,6 months ~ 9 months,0,0,,,,,728, -9745,0.25,500 North Point Pkwy Cloud IT / Alpharetta / United States,IT,,4621,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,500 North Point Pkwy Cloud IT / Alpharetta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -21172,1.0,/ Tocantins/ Gurupi / Brazil,AS,,37984,End Customer,Enterprise,0.0,,,,administrative,169,Services,vrf,,,/ Tocantins/ Gurupi / Brazil,entry level,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97, -5860,0.5,/ / Brazil,AS,,27846,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -8171,1.0,//India,ID,0.0311958405545927,38779,End Customer,Enterprise,,,,,education,78,Other,interactive signage,LG CreateBoard,75TR3DK-BG,//India,other,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,174, -2412,0.75,"Moffett Field, CA /Moffett Field/",ID,,29542,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556, -3625,1.0,/ test / Central African Republic,AS,,42067,End Customer,SMB,0.0,,,,accounting,4,Services,vrf,,,/ test / Central African Republic,trainee,LGEAF,6 months ~ 9 months,0,0,,,,,114, -9039,0.25,/ Pompano Beach / United States,ID,0.1186440677966101,1154,,SMB,,,,,,146,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pompano Beach / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,568, -9964,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -13907,0.5,/ Paraíso do Norte PR / Brazil,AS,,23217,End Customer,Enterprise,1.0,,,,others,95,Quotation or Purchase Consultation,etc.,,,/ Paraíso do Norte PR / Brazil,entry level,LGESP,,0,0,,,,,97, -3915,1.0,/ Nairobi / Kenya,AS,,31189,Specifier/ Influencer,SMB,41.0,,,,engineering,193,Quotation or Purchase Consultation,vrf,,,/ Nairobi / Kenya,director,LGEEF,3 months ~ 6 months,0,0,,,,,54, -4489,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115, -2724,1.0,/ / South Africa,ID,,15741,End Customer,SMB,,,,,operations,54,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151, -15574,0.25,/ Hermosillo / Mexico,AS,,22572,End Customer,SMB,,,,,business development,3,,chiller,,,/ Hermosillo / Mexico,manager,LGEMS,,0,0,,,,,42, -17886,1.0,/ / Vietnam,ID,0.2142857142857142,30066,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324, -896,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -9739,0.25,600 18Th Street Cloud IT / Birmingham / United States,IT,,2253,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,600 18Th Street Cloud IT / Birmingham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -11060,1.0,/ / Mexico,ID,0.0749486652977412,30103,End Customer,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,189, -14165,0.25,/ Belo Horizonte/MG / Brazil,AS,,8009,End Customer,SMB,0.0,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,director,LGESP,,0,0,,,,,97, -19164,1.0,/ Goiânia / Brazil,ID,0.0538922155688622,32261,End Customer,SMB,,,,,others,114,Quotation or Purchase Consultation,led signage,,,/ Goiânia / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,167, -322,0.75,//India,ID,0.0575342465753424,7635,End Customer,SMB,,1.0,,1.0,business development,85,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,55UQ801C (INDIA),//India,associate/analyst,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,174, -11005,1.0,/ PORTO VELHO / Brazil,ID,0.0749486652977412,31032,Service Partner,Enterprise,,1.0,,1.0,engineering,11,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ PORTO VELHO / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278, -19174,1.0,/ Sao Paulo / Brazil,ID,0.0538922155688622,26933,End Customer,Enterprise,,,,,finance,203,Quotation or Purchase Consultation,oled signage,,,/ Sao Paulo / Brazil,director,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,167, -7630,1.0,/ Los angeles / United States,IT,,14252,End Customer,SMB,,,,,film production,140,Usage or Technical Consultation,monitor,,,/ Los angeles / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,,,,,194, -9728,0.25,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,IT,,40106,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15463,0.5,/Hồ Chí Minh/Vietnam,AS,,2701,End Customer,SMB,,,,,engineering,35,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh/Vietnam,trainee,LGEVH,,0,0,,,,,643, -11173,1.0,/ Kalmeshwar / India,ID,,41615,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Kalmeshwar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -1276,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -13192,0.5,/Ormoc/Philippines,AS,,31882,End Customer,SMB,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8, -4603,0.25,/ Narsipatnam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,multi-split,,,/ Narsipatnam / India,none,LGEIL,,0,0,,,,,115, -11547,0.5,/ agra / India,ID,,38164,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ agra / India,ceo/founder,LGEIL,,0,0,,,,,174, -3669,0.75,/ Jakarta / Indonesia,AS,,34024,Specifier/ Influencer,SMB,4.0,,,,finance,2,,chiller,,,/ Jakarta / Indonesia,manager,LGEIN,9 months ~ 1 year,0,0,,,,,122, -9703,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -17019,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97, -14838,0.5,/ Moreno pernambuco / Brazil,AS,,38053,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Moreno pernambuco / Brazil,others,LGESP,,0,0,,,,,97, -11117,1.0,/ Córdoba / Mexico,IT,0.0446428571428571,21117,Channel Partner,SMB,,,1.0,1.0,medical solution provider,542,Request for Partnership,medical display,Digital X-ray Detectors,,/ Córdoba / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,,corporate / office,,923, -10385,1.0,/Goiania/Brazil,AS,0.0039370078740157,22886,End Customer,SMB,,,,,administrative,128,Quotation or Purchase Consultation,single-split,,,/Goiania/Brazil,others,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97, -5342,0.5,/São Paulo/Brazil,AS,,2479,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -11619,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174, -17888,1.0,//Mexico,ID,0.0327868852459016,9574,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,,,,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,214, -5387,0.5,/São Paulo/Brazil,AS,,5665,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -15008,0.5,/ Santiago / Chile,AS,,39211,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728, -19948,1.0,/ / Mexico,ID,0.0732484076433121,18987,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,189, -7170,1.0,/ makati city / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,11,Quotation or Purchase Consultation,,,,/ makati city / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120, -309,1.0,/ BOGOTÁ / Colombia,ID,0.0749486652977412,21681,End Customer,Enterprise,172.0,1.0,,1.0,engineering,22,Quotation or Purchase Consultation,software solution,SuperSign CMS,,/ BOGOTÁ / Colombia,manager,LGECB,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,212, -11033,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866, -466,0.25,Corporate / /,ID,0.0446428571428571,42942,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -8530,0.25,/ Bloomington / United States,ID,,23064,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bloomington / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -3038,1.0,/ Nashirabad / India,ID,,6638,,Enterprise,,,,,entrepreneurship,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Nashirabad / India,vice president,LGEIL,less than 3 months,0,0,,,,,174, -13498,0.0,/ / India,AS,,15009,End Customer,Enterprise,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -3567,0.75,/ Dubai / U.A.E,ID,,19789,Service Partner,SMB,,,,,media and communication,76,Quotation or Purchase Consultation,led signage,Fine-pitch Essential Series,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308, -5625,0.5,/ Sorocaba / Brazil,AS,,25441,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,others,LGESP,,0,0,,,,,97, -7022,0.25,"312 W 2nd ST, UNIT # A2289 / WY / United States",AS,,19035,,SMB,,,,,,780,Others,,,,"312 W 2nd ST, UNIT # A2289 / WY / United States",none,LGEUS,,0,0,,,,,731, -19473,1.0,//Brazil,ID,0.0544217687074829,16848,End Customer,SMB,,,,,other,120,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5PJ,//Brazil,manager,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342, -7200,1.0,/ / Philippines,AS,,25940,,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,120, -15444,0.25,/ Ho Chi Minh / Vietnam,AS,,11256,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745, -1883,1.0,/ Ambala / India,ID,,34128,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ Ambala / India,entry level,LGEIL,less than 3 months,0,0,,,,,165, -21125,1.0,/ Goiás / Goiânia / Brazil,AS,,28901,Specifier/ Influencer,SMB,,,,,engineering,516,Quotation or Purchase Consultation,vrf,,,/ Goiás / Goiânia / Brazil,associate/analyst,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,680, -7174,1.0,/ / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -13784,0.25,/ SÃO JOSÉ DO RIO PRETO / Brazil,AS,,3913,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SÃO JOSÉ DO RIO PRETO / Brazil,manager,LGESP,,0,0,,,,,97, -4056,0.5,/Makati/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,manager,LGEPH,,0,0,,,,,0, -9343,1.0,/Lagos/Nigeria,AS,0.0202020202020202,16481,End Customer,Enterprise,,,,,purchasing,243,Quotation or Purchase Consultation,chiller,,,/Lagos/Nigeria,manager,LGEAF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,104, -17359,0.75,/ quito / Ecuador,AS,,24683,Specifier/ Influencer,Enterprise,8.0,,,,engineering,3,,vrf,,,/ quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -19079,0.0,/ / India,ID,0.0833333333333333,28524,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,LTC(Long-Term Care),174, -10353,1.0,/ Rio de Janeiro/ Rio de Janeiro / Brazil,AS,0.0039370078740157,23411,End Customer,SMB,,,,,purchasing,67,Quotation or Purchase Consultation,single-split,,,/ Rio de Janeiro/ Rio de Janeiro / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,97, -10127,0.0,/ / United States,ID,0.4,30291,,Enterprise,16.0,,,,business development,1,,,,,/ / United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,591, -19258,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572, -9724,0.25,205 Miller Springs Ct Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Ct Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -13919,0.25,/ Caruaru-pe / Brazil,AS,,31654,End Customer,Enterprise,,,,,business development,3,,,,,/ Caruaru-pe / Brazil,entry level,LGESP,,0,0,,,,,97, -4826,0.25,/New Delhi/India,AS,,42400,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608, -10806,0.75,/ / Colombia,ID,0.0749486652977412,39471,,Enterprise,,1.0,,1.0,others,60,Others,,,,/ / Colombia,none,LGECB,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344, -2498,1.0,/navi Mumbai/India,ID,,34974,,SMB,,,,,real estate,3,Quotation or Purchase Consultation,interactive digital board,,,/navi Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -4168,0.25,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",AS,,47466,End Customer,Enterprise,115.0,,,,,24,Quotation or Purchase Consultation,control,,,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",none,LGEIN,,0,0,,,,,723, -9166,1.0,Fairfax Station / Virginia /United States,IT,,27984,End Customer,SMB,,,,,administrative,107,Quotation or Purchase Consultation,,,,Fairfax Station / Virginia /United States,ceo/founder,LGEUS,3 months ~ 6 months,1,0,0.0011827288932506,,retail,Restaurant,360, -12696,0.75,/La Plata/Argentina,AS,,10342,,SMB,,,,,engineering,3,,vrf,,,/La Plata/Argentina,associate/analyst,LGEAR,9 months ~ 1 year,0,0,,,,,742, -1480,1.0,/ /,ID,,6725,End Customer,SMB,1.0,,,,information technology,40,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,0,0,,,,,331, -14503,0.25,/ Minas Gerais / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,128,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97, -7908,0.25,Cloud IT / / United States,IT,,16183,,SMB,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,435, -463,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -10417,1.0,"/Villahermosa, Tabasco/Mexico",AS,0.0039370078740157,20022,,SMB,,,,,business development,42,Quotation or Purchase Consultation,etc.,,,"/Villahermosa, Tabasco/Mexico",manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,42, -20215,1.0,/ VILA VELHA / Brazil,AS,0.004,40139,Channel Partner,SMB,,,,,others,51,Quotation or Purchase Consultation,single-split,,,/ VILA VELHA / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -3327,0.25,/ / United States,ID,,14212,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,591, -11345,1.0,//Mexico,ID,,30207,,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,//Mexico,partner,LGEMS,3 months ~ 6 months,0,0,,,,,189, -12131,1.0,/ Jalgaon / India,ID,,12524,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Jalgaon / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174, -20425,0.0,3929 W John Carpenter Freeway Hospitality / Irving / United States,ID,,29718,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,3929 W John Carpenter Freeway Hospitality / Irving / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -1675,1.0,/ Mumbai / India,ID,,14734,,Enterprise,,,,,media and communication,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -6450,0.5,/Hcm city/South Korea,AS,,11001,End Customer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,single-split,,,/Hcm city/South Korea,manager,LGEVH,,0,0,,,,,758, -1376,1.0,/Dariba/India,ID,,11592,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/Dariba/India,other,LGEIL,3 months ~ 6 months,0,0,,,,,173, -15115,0.5,/ Valdivia / Chile,AS,,16681,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Valdivia / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -17649,1.0,/ Mexico / Mexico,ID,0.0806916426512968,8816,End Customer,SMB,,,,,administrative,56,Quotation or Purchase Consultation,video wall signage,Videowall,49VL5GM,/ Mexico / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,203, -2160,1.0,/ Bhagalpur / India,ID,,34453,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Bhagalpur / India,others,LGEIL,less than 3 months,0,0,,,,,174, -6201,0.25,/ Araras / Brazil,AS,,4134,,Enterprise,,,,,others,3,,multi-split,,,/ Araras / Brazil,others,LGESP,,0,0,,,,,97, -18726,0.0,/ / Peru,ID,0.0327868852459016,29148,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -189,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323, -3216,0.25,Hotel / / United States,ID,,47466,,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,,,,Hotel / / United States,none,LGEUS,,0,0,,,,,564, -20716,1.0,/ / Mexico,ID,0.25,26378,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,director,LGEMS,more than a year,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,189, -17725,1.0,/Afyon/Türkiye,AS,0.0485436893203883,37469,End Customer,Enterprise,,,,,purchasing,61,Quotation or Purchase Consultation,chiller,,,/Afyon/Türkiye,ceo/founder,LGETK,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,103, -8730,0.25,/ riyadh / Saudi Arabia,AS,0.0496894409937888,36808,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,45, -19465,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580, -4281,0.25,/ HYDERABAD / India,AS,,4282,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4, -9215,0.75,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,ID,,11637,End Customer,Enterprise,,1.0,,1.0,purchasing,91,Quotation or Purchase Consultation,,,,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566, -4061,0.5,"/Isabel, Leyte/Philippines",AS,,32367,End Customer,Enterprise,,,,,engineering,30,Quotation or Purchase Consultation,vrf,,,"/Isabel, Leyte/Philippines",associate/analyst,LGEPH,,0,0,,,,,8, -6309,0.25,/ Manama / Bahrain,AS,,47466,End Customer,Enterprise,3.0,,,,,72,Quotation or Purchase Consultation,single-split,,,/ Manama / Bahrain,none,LGEGF,,0,0,,,,,25, -4902,0.5,/ São Paulo / Brazil,AS,,1286,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -10658,1.0,/ Eastern Province / Saudi Arabia,ID,0.075,7132,Service Partner,SMB,,1.0,,1.0,engineering,27,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Eastern Province / Saudi Arabia,manager,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,209, -10757,1.0,/ Lima / Peru,ID,0.0749486652977412,1465,End Customer,SMB,1.0,1.0,,1.0,information technology,162,Quotation or Purchase Consultation,video wall signage,VL5PF Series,49VL5PF,/ Lima / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,190, -3400,1.0,/ Ahmadabad / India,ID,,29277,,Enterprise,,,,,accounting,2,Technical Consultation,interactive signage,,,/ Ahmadabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -16339,0.25,via D. ALIGHIERI 13 / COGLIATE / Italy,AS,,40492,Specifier/ Influencer,Enterprise,1.0,,,,,3,,vrf,,,via D. ALIGHIERI 13 / COGLIATE / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -6140,0.25,/ Manaus / Brazil,AS,,40389,,SMB,,,,,others,3,,multi-split,,,/ Manaus / Brazil,others,LGESP,,0,0,,,,,97, -7921,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333, -80,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34, -10874,0.0,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278, -4749,0.25,/mumbai/India,AS,,35327,End Customer,Enterprise,28.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/mumbai/India,none,LGEIL,,0,0,,,,,672, -940,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14031,0.5,/ Biguaçu / Brazil,AS,,23164,Specifier/ Influencer,Enterprise,10.0,,,,support,8,Quotation or Purchase Consultation,vrf,,,/ Biguaçu / Brazil,entry level,LGESP,,0,0,,,,,97, -687,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -6253,0.25,/ LONDRINA / Brazil,AS,,40520,,Enterprise,,,,,others,3,,multi-split,,,/ LONDRINA / Brazil,others,LGESP,,0,0,,,,,97, -20302,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20106,End Customer,SMB,1.0,1.0,,1.0,information technology,78,Quotation or Purchase Consultation,hotel tv,,,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231, -2284,1.0,/ / U.A.E,ID,,32763,End Customer,SMB,,,,,consulting,94,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,3 months ~ 6 months,0,0,,,,,209, -13883,0.25,/ Rio de Janeiro / Brazil,AS,,29027,Specifier/ Influencer,SMB,0.0,,,,program and project management,3,,,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -544,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14923,0.25,/ / Thailand,AS,,47399,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753, -20488,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8480,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -8528,0.25,/ Manchester / United States,ID,,8654,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Manchester / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -12637,1.0,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,AS,,44299,,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,trainee,LGEVH,less than 3 months,0,0,,,,,643, -11107,0.5,/ / Germany,IT,,26389,End Customer,SMB,,,1.0,1.0,administrative,3,Usage or Technical Consultation,cloud device,Thin Clients,manager,/ / Germany,associate/analyst,LGEDG,,1,0,0.0030792876608617,,corporate / office,,428, -1837,1.0,/ Kolkata / India,ID,,7108,,Enterprise,,,,,administrative,13,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -21154,1.0,/ Go Goiânia / Brazil,AS,,2793,Channel Partner,Enterprise,,,,,administrative,22,Quotation or Purchase Consultation,,,,/ Go Goiânia / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -15161,0.25,/ Mazowieckie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Mazowieckie / Poland,none,LGEPL,,0,0,,,,,642, -1524,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558, -4808,0.25,/Mumbai/India,AS,,34895,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672, -1374,1.0,/ alwar / India,ID,,14589,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ alwar / India,entry level,LGEIL,more than a year,0,0,,,,,174, -21116,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42, -7547,1.0,/ Cairo / Egypt,AS,,47051,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -4515,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,52,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,115, -9998,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4194,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,36, -4380,0.25,/ Jaipur City / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,multi-split,,,/ Jaipur City / India,none,LGEIL,,0,0,,,,,48, -15414,0.25,/ Adana / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Adana / Türkiye,none,LGETK,,0,0,,,,,103, -3601,1.0,/516115/India,AS,,20219,End Customer,SMB,,,,,others,164,Quotation or Purchase Consultation,etc.,,,/516115/India,others,LGEIL,less than 3 months,0,0,,,,,4, -17115,0.75,/Santiago/Chile,AS,,10930,Specifier/ Influencer,Enterprise,10.0,,,,engineering,3,,vrf,,,/Santiago/Chile,intern,LGECL,less than 3 months,0,0,,,,,100, -18410,0.0,/ / Peru,ID,0.0327868852459016,20862,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -8250,0.25,/ / Australia,ID,0.2142857142857142,29112,End Customer,SMB,,,,,sales,49,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -3489,1.0,/ saran / India,ID,,45125,,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,interactive signage,,,/ saran / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174, -6062,0.5,/ São Paulo / Brazil,AS,,12072,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -1107,0.25,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -10420,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,10219,End Customer,SMB,,,,,engineering,44,Product Information,multi-split,,,/ Jalisco / Mexico,manager,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42, -11722,0.0,/ / India,ID,,6082,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -9716,0.25,7200 Nw 4Th St Cloud IT / Plantation / United States,IT,,16266,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,7200 Nw 4Th St Cloud IT / Plantation / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -10181,1.0,/الرياض/Saudi Arabia,AS,0.0408163265306122,47203,Specifier/ Influencer,Enterprise,,,,,purchasing,483,Product Information,etc.,,,/الرياض/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,118, -8233,0.75,/hisar/India,ID,0.0311958405545927,31403,End Customer,SMB,,,,,education,47,Quotation or Purchase Consultation,video wall signage,,,/hisar/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),155, -8375,0.25,/ Victorville / United States,ID,0.3902439024390244,6340,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Victorville / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194, -19796,0.0,/ / India,ID,0.0289256198347107,39159,,Enterprise,4.0,,,,purchasing,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,174, -285,1.0,4924 W 123RD PL / HAWTHORNE / CA / United States,ID,0.0446428571428571,42979,Channel Partner,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,video wall signage,,,4924 W 123RD PL / HAWTHORNE / CA / United States,ceo/founder,LGEUS,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,311, -18792,0.0,/ / Peru,ID,0.0327868852459016,27049,,Enterprise,,,,,information technology,41,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -21160,1.0,/ Brasília / Brazil,AS,,16467,Specifier/ Influencer,SMB,0.0,,,,engineering,235,Quotation or Purchase Consultation,vrf,,,/ Brasília / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,680, -15536,0.25,/ CANCUN / Mexico,AS,,41608,Service Partner,Enterprise,,,,,,3,,vrf,,,/ CANCUN / Mexico,manager,LGEMS,,0,0,,,,,42, -9367,1.0,/Kolkata/India,AS,0.0714285714285714,24672,End Customer,Enterprise,,,,,purchasing,357,Quotation or Purchase Consultation,vrf,,,/Kolkata/India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,2, -15035,0.5,/ Talca / Chile,AS,,44296,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Talca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -7347,0.75,/ Cimahi / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Cimahi / Indonesia,others,LGEIN,more than a year,0,0,,,,,670, -5817,0.5,/ São Paulo / Brazil,AS,,37266,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -21185,1.0,/ Brasília / Brazil,AS,,15353,Channel Partner,SMB,,,,,operations,250,Quotation or Purchase Consultation,single-split,,,/ Brasília / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -20573,1.0,/ مكة المكرمة / Saudi Arabia,AS,,47154,End Customer,Enterprise,,,,,entrepreneurship,55,Quotation or Purchase Consultation,single-split,,,/ مكة المكرمة / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,6, -11404,0.75,4400 Belmont Ave / Youngstown /,ID,,19049,End Customer,SMB,6.0,,,,purchasing,3,Quotation or Purchase Consultation,,,,4400 Belmont Ave / Youngstown /,none,LGEUS,less than 3 months,0,0,,,,,566, -21143,0.25,/ Montería / Colombia,AS,,21125,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Montería / Colombia,none,LGECB,,0,0,1.2765902883450302e-05,,transportation,Others,39, -19635,1.0,/ Bogota / Colombia,ID,0.0732484076433121,28917,End Customer,SMB,,,,,administrative,26,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,212, -6063,0.5,/ São Paulo / Brazil,AS,,37724,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9572,0.25,Education / / United States,ID,0.8333333333333334,32362,End Customer,SMB,,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194, -9858,0.25,Cloud IT / Wolcott / United States,IT,,38212,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Wolcott / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -1334,0.25,"3 Center Plz Suite 330 Boston, MA 02108",IT,0.0434782608695652,25830,Channel Partner,SMB,,,1.0,1.0,,52,Quotation or Purchase Consultation,,,,"3 Center Plz Suite 330 Boston, MA 02108",none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,435, -10722,1.0,/ São PAULO / Brazil,ID,0.0749486652977412,31076,End Customer,SMB,1.0,1.0,,1.0,operations,82,Quotation or Purchase Consultation,special signage,,,/ São PAULO / Brazil,others,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480, -8416,1.0,/ SÃO LUÍS/MARANHÃO / Brazil,AS,0.0151515151515151,32677,End Customer,Enterprise,,,,,support,31,Quotation or Purchase Consultation,multi-split,,,/ SÃO LUÍS/MARANHÃO / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Institute & Academy,97, -7133,1.0,"/ Cavite, Imus City / Philippines",AS,,21156,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,etc.,,,"/ Cavite, Imus City / Philippines",associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120, -16992,1.0,/ Brasília / Brazil,AS,,20685,Specifier/ Influencer,Enterprise,,,,,others,10,Trainings,etc.,,,/ Brasília / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -9770,0.25,Cloud IT / Southington / United States,IT,,45732,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Southington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -9207,1.0,/ / India,ID,,7465,End Customer,Enterprise,,1.0,,1.0,media and communication,54,Quotation or Purchase Consultation,hotel tv,,,/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,145, -2183,1.0,/ New Delhi / India,ID,,25331,,Enterprise,,,,,,1,Quotation or Purchase Consultation,interactive signage,,,/ New Delhi / India,others,LGEIL,less than 3 months,0,0,,,,,265, -17398,1.0,/الخبر/Saudi Arabia,AS,,47078,End Customer,Enterprise,,,,,administrative,102,Quotation or Purchase Consultation,etc.,,,/الخبر/Saudi Arabia,ceo/founder,LGESJ,3 months ~ 6 months,0,0,,,,,44, -5517,0.5,/ Castanhal / Brazil,AS,,15990,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Castanhal / Brazil,others,LGESP,,0,0,,,,,97, -20332,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8479,End Customer,SMB,,1.0,,1.0,purchasing,633,Request for Partnership,led signage,LED Cinema,LAD033F,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,487, -20019,1.0,"/Nova Ubiratã, MT/Brazil",AS,0.004,7331,Specifier/ Influencer,Enterprise,,,,,operations,33,Quotation or Purchase Consultation,single-split,,,"/Nova Ubiratã, MT/Brazil",partner,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -11980,0.25,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",ID,,47466,,Enterprise,53.0,,,,,100,Others,,,,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",none,LGESP,,0,0,,,,,278, -3275,0.25,/ miami / FL / United States,ID,,36493,Service Partner,SMB,0.0,,,,business development,311,Quotation or Purchase Consultation,accessories,,,/ miami / FL / United States,none,LGEUS,,0,0,,,,,194, -4557,0.25,/ Saharanpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,245,Quotation or Purchase Consultation,multi-split,,,/ Saharanpur / India,none,LGEIL,,0,0,,,,,115, -8635,0.75,/ / Türkiye,ID,,6544,End Customer,SMB,,,,,finance,117,Quotation or Purchase Consultation,one:quick series,,,/ / Türkiye,none,LGETK,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,285, -2225,1.0,/ Mumbai / India,ID,,32323,,Enterprise,,,,,,32,Others,interactive signage,,,/ Mumbai / India,others,LGEIL,more than a year,0,0,,,,,145, -10466,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167, -3290,0.25,//United States,ID,,12773,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,568, -8897,1.0,/ / United Kingdom,ID,,8414,End Customer,Enterprise,,,,,program and project management,512,Technical Consultation,standard signage,UHD TV Signage,43UR640S (NA),/ / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),185, -4758,0.25,/Mumbai/India,AS,,44821,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672, -9468,0.0,/ / India,ID,0.3333333333333333,5785,,Enterprise,,,,,business development,4,,,,,/ / India,none,LGEIL,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,174, -15820,0.5,/ Quito / Ecuador,AS,,39307,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -219,1.0,/ / Saudi Arabia,ID,0.075,9036,Channel Partner,SMB,,1.0,,1.0,administrative,338,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ / Saudi Arabia,c-level executive,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,336, -17357,1.0,/LIMA/Peru,AS,,43632,,SMB,271.0,,,,engineering,3,Others,multi-split,,,/LIMA/Peru,others,LGEPR,6 months ~ 9 months,0,0,,,,,741, -14215,0.5,/ Campinas / Brazil,AS,,11340,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Campinas / Brazil,director,LGESP,,0,0,,,,,97, -12978,1.0,/ القاهرة / Egypt,AS,,47200,End Customer,Enterprise,,,,,accounting,13,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51, -10769,1.0,/ / Hong Kong,ID,0.0843373493975903,32996,End Customer,Enterprise,,1.0,,1.0,business development,24,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195, -19436,1.0,/MT / Sinop/Brazil,AS,0.0037878787878787,44852,End Customer,SMB,,,,,administrative,179,Quotation or Purchase Consultation,vrf,,,/MT / Sinop/Brazil,partner,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97, -13340,0.25,/ Asansol / India,AS,,36411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600, -12447,0.75,/ Fortaleza / Brazil,AS,,27019,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Fortaleza / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -15169,0.25,/ stoczek ŁUKOWSKI / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,32,Quotation or Purchase Consultation,heating,,,/ stoczek ŁUKOWSKI / Poland,none,LGEPL,,0,0,,,,,642, -15889,0.5,/ santo domingo / Dominican Republic,AS,,25592,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,vrf,,,/ santo domingo / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654, -20745,1.0,/Cali/Peru,AS,,17179,,SMB,,,,,engineering,176,Product Information,etc.,,,/Cali/Peru,associate/analyst,LGECB,9 months ~ 1 year,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Power Plant,39, -3323,0.25,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,ID,,41470,,SMB,,,,,,163,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,none,LGEUS,,0,0,,,,,310, -9759,0.25,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,IT,,3137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -2957,1.0,/ / Saudi Arabia,ID,,2202,End Customer,SMB,,,,,consulting,39,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209, -7829,0.25,300 Pine Street Education / Glenville / United States,IT,,17619,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Pine Street Education / Glenville / United States,none,LGEUS,,0,0,,,,,374, -10093,1.0,/ / Argentina,ID,0.0422535211267605,38352,Channel Partner,SMB,,,,,information technology,70,Request for Partnership,led signage,LG LED Curve Series,LAP015E,/ / Argentina,manager,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,325, -19549,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,35287,End Customer,Enterprise,,,,,product management,6,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279, -12725,0.75,/Willemstad/Curaçao,AS,,45918,,Enterprise,,,,,consulting,3,,vrf,,,/Willemstad/Curaçao,director,LGEPS,less than 3 months,0,0,,,,,654, -20829,1.0,/ / Brazil,ID,0.0476190476190476,22002,End Customer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ / Brazil,vice president,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -8686,1.0,/ Hyderabad / India,AS,0.0677966101694915,445,End Customer,Enterprise,,,,,sales,59,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,603, -5117,0.5,/ São Caetano do Sul / Brazil,AS,,9343,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São Caetano do Sul / Brazil,others,LGESP,,0,0,,,,,97, -7385,0.5,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,62,Quotation or Purchase Consultation,single-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30, -3231,0.5,2171 NE 44TH CT / POMPANO BEACH /,ID,,42333,,SMB,,,,,,459,Quotation or Purchase Consultation,,,,2171 NE 44TH CT / POMPANO BEACH /,none,LGEUS,less than 3 months,0,0,,,,,587, -4007,1.0,/ Pasig / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,finance,24,Quotation or Purchase Consultation,etc.,,,/ Pasig / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,16, -14105,0.25,/ São Bernardo do Campo/SP / Brazil,AS,,4912,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ São Bernardo do Campo/SP / Brazil,entry level,LGESP,,0,0,,,,,97, -9203,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222, -9990,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4785,0.25,/New Delhi/India,AS,,11323,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9, -17190,0.75,/ bogota / Colombia,AS,,16641,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ bogota / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,650, -13461,0.0,/ / India,AS,,39789,End Customer,Enterprise,10.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -8465,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600, -12435,1.0,/Rio de janeiro/Brazil,AS,,35978,,Enterprise,12.0,,,,support,17,Quotation or Purchase Consultation,vrf,,,/Rio de janeiro/Brazil,intern,LGESP,3 months ~ 6 months,0,0,,,,,97, -19554,1.0,/Maringá/Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,purchasing,215,Quotation or Purchase Consultation,oled signage,,,/Maringá/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,278, -20868,0.0,/ / India,ID,,38129,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Sea Passenger Terminal / Port,174, -15808,0.5,/ Panama / Panama,AS,,27649,End Customer,Enterprise,,,,,engineering,12,,chiller,,,/ Panama / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654, -17353,0.75,/Lima/Peru,AS,,46021,,SMB,,,,,engineering,3,,vrf,,,/Lima/Peru,others,LGEPR,9 months ~ 1 year,0,0,,,,,125, -20193,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,639,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -4326,0.25,/ Hyderabad / India,AS,,28682,End Customer,Enterprise,,,,,,93,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -20622,1.0,/الدمام/Saudi Arabia,AS,0.0202020202020202,47065,Specifier/ Influencer,Enterprise,,,,,engineering,46,Usage or Technical Consultation,etc.,,,/الدمام/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118, -16049,0.0,6845 S. Decatur blvd. #140 / Las Vegas / United States,AS,,18349,Channel Partner,SMB,,,,,,3,,ess,,,6845 S. Decatur blvd. #140 / Las Vegas / United States,none,LGEUS,,0,0,,,,,731, -19379,0.5,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,AS,0.0037878787878787,35169,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39, -17266,1.0,/ القاهرة / Egypt,AS,,47037,End Customer,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51, -13310,0.25,/ Bhagalpur / India,AS,,6388,End Customer,Enterprise,,,,,,14,Quotation or Purchase Consultation,,,,/ Bhagalpur / India,none,LGEIL,,0,0,,,,,600, -10336,1.0,/ SC/Florianópolis / Brazil,AS,0.0039370078740157,5526,Specifier/ Influencer,Enterprise,,,,,engineering,105,Quotation or Purchase Consultation,vrf,,,/ SC/Florianópolis / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97, -1982,1.0,/ Bhopal / India,ID,,25331,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,director,LGEIL,less than 3 months,0,0,,,,,174, -18242,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -2824,1.0,/ / Egypt,ID,,1140,End Customer,SMB,0.0,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -12336,1.0,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ Laguna / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,616, -13362,0.25,/ / India,AS,,33119,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115, -5045,0.25,/ / Brazil,AS,,44885,,SMB,,,,,,1,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317, -2905,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310, -16019,0.25,/ NIŠ / Serbia,AS,,15112,Channel Partner,SMB,243.0,,,,,3,,heating,,,/ NIŠ / Serbia,director,LGEMK,,0,0,,,,,766, -11305,1.0,/ / U.A.E,ID,,6740,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -15978,0.5,/ Caracas / Venezuela,AS,,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Caracas / Venezuela,others,LGEPS,less than 3 months,0,0,,,,,654, -9037,0.25,/ Shelton / United States,ID,0.1186440677966101,32218,,SMB,,,,,,135,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Shelton / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,912, -6022,0.5,/ Barueri / Brazil,AS,,47466,,Enterprise,16.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97, -18808,0.0,/ / Peru,ID,0.0327868852459016,10275,,Enterprise,,,,,information technology,10,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -191,1.0,//Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,324, -9249,0.0,2102 Bay Hill Dr Hospitality / League Coty / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,64,,hotel tv,,,2102 Bay Hill Dr Hospitality / League Coty / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564, -18317,0.0,/ / Peru,ID,0.0327868852459016,43652,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -20416,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -9948,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -525,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9570,0.25,Education / / UNITED STATES,ID,0.8333333333333334,5030,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,310, -13176,0.75,/ Monterrey / Mexico,AS,,3528,Channel Partner,SMB,,,,,sales,3,,etc.,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -20326,1.0,/ / Portugal,ID,0.0169491525423728,15962,End Customer,SMB,,1.0,,1.0,engineering,159,Quotation or Purchase Consultation,video wall signage,,,/ / Portugal,director,LGEPT,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,510, -6566,0.0,/ ZEMUN / Serbia,AS,,19539,Channel Partner,Enterprise,,,,,others,54,,,,,/ ZEMUN / Serbia,none,LGEMK,,0,0,,,,,766, -9330,1.0,/ Gurgaon / India,AS,,35672,,SMB,,,,,program and project management,144,Quotation or Purchase Consultation,vrf,,,/ Gurgaon / India,partner,LGEIL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,88, -7998,1.0,/ Bucharest / Romania,IT,,29891,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844, -8772,1.0,/ / United States,ID,0.6153846153846154,8549,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,310, -13875,0.25,/ Sao Paul / Brazil,AS,,46214,Specifier/ Influencer,Enterprise,,,,,sales,3,,,,,/ Sao Paul / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -8789,0.25,/Lorton/United States,ID,0.6153846153846154,22197,,SMB,,,,,,70,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Lorton/United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,568, -7596,0.5,/ Jeddah / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Jeddah / Saudi Arabia,none,LGESJ,,0,0,,,,,6, -20442,0.0,3840 Elijah Court Apt #824 Hospitality / San Diego / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,3840 Elijah Court Apt #824 Hospitality / San Diego / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -16231,0.0,Διγενή 25 / / Greece,AS,,20470,,Enterprise,,,,,,3,,heating,,,Διγενή 25 / / Greece,none,LGEHS,,0,0,,,,,732, -686,0.25,Corporate / /,ID,0.0446428571428571,5478,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -15272,0.5,/ Cali / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,159,Quotation or Purchase Consultation,vrf,,,/ Cali / Colombia,none,LGECB,less than 3 months,0,0,,,,,650, -6936,0.25,11810 Grand Park Ave Suite 650 / MD / United States,AS,,23210,,Enterprise,,,,,,272,Product Information,,,,11810 Grand Park Ave Suite 650 / MD / United States,none,LGEUS,,0,0,,,,,731, -171,1.0,/ / U.A.E,ID,0.075,39448,Specifier/ Influencer,SMB,,1.0,,1.0,engineering,135,Quotation or Purchase Consultation,led signage,,,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,227, -14183,0.25,/ Brasília / Brazil,AS,,10107,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Brasília / Brazil,director,LGESP,,0,0,,,,,97, -2862,1.0,/ / Egypt,ID,,2668,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234, -2961,1.0,/ / Saudi Arabia,ID,,34848,Channel Partner,SMB,,,,,purchasing,51,Technical Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245, -2785,1.0,/ / Türkiye,ID,,104,End Customer,SMB,,,,,media and communication,117,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285, -2950,1.0,/ / Saudi Arabia,ID,,34688,End Customer,SMB,,,,,information technology,84,Quotation or Purchase Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245, -20447,0.0,111 East 48Th Street Hospitality / New York / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,111 East 48Th Street Hospitality / New York / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -12759,1.0,/ / Singapore,AS,,23956,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,etc.,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73, -20757,1.0,/ Boa Vista / Brazil,ID,0.0476190476190476,14304,End Customer,SMB,,,,,research,70,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Boa Vista / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -21102,1.0,/ Marechal Cândido Rondon - Paraná / Brazil,AS,,31694,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,,,,/ Marechal Cândido Rondon - Paraná / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97, -10681,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167, -12228,1.0,/ curitiba / Brazil,AS,,39284,,SMB,,,,,engineering,9,Trainings,vrf,,,/ curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,97, -17953,0.0,/ / India,ID,0.0311958405545927,9443,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -11863,0.5,/ Ranchi / India,ID,,34191,,Enterprise,1.0,,,,finance,3,Others,,,,/ Ranchi / India,others,LGEIL,,0,0,,,,,174, -4012,1.0,/ / Philippines,AS,,3210,End Customer,Enterprise,,,,,real estate,38,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,46, -15962,0.5,/ Alajuela / Costa Rica,AS,,14784,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,trainee,LGEPS,less than 3 months,0,0,,,,,654, -4060,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -9000,1.0,//United States,ID,0.1186440677966101,33303,Specifier/ Influencer,SMB,,,,,engineering,80,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,332, -3128,0.75,/ Kochi / India,ID,,9406,End Customer,Enterprise,2.0,,,,research,77,Quotation or Purchase Consultation,interactive signage,,,/ Kochi / India,others,LGEIL,less than 3 months,0,0,,,,,224, -7741,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410, -16823,0.75,/ Quezon City / Philippines,AS,,14872,Specifier/ Influencer,SMB,,,,,engineering,3,,heating,,,/ Quezon City / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135, -8877,1.0,/ / U.A.E,ID,0.0491803278688524,22379,End Customer,SMB,,,,,business development,21,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227, -14723,0.25,/ Rio de Janeiro / Brazil,AS,,10266,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97, -7714,1.0,/Kuala Lumpur/Malaysia,IT,,39898,End Customer,Enterprise,,,,,other,134,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/Kuala Lumpur/Malaysia,ceo/founder,LGEML,less than 3 months,0,0,,,,,828, -10696,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,1633,End Customer,SMB,,1.0,,1.0,human resources,74,Quotation or Purchase Consultation,interactive signage,,,/ São Paulo / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Agriculture,406, -17621,0.75,520 S GABLES BLVD / Wheaton /,ID,0.3333333333333333,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),331, -422,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -1370,0.75,/ Faridkot / India,ID,,21162,,SMB,,,,,consulting,10,,interactive signage,,,/ Faridkot / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -7772,0.25,103 D Tate Circle Education / Greenville / United States,IT,,28390,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,103 D Tate Circle Education / Greenville / United States,none,LGEUS,,0,0,,,,,374, -12436,1.0,/ Bahia/Monte Santo / Brazil,AS,,25057,End Customer,Enterprise,7.0,,,,engineering,42,Quotation or Purchase Consultation,multi-split,,,/ Bahia/Monte Santo / Brazil,partner,LGESP,more than a year,0,0,,,,,97, -19363,0.25,/ patna / India,AS,0.0677966101694915,36370,End Customer,Enterprise,7.0,,,,,17,Quotation or Purchase Consultation,vrf,,,/ patna / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,600, -20436,0.0,20400 N 29Th Ave Hospitality / Phoenix / United States,ID,,5979,End Customer,Enterprise,15.0,1.0,,1.0,,3,,hotel tv,,,20400 N 29Th Ave Hospitality / Phoenix / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -17707,1.0,/ Maceió - Alagoas / Brazil,AS,0.0118577075098814,18957,Channel Partner,Enterprise,,,,,entrepreneurship,253,Quotation or Purchase Consultation,,,,/ Maceió - Alagoas / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,97, -16807,0.75,/ MUNTINLUPA / Philippines,AS,,45711,End Customer,Enterprise,3.0,,,,sales,3,,single-split,,,/ MUNTINLUPA / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,1, -7126,1.0,/ / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,0, -10049,0.25,2105 Aiken Back Ln Cloud IT / La Grange / United States,IT,,6913,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,2105 Aiken Back Ln Cloud IT / La Grange / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372, -13533,0.0,/ / India,AS,,29596,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -10441,1.0,/ / India,ID,0.0575342465753424,39031,Solution Eco-Partner,Enterprise,,1.0,,1.0,business development,8,Request for Partnership,standard signage,New High Haze UHD Standard Signage,49UH5J-H,/ / India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,148, -12009,0.25,/ / Paraguay,ID,,8305,,SMB,,,,,program and project management,3,,,,,/ / Paraguay,entry level,LGEPR,,0,0,,,,,258, -12932,0.75,/ São Paulo sp / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,information technology,14,,vrf,,,/ São Paulo sp / Brazil,others,LGESP,more than a year,0,0,,,,,97, -16139,0.25,/ Singapore / Singapore,AS,,45810,Channel Partner,SMB,8.0,,,,operations,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,,,,,73, -3328,0.25,/ / United States,ID,,14212,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,591, -10645,1.0,/Lima/Peru,ID,0.0749486652977412,4803,Channel Partner,SMB,,1.0,,1.0,purchasing,224,Technical Consultation,standard signage,SM5KE Series,43SM5KE-B,/Lima/Peru,partner,LGEPR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,190, -2621,1.0,/ mumbai / India,ID,,14613,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ mumbai / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174, -8907,1.0,/ / Argentina,ID,0.0732484076433121,1208,,SMB,2.0,,,,others,12,Others,standard signage,UH5F Series,,/ / Argentina,intern,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325, -19147,0.5,/ / United Kingdom,IT,0.2307692307692307,27578,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,cloud device,Thin Clients,,/ / United Kingdom,manager,LGEUK,,0,0,6.044033666058328e-05,,hospital & health care,Others,781, -10901,0.25,/ / Mexico,ID,0.0749486652977412,4105,,SMB,,1.0,,1.0,others,3,,,,,/ / Mexico,partner,LGEMS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,189, -9936,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16871,0.75,/ Pasay City / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Pasay City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16, -11028,0.75,/ / Colombia,ID,0.0749486652977412,2858,,Enterprise,,1.0,,1.0,entrepreneurship,27,Others,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344, -8814,0.25,/ Florence / United States,ID,0.6153846153846154,16252,,SMB,,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Florence / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,348, -10442,1.0,/ / India,ID,0.0575342465753424,39031,Solution Eco-Partner,Enterprise,,1.0,,1.0,business development,8,Request for Partnership,standard signage,New High Haze UHD Standard Signage,49UH5J-H,/ / India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,148, -20822,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,9344,End Customer,Enterprise,,,,,others,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -18286,0.0,/ / Peru,ID,0.0327868852459016,31601,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -4535,0.25,/ Kanchrapara / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,single-split,,,/ Kanchrapara / India,none,LGEIL,,0,0,,,,,115, -19797,0.0,/ / India,ID,0.0289256198347107,17944,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174, -11470,1.0,/ / Colombia,ID,,13790,Specifier/ Influencer,SMB,4.0,,,,engineering,84,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,977, -1412,1.0,/ / India,ID,,10704,End Customer,Enterprise,5.0,,,,consulting,28,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174, -20068,1.0,/ Santarém / Brazil,AS,0.004,7295,Specifier/ Influencer,Enterprise,16.0,,,,others,61,Quotation or Purchase Consultation,multi-split,,,/ Santarém / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -14449,0.25,/ Santa Catarina / Florianopolis / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,110,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Florianopolis / Brazil,none,LGESP,,0,0,,,,,97, -11124,1.0,/ Bikaner / India,ID,,40090,,Enterprise,,,,,education,6,Quotation or Purchase Consultation,interactive signage,,,/ Bikaner / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -7101,1.0,"/ LAS PINAS, METRO MANILA / Philippines",AS,,7041,End Customer,SMB,,,,,operations,128,Quotation or Purchase Consultation,vrf,,,"/ LAS PINAS, METRO MANILA / Philippines",manager,LGEPH,6 months ~ 9 months,0,0,,,,,46, -15329,0.25,/ ANKARA / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,227,Quotation or Purchase Consultation,multi-split,,,/ ANKARA / Türkiye,none,LGETK,,0,0,,,,,103, -16985,1.0,/ Salvador / Brazil,AS,,14433,,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ Salvador / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -15581,0.5,/ Monterrey / Mexico,AS,,37940,Channel Partner,SMB,,,,,sales,3,,chiller,,,/ Monterrey / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -16423,0.25,Via Livorno 60 / Torino / Italy,AS,,14770,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Via Livorno 60 / Torino / Italy,manager,LGEIS,,0,0,,,,,341, -13769,0.5,/ Jaboatão dos Guararapes pe / Brazil,AS,,40108,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes pe / Brazil,manager,LGESP,,0,0,,,,,97, -2052,1.0,/Hyderabad/India,ID,,32157,,Enterprise,,,,,education,28,Quotation or Purchase Consultation,interactive digital board,,,/Hyderabad/India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174, -8847,1.0,/Abu Dhabi/U.A.E,ID,0.0491803278688524,11409,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227, -11378,1.0,/ / Argentina,ID,,44200,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,manager,LGEAR,3 months ~ 6 months,0,0,,,,,325, -10010,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -13434,0.0,/ / India,AS,,28237,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115, -2384,0.75,30155 Groesbeck Hwy / Roseville /,ID,,36895,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,30155 Groesbeck Hwy / Roseville /,none,LGEUS,less than 3 months,0,0,,,,,566, -10416,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,21864,Specifier/ Influencer,Enterprise,,,,,engineering,78,Trainings,vrf,,,/ Jalisco / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42, -18868,0.25,/ / Hong Kong,ID,0.2142857142857142,42311,,Enterprise,4.0,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337, -14668,0.25,/ Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97, -14373,0.25,/ SE Barra dos Coqueiros / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,42,Quotation or Purchase Consultation,,,,/ SE Barra dos Coqueiros / Brazil,none,LGESP,,0,0,,,,,97, -7627,1.0,/Adana/Türkiye,IT,,32533,End-Customer,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,monitor,,,/Adana/Türkiye,manager,LGETK,less than 3 months,0,0,,,,,815, -8414,0.25,/ Abuja / Nigeria,AS,0.0555555555555555,16481,End Customer,Enterprise,,,,,,75,Quotation or Purchase Consultation,multi-split,,,/ Abuja / Nigeria,none,LGEAF,,1,0,0.0005719551277132,0.0514705882352941,education,K12 Kindergarten & Schools,12, -3850,1.0,/ Nizwa / Oman,AS,,1676,Specifier/ Influencer,Enterprise,,,,,others,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,25, -10256,1.0,/Belo Horizonte/Brazil,AS,0.0039370078740157,18199,End Customer,Enterprise,,,,,program and project management,141,Services,vrf,,,/Belo Horizonte/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -17962,0.0,/ / India,ID,0.0311958405545927,37395,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -283,1.0,121 S Orange Ave Ste 820 / Orlando / Canada,ID,0.0446428571428571,22176,Specifier/ Influencer,SMB,,1.0,,1.0,arts and design,244,Quotation or Purchase Consultation,led signage,,,121 S Orange Ave Ste 820 / Orlando / Canada,ceo/founder,LGECI,6 months ~ 9 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,347, -3722,0.75,/ Makassar / Indonesia,AS,,11142,Channel Partner,Enterprise,2.0,,,,engineering,3,,chiller,,,/ Makassar / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,670, -18548,0.0,/ / Peru,ID,0.0327868852459016,20879,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7757,0.5,//,IT,,42050,End Customer,SMB,0.0,,,,,80,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,831, -14253,0.25,/ RIO DE JANEIRO / Brazil,AS,,7162,End Customer,SMB,,,,,engineering,3,,,,,/ RIO DE JANEIRO / Brazil,director,LGESP,,0,0,,,,,97, -12734,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,trainee,LGEPS,3 months ~ 6 months,0,0,,,,,654, -17408,1.0,/ / Singapore,AS,,5951,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,3 months ~ 6 months,0,0,,,,,73, -1189,0.5,/ Shanghai / China,ID,0.0843373493975903,20626,End Customer,SMB,,1.0,,1.0,engineering,501,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,/ Shanghai / China,none,LGECH,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,379, -4046,1.0,/ Singapore / Singapore,AS,,24042,End Customer,SMB,,,,,engineering,295,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,others,LGESL,3 months ~ 6 months,0,0,,,,,73, -9952,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10027,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9997,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -8149,1.0,/ Najran / Saudi Arabia,ID,0.032258064516129,2747,Service Partner,Enterprise,,,,,product management,108,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Najran / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209, -9562,0.25,/ / Hungary,ID,0.025,41361,,SMB,,,,,,60,Quotation or Purchase Consultation,,,,/ / Hungary,none,LGEMK,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158, -14210,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,SMB,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97, -12489,1.0,/ Bangkok / Thailand,AS,,33052,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748, -9319,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95, -19027,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -7689,0.75,/ / Germany,IT,,5888,,SMB,,,,,others,39,OEM/ODM Request,others,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,3 months ~ 6 months,0,0,,,,,428, -8075,1.0,/ NEOM OXAGON / Saudi Arabia,ID,0.043103448275862,29799,End Customer,SMB,2.0,,,,purchasing,384,Technical Consultation,software solution,,,/ NEOM OXAGON / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),209, -9975,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -1791,1.0,/ / India,ID,,5609,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174, -21168,1.0,/ ES / Serra / Brazil,AS,,27907,End Customer,SMB,,,,,administrative,533,Quotation or Purchase Consultation,ventilation,,,/ ES / Serra / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97, -15050,0.5,/ Santiago / Chile,AS,,46103,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728, -17070,1.0,/ NSW / Australia,AS,,11301,Specifier/ Influencer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138, -15849,0.5,/ CARACAS / Venezuela,AS,,35235,End Customer,Enterprise,,,,,operations,3,,etc.,,,/ CARACAS / Venezuela,manager,LGEPS,less than 3 months,0,0,,,,,654, -7672,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405, -11000,0.25,"Corso Vittorio Emanuele II, 64 / Torino / Italy",ID,0.0199004975124378,1143,End Customer,SMB,,1.0,,1.0,,88,Quotation or Purchase Consultation,,,,"Corso Vittorio Emanuele II, 64 / Torino / Italy",none,LGEIS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,422, -2604,1.0,/Ludhiana/India,ID,,41391,End Customer,Enterprise,4.0,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,trainee,LGEIL,less than 3 months,0,0,,,,,174, -11536,0.75,520 S GABLES BLVD / Wheaton /,ID,,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,,,,,331, -20688,0.25,/ / Romania,ID,0.0416666666666666,16651,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / Romania,manager,LGERO,,0,0,0.0002153634176709,0.0609243697478991,factory,,303, -12229,0.75,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,engineering,45,,vrf,,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97, -16918,0.75,/Bojonegoro/Indonesia,AS,,11148,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Bojonegoro/Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670, -20123,1.0,/Ibirité MG/Brazil,AS,0.004,4474,,SMB,,,,,sales,113,Quotation or Purchase Consultation,etc.,,,/Ibirité MG/Brazil,partner,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97, -19972,1.0,/Campos dos Goytacazes/Brazil,AS,0.004,29927,End Customer,Enterprise,,,,,sales,266,Quotation or Purchase Consultation,etc.,,,/Campos dos Goytacazes/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -12037,0.5,//,ID,,30051,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,205, -19545,1.0,/ Manaus / Brazil,ID,0.0732484076433121,22464,Channel Partner,Enterprise,,,,,entrepreneurship,48,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Manaus / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -9951,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9426,0.25,/ Millersville / United States,ID,,37473,,Enterprise,,,,,,164,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Millersville / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,205, -17871,1.0,/ Brumadinho/MG / Brazil,ID,0.0327868852459016,20980,End Customer,Enterprise,,,,,others,20,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Brumadinho/MG / Brazil,others,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,480, -15606,0.5,/ / Mexico,AS,,22671,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42, -18928,1.0,/ Santiago / Chile,AS,0.0151515151515151,43961,End Customer,Enterprise,,,,,purchasing,504,Quotation or Purchase Consultation,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,6 months ~ 9 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),124, -20640,1.0,/ São Pedro do Ivaí / Brazil,ID,0.0695652173913043,2601,End Customer,SMB,2.0,,,,purchasing,449,Quotation or Purchase Consultation,led signage,,,/ São Pedro do Ivaí / Brazil,entry level,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,316, -18688,0.0,/ / Peru,ID,0.0327868852459016,2333,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -9248,0.25,/Brooklyn/United States,ID,,33635,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,standard signage,,,/Brooklyn/United States,none,LGEUS,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,570, -18037,0.25,/ / Australia,ID,0.2142857142857142,21359,End Customer,Enterprise,,,,,consulting,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -16132,0.25,/ Singapore / Singapore,AS,,18749,End Customer,SMB,8.0,,,,engineering,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,,,,,73, -18295,0.0,/ / Peru,ID,0.0327868852459016,4497,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -10054,0.25,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -14227,0.5,/ Rs / Brazil,AS,,10913,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rs / Brazil,director,LGESP,,0,0,,,,,97, -12946,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -16286,0.25,Via fontana dell'oste 52 / Colleferro / Italy,AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,Via fontana dell'oste 52 / Colleferro / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -20185,1.0,/ PR - Foz do Iguaçu / Brazil,AS,0.004,2900,End Customer,Enterprise,,,,,purchasing,108,Quotation or Purchase Consultation,vrf,,,/ PR - Foz do Iguaçu / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,97, -5832,0.5,/ / Brazil,AS,,9045,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -13848,0.25,/ Belo Horizonte / Brazil,AS,,1437,End Customer,SMB,0.0,,,,operations,3,,,,,/ Belo Horizonte / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -4213,0.25,/ Kurnool / India,AS,,47466,End Customer,Enterprise,19.0,,,,,10,Quotation or Purchase Consultation,vrf,,,/ Kurnool / India,none,LGEIL,,0,0,,,,,49, -17573,1.0,/ / Mexico,ID,0.0806916426512968,32240,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189, -8817,1.0,/Pampanga/Philippines,AS,0.04,26311,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,vrf,,,/Pampanga/Philippines,entry level,LGEPH,more than a year,0,0,9.65915660650443e-05,0.0227272727272727,government department,Welfare Facilities,16, -8301,0.0,/ / Peru,ID,0.0327868852459016,41425,,Enterprise,,,,,arts and design,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -11518,1.0,/ ORLY / France,ID,,31244,Specifier/ Influencer,SMB,,,,,purchasing,172,Quotation or Purchase Consultation,hospital tv,LU766A Series,,/ ORLY / France,c-level executive,LGEFS,less than 3 months,0,0,,,,,474, -7228,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,11,Quotation or Purchase Consultation,etc.,,,/ Mandaluyong City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16, -179,1.0,/ / Afghanistan,ID,0.075,8002,End Customer,Enterprise,,1.0,,1.0,legal,229,Quotation or Purchase Consultation,standard signage,UHD TV Signage,75UR640S (MEA),/ / Afghanistan,director,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,227, -6804,0.25,2 woodside drive / NH / United States,AS,,40041,,Enterprise,,,,,,42,Product Information,,,,2 woodside drive / NH / United States,none,LGEUS,,0,0,,,,,730, -21252,0.75,/ / Peru,ID,0.0422535211267605,21321,Specifier/ Influencer,Enterprise,,,,,,15,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258, -1157,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14422,0.25,/ Espumoso/RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,60,Quotation or Purchase Consultation,single-split,,,/ Espumoso/RS / Brazil,none,LGESP,,0,0,,,,,97, -13239,0.25,/Yogyakarta/Indonesia,AS,,34021,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Yogyakarta/Indonesia,none,LGEIN,,0,0,,,,,670, -11514,1.0,/ / Hong Kong,ID,,3526,End Customer,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,interactive signage,TR3BF Series,65TR3BF-B,/ / Hong Kong,manager,LGEHK,3 months ~ 6 months,0,0,,,,,337, -14695,0.25,/ São Paulo / Brazil,AS,,42133,End Customer,Enterprise,,,,,support,3,,,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97, -4741,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30, -21027,0.0,/ / Spain,ID,0.025,35144,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -10405,1.0,/ Ankara / Türkiye,AS,0.0408163265306122,26422,End Customer,SMB,,,,,engineering,115,Product Information,vrf,,,/ Ankara / Türkiye,c-level executive,LGETK,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,103, -547,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17820,1.0,/ Santiago de Chile / Chile,ID,0.0327868852459016,43988,End Customer,SMB,,,,,information technology,72,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Santiago de Chile / Chile,others,LGECL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),580, -7394,1.0,/Gaya/India,AS,,30251,End Customer,Enterprise,,,,,human resources,78,Quotation or Purchase Consultation,multi-split,,,/Gaya/India,partner,LGEIL,less than 3 months,0,0,,,,,600, -19371,0.5,/ contagem mg / Brazil,AS,0.0037878787878787,23151,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ contagem mg / Brazil,entry level,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -1561,1.0,/ Nagpur / India,ID,,18859,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,314, -11561,0.5,/ Mumbai / India,ID,,11810,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174, -20920,0.0,/ / Peru,ID,0.0476190476190476,30291,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -12041,0.5,Rajkot //,ID,,24539,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,Rajkot //,none,LGEUS,less than 3 months,0,0,,,,,194, -1369,1.0,/ Chandigarh / India,ID,,30487,,Enterprise,,,,,administrative,4,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174, -4058,0.5,/Ormoc/Philippines,AS,,41235,End Customer,Enterprise,,,,,engineering,28,Quotation or Purchase Consultation,multi-split,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -9008,0.0,/ / India,ID,0.0289256198347107,38425,,Enterprise,,,,,information technology,7,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174, -9955,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -4342,0.25,/ Hyderabad / India,AS,,38108,End Customer,SMB,,,,,,70,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -17035,1.0,/ Rio de Janeiro / Brazil,AS,,31781,End Customer,Enterprise,,,,,engineering,217,Quotation or Purchase Consultation,etc.,,,/ Rio de Janeiro / Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97, -3073,0.75,/Indore/India,ID,,46774,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/Indore/India,manager,LGEIL,less than 3 months,0,0,,,,,174, -5594,0.5,/ Sao Paulo / Brazil,AS,,25252,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97, -21007,0.0,/ / Spain,ID,0.025,26462,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -7339,0.75,/ Bandung / Indonesia,AS,,6348,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,9 months ~ 1 year,0,0,,,,,670, -2083,1.0,/Ludhiana/India,ID,,23997,,Enterprise,,,,,business development,74,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,partner,LGEIL,less than 3 months,0,0,,,,,174, -2419,0.75,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",ID,,19839,End Customer,Enterprise,,,,,,87,Technical Consultation,,,,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",none,LGEUS,less than 3 months,0,0,,,,,194, -10540,1.0,/ / Chile,ID,0.0749486652977412,14372,Channel Partner,SMB,1.0,1.0,,1.0,information technology,97,Others,,,,/ / Chile,ceo/founder,LGECL,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,580, -1200,1.0,//Ecuador,ID,0.0749486652977412,24163,Channel Partner,SMB,,1.0,,1.0,information technology,333,Quotation or Purchase Consultation,oled signage,Flexible Curved Open Frame OLED Signage,55EF5K-L,//Ecuador,manager,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,192, -15674,0.5,/ Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42, -1727,1.0,/ Nagpur / India,ID,,41818,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,174, -17656,1.0,/ Ciudad de México / Mexico,ID,0.0806916426512968,5939,End Customer,Enterprise,,,,,finance,68,Quotation or Purchase Consultation,oled signage,Wallpaper OLED Signage,55EJ5K,/ Ciudad de México / Mexico,intern,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,214, -11626,0.5,/ Hyderabad / India,ID,,3576,,Enterprise,,,,,finance,3,Others,,,,/ Hyderabad / India,associate/analyst,LGEIL,,0,0,,,,,174, -435,0.0,Corporate / /,ID,0.0446428571428571,42942,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -12685,0.75,/ Lima / Peru,AS,,16675,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Lima / Peru,entry level,LGEPR,less than 3 months,0,0,,,,,125, -13576,0.0,/ Kolkata / India,AS,,1604,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672, -20417,0.0,6525 Carnegie Blvd Hospitality / Charlotte / United States,ID,,32361,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,6525 Carnegie Blvd Hospitality / Charlotte / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194, -10622,1.0,/ Lima / Peru,ID,0.0749486652977412,11021,End Customer,Enterprise,,1.0,,1.0,legal,148,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Lima / Peru,ceo/founder,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,190, -20615,1.0,/ Małopolskie / Poland,AS,,36170,End Customer,Enterprise,,,,,engineering,648,Quotation or Purchase Consultation,etc.,,,/ Małopolskie / Poland,entry level,LGEPL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,694, -19510,1.0,/ São Luís / Brazil,ID,0.0544217687074829,8266,End Customer,Enterprise,,,,,information technology,33,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ São Luís / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,342, -15534,0.5,/ Merida / Mexico,AS,,9141,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Merida / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42, -11428,1.0,/ jabalpur / India,ID,,38458,,Enterprise,2.0,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,,,/ jabalpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -457,0.25,Corporate / /,ID,0.0446428571428571,22288,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -18574,0.0,/ / Peru,ID,0.0327868852459016,20661,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -3417,1.0,/ LUCKNOW / India,ID,,40860,,Enterprise,,,,,marketing,10,Quotation or Purchase Consultation,interactive signage,,,/ LUCKNOW / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -10080,0.25,Cloud IT / / United States,IT,,5575,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -7243,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -6748,0.25,7657 Thornlee Dr. / FL / United States,AS,,44640,,Enterprise,,,,,,55,Product Information,,,,7657 Thornlee Dr. / FL / United States,none,LGEUS,,0,0,,,,,731, -13673,0.25,/ Uberlândia / Brazil,AS,,4240,,Enterprise,,,,,engineering,3,,,,,/ Uberlândia / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -16493,0.25,via della valtiera 81 / perugia / Italy,AS,,31667,Channel Partner,SMB,60.0,,,,others,3,,vrf,,,via della valtiera 81 / perugia / Italy,entry level,LGEIS,,0,0,,,,,341, -2273,1.0,//Afghanistan,ID,,17783,End Customer,SMB,,,,,engineering,27,Quotation or Purchase Consultation,standard signage,webOS UHD Signage,65UL3J-B,//Afghanistan,associate/analyst,LGEGF,less than 3 months,0,0,,,,,227, -11912,0.5,/Mumbai/India,ID,,30973,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/Mumbai/India,co-founder,LGEIL,,0,0,,,,,174, -1225,1.0,/ / Portugal,IT,,7732,Specifier/ Influencer,SMB,,,1.0,1.0,administrative,1036,Others,projector,,,/ / Portugal,vice president,LGEPT,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,338, -7194,0.75,/ Silang Cavite / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,2,,vrf,,,/ Silang Cavite / Philippines,entry level,LGEPH,more than a year,0,0,,,,,46, -9985,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20297,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -20752,1.0,/ Vila Velha / Brazil,ID,0.0476190476190476,4885,End Customer,SMB,2.0,,,,purchasing,112,Quotation or Purchase Consultation,hotel tv,,,/ Vila Velha / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279, -7226,1.0,/ Pasig / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Pasig / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120, -9860,0.25,Cloud IT / Shelton / United States,IT,,32547,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Shelton / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -20353,1.0,//Germany,ID,0.0169491525423728,29350,Channel Partner,SMB,,1.0,,1.0,other,255,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ751C (EU/CIS),//Germany,ceo/founder,LGEDG,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,326, -20177,1.0,/Goiás / Minaçu/Brazil,AS,0.004,9709,End Customer,SMB,,,,,purchasing,163,Quotation or Purchase Consultation,vrf,,,/Goiás / Minaçu/Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Hyper Market & Grocery,680, -10024,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -19829,0.0,/ / Brazil,ID,0.0732484076433121,45657,Channel Partner,SMB,143.0,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278, -8887,1.0,/ / Oman,ID,0.0491803278688524,12433,End Customer,Enterprise,,,,,information technology,180,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / Oman,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,908, -10585,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,9039,End Customer,Enterprise,,1.0,,1.0,operations,50,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Airline,187, -12410,1.0,/ GOIÁS/RIO VERDE / Brazil,AS,,41840,Channel Partner,Enterprise,,,,,purchasing,112,Quotation or Purchase Consultation,,,,/ GOIÁS/RIO VERDE / Brazil,manager,LGESP,9 months ~ 1 year,0,0,,,,,97, -14457,0.25,/ Santa Catarina / Joinville / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Joinville / Brazil,none,LGESP,,0,0,,,,,97, -16040,0.0,"http:// / гр. София, Област Софи / Bulgaria",AS,,5928,End Customer,SMB,0.0,,,,,3,,vrf,,,"http:// / гр. София, Област Софи / Bulgaria",none,LGEMK,,0,0,,,,,1047, -7995,0.75,Au Ricchieri sn / ezeiza / United States,IT,,622,End Customer,SMB,,,,,,105,Quotation or Purchase Consultation,,,,Au Ricchieri sn / ezeiza / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,194, -2958,1.0,/ / Saudi Arabia,ID,,34850,End Customer,SMB,,,,,information technology,83,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,245, -8906,1.0,//Vietnam,ID,0.1184210526315789,15918,,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,324, -9304,1.0,/ Patna / India,AS,,6064,End Customer,Enterprise,,,,,real estate,30,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,600, -2699,1.0,/ / U.A.E,ID,,18085,End Customer,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209, -3326,0.25,/ Crownsville / United States,ID,,21352,,SMB,,,,,,277,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Crownsville / United States,none,LGEUS,,0,0,,,,,194, -1395,1.0,/coimbatore/India,ID,,39874,,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,interactive digital board,,,/coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -2846,1.0,/ / Egypt,ID,,3715,End Customer,SMB,0.0,,,,consulting,43,Technical Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -2580,1.0,/ Panipat / India,ID,,23632,,Enterprise,4.0,,,,business development,1,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174, -19056,1.0,/ resende / Brazil,ID,0.2692307692307692,17186,End Customer,Enterprise,,,,,healthcare services,24,Quotation or Purchase Consultation,hospital tv,NanoCell Hospital TV,55UR772M (NA),/ resende / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -3631,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733, -18211,0.0,/ / Peru,ID,0.0327868852459016,356,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -14927,0.25,/ / Thailand,AS,,47335,,Enterprise,,,,,accounting,3,,,,,/ / Thailand,director,LGETH,,0,0,,,,,753, -7871,0.25,Cloud IT / / United States,IT,,8667,,SMB,,,,,,254,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374, -6484,0.25,/ Tanta / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,219,Quotation or Purchase Consultation,multi-split,,,/ Tanta / Egypt,none,LGEEG,,0,0,,,,,51, -20271,1.0,/ Hamburg / Germany,IT,,19083,End Customer,SMB,,,,,sales,333,Quotation or Purchase Consultation,laptop,,,/ Hamburg / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428, -4240,0.25,/ Ernakulam / India,AS,0.0677966101694915,452,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -1836,1.0,/ Kolkata / India,ID,,22367,,Enterprise,4.0,,,,administrative,57,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174, -6185,0.25,/ Goiânia / Brazil,AS,,40422,,SMB,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97, -217,0.75,/ Alkhobar / Saudi Arabia,ID,0.075,37204,End Customer,SMB,,1.0,,1.0,information technology,157,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Alkhobar / Saudi Arabia,none,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,295, -17163,1.0,/ KUJAWSKO-POMORSKIE / Poland,AS,,6814,Specifier/ Influencer,SMB,,,,,others,148,Quotation or Purchase Consultation,etc.,,,/ KUJAWSKO-POMORSKIE / Poland,others,LGEPL,less than 3 months,0,0,,,,,1023, -8273,0.25,/ / Australia,ID,0.2142857142857142,19170,End Customer,SMB,,,,,education,111,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -9084,1.0,/ Manila / Philippines,AS,0.0227272727272727,45977,End Customer,SMB,1.0,,,,administrative,36,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,manager,LGEPH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,15, -19198,1.0,/ Recife / Brazil,ID,0.0538922155688622,4894,End Customer,SMB,,,,,finance,79,Quotation or Purchase Consultation,interactive signage,,,/ Recife / Brazil,intern,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,278, -13519,0.0,/ / India,AS,,3869,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115, -1219,1.0,/Ontario/Ottawa/Canada,IT,0.0434782608695652,45871,End Customer,SMB,,,1.0,1.0,engineering,53,Quotation or Purchase Consultation,monitor,,,/Ontario/Ottawa/Canada,vice president,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Engineering,293, -8175,1.0,/New delhi/India,ID,0.0311958405545927,21910,End Customer,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/New delhi/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -8341,0.25,Education / / United States,ID,0.3902439024390244,18027,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542, -19458,0.75,/ Bogota / Colombia,IT,0.3636363636363636,30207,End Customer,Enterprise,,,,,radiology professional,132,Quotation or Purchase Consultation,medical display,,,/ Bogota / Colombia,none,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),,837, -10167,1.0,/ Pernambuco - recife / Brazil,AS,0.0039370078740157,19722,End Customer,Enterprise,,,,,others,47,Quotation or Purchase Consultation,vrf,,,/ Pernambuco - recife / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -17041,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97, -10512,1.0,/ Castro / Brazil,ID,0.0749486652977412,6710,End Customer,SMB,,1.0,,1.0,information technology,167,Quotation or Purchase Consultation,interactive signage,,,/ Castro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167, -9715,0.25,1701 Century Center Cove Cloud IT / Memphis / United States,IT,,39423,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cove Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -17674,0.75,Calle 16a N 55 64 Antioquia / Medellin / Colombia,AS,0.0118577075098814,1933,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Calle 16a N 55 64 Antioquia / Medellin / Colombia,director,LGECB,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),39, -19317,0.5,/ Amsterdam / Belgium,AS,0.037037037037037,23198,End Customer,Enterprise,,,,,,107,Quotation or Purchase Consultation,,,,/ Amsterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,144, -16861,1.0,/ Cebu City / Philippines,AS,,28441,End Customer,SMB,,,,,engineering,40,Quotation or Purchase Consultation,vrf,,,/ Cebu City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -10031,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -18449,0.0,/ / Peru,ID,0.0327868852459016,355,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -1890,1.0,/Indore/India,ID,,41481,,Enterprise,,,,,engineering,37,Technical Consultation,interactive digital board,,,/Indore/India,entry level,LGEIL,less than 3 months,0,0,,,,,222, -18217,0.0,/ / Peru,ID,0.0327868852459016,10551,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -9979,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -8243,0.25,/Thatta/United States,ID,0.0311958405545927,42232,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Thatta/United States,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,,174, -4344,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2, -19165,1.0,/chapala/Mexico,ID,0.0538922155688622,24727,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/chapala/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,189, -6643,0.25,1720 Cushman Drive / NE / United States,AS,,18936,,Enterprise,11.0,,,,,92,Services,,,,1720 Cushman Drive / NE / United States,none,LGEUS,,0,0,,,,,731, -12534,0.75,/ Thailand / Thailand,AS,,47375,Specifier/ Influencer,Enterprise,,,,,engineering,4,,vrf,,,/ Thailand / Thailand,others,LGETH,less than 3 months,0,0,,,,,748, -8639,1.0,/ / Brazil,ID,0.0538922155688622,21827,End Customer,Enterprise,,,,,media and communication,51,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAD007,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,167, -6666,0.25,"49 Geary Street, Suite 300 / CA / United States",AS,,5713,,SMB,,,,,,432,Services,,,,"49 Geary Street, Suite 300 / CA / United States",none,LGEUS,,0,0,,,,,731, -19872,0.0,/ / Peru,ID,0.0732484076433121,32238,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,258, -20567,1.0,/ Hồ Chí Minh / Vietnam,AS,,18235,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,,hotel & accommodation,,1046, -20051,1.0,/ SANTOS / Brazil,AS,0.004,31766,End Customer,Enterprise,,,,,sales,28,Quotation or Purchase Consultation,,,,/ SANTOS / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97, -385,0.25,Corporate / /,ID,0.0446428571428571,9829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -4723,0.25,/ PUNE / India,AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,etc.,,,/ PUNE / India,none,LGEIL,,0,0,,,,,21, -8525,0.25,/ Lawrenceville / United States,ID,,18898,End Customer,SMB,,,,,,165,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lawrenceville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,833, -214,1.0,/ Elmwood / United States,ID,0.0446428571428571,35318,End Customer,SMB,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EG5CE,/ Elmwood / United States,vice president,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,310, -9822,0.25,Cloud IT / New York / United States,IT,,5701,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -10782,1.0,/Rio de Janeiro/Brazil,ID,0.0749486652977412,40158,End Customer,SMB,,1.0,,1.0,information technology,34,Quotation or Purchase Consultation,accessories,,,/Rio de Janeiro/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,167, -7093,1.0,/ Cebu / Philippines,AS,,28441,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -11085,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248, -9751,0.25,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,IT,,1081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -216,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335, -10501,1.0,/ Balneário Camboriú / Brazil,ID,0.0749486652977412,16380,End Customer,Enterprise,,1.0,,1.0,media and communication,244,Quotation or Purchase Consultation,standard signage,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480, -19688,1.0,/ / Argentina,ID,0.0732484076433121,38636,,SMB,,,,,administrative,16,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325, -14716,0.5,/ Rio de Janeiro / Brazil,AS,,18062,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97, -8446,1.0,/Jaunpur/India,AS,0.4615384615384615,36364,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,multi-split,,,/Jaunpur/India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,22, -16821,1.0,/ / Philippines,AS,,22433,End Customer,Enterprise,0.0,,,,others,20,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,135, -5336,0.5,/São Paulo/Brazil,AS,,32207,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -4212,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17, -618,0.25,Corporate / /,ID,0.0446428571428571,1183,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14472,0.25,/ Minas Gerais/Uberlândia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,169,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais/Uberlândia / Brazil,none,LGESP,,0,0,,,,,97, -8718,0.25,/ Cochin / India,AS,0.0677966101694915,450,End Customer,Enterprise,,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Cochin / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -19715,1.0,/ Guarulhos / Brazil,ID,0.0732484076433121,14259,End Customer,SMB,,,,,information technology,87,Quotation or Purchase Consultation,one:quick series,,,/ Guarulhos / Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,316, -13549,0.0,/ Assam / India,AS,,997,End Customer,SMB,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672, -3658,1.0,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,single-split,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616, -3692,0.75,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",AS,,33997,Channel Partner,Enterprise,1.0,,,,others,3,,single-split,,,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",director,LGEIN,less than 3 months,0,0,,,,,122, -20882,0.5,/ / Brazil,ID,0.0476190476190476,3250,Channel Partner,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ / Brazil,others,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316, -8672,0.25,/ Minsk / United States,ID,0.1666666666666666,18030,,Enterprise,2.0,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Minsk / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194, -10129,0.25,//United States,ID,0.4,19038,,SMB,,,,,,17,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,901, -18304,0.0,/ / Peru,ID,0.0327868852459016,21901,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -17990,0.5,/ / India,ID,0.0311958405545927,19849,,Enterprise,,,,,,3,Request for Partnership,,,,/ / India,others,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -3519,1.0,/ delhi / India,ID,,31907,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,vice president,LGEIL,less than 3 months,0,0,,,,,174, -2752,1.0,/ / South Africa,ID,,5555,End Customer,SMB,,,,,consulting,81,Technical Consultation,oled signage,,,/ / South Africa,c-level executive,LGESA,3 months ~ 6 months,0,0,,,,,151, -17040,1.0,/ SP/Penápolis / Brazil,AS,,14067,End Customer,Enterprise,,,,,engineering,28,Quotation or Purchase Consultation,single-split,,,/ SP/Penápolis / Brazil,others,LGESP,more than a year,0,0,,,,,97, -8600,0.25,29222 Rancho Viejo Rd Ste 108 Medical/San Juan Capistrano/United States,IT,0.6428571428571429,14664,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,29222 Rancho Viejo Rd Ste 108 Medical/San Juan Capistrano/United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,438, -313,0.75,/Hyderabad/India,ID,0.0575342465753424,10976,End Customer,SMB,0.0,1.0,,1.0,purchasing,356,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Hyderabad/India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,277, -19153,0.25,919 Hidden Ridge Cloud IT / Irving / United States,IT,0.6428571428571429,8672,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,919 Hidden Ridge Cloud IT / Irving / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831, -11979,0.25,/ / Brazil,ID,,3788,,Enterprise,,,,,,54,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,316, -1858,1.0,/ Aurangabad / India,ID,,36201,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Aurangabad / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,314, -9747,0.25,826 Hillshire Dr Cloud IT / Hoover / United States,IT,,4621,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,826 Hillshire Dr Cloud IT / Hoover / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -16087,0.25,/ القنفذة / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,,,,,6, -9932,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20840,1.0,/ Brasília / Brazil,ID,0.0476190476190476,25663,End Customer,SMB,,,,,finance,337,Quotation or Purchase Consultation,one:quick series,,,/ Brasília / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,167, -8976,0.75,/Guaynabo/United States,ID,0.1186440677966101,27422,End Customer,SMB,10.0,,,,administrative,212,,led signage,Transparent LED Film,LAT140,/Guaynabo/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,911, -19821,0.0,/ / Brazil,ID,0.0732484076433121,24619,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -20495,1.0,/ Goiania / Brazil,ID,0.1241217798594847,23638,End Customer,SMB,,1.0,,1.0,entrepreneurship,73,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Goiania / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -18961,0.75,/ Popayan / Colombia,IT,0.0476190476190476,43987,End Customer,Enterprise,,,,,information technology,595,Quotation or Purchase Consultation,monitor,,,/ Popayan / Colombia,none,LGECB,less than 3 months,1,0,0.0005719551277132,,education,,977, -14718,0.5,/ Seropédica - RJ / Brazil,AS,,15473,,Enterprise,19.0,,,,finance,3,Quotation or Purchase Consultation,,,,/ Seropédica - RJ / Brazil,partner,LGESP,,0,0,,,,,97, -7977,0.25,General / / United States,IT,,22184,End Customer,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438, -8241,0.0,/ / India,ID,0.0311958405545927,28112,,SMB,,,,,information technology,44,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -16566,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -19868,0.5,/ / Peru,ID,0.0732484076433121,32548,Service Partner,Enterprise,,,,,education,19,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,9 months ~ 1 year,0,0,0.0011827288932506,0.0498402555910543,retail,,258, -3804,0.5,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90, -17198,1.0,/ Hcm / Vietnam,AS,,10999,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcm / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,0,,,,,1046, -16991,1.0,/ São Paulo / Brazil,AS,,4936,,Enterprise,,,,,engineering,24,Trainings,vrf,,,/ São Paulo / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -19746,1.0,/ / Vietnam,ID,0.1184210526315789,44381,,Enterprise,,,,,business development,6,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,582, -20108,1.0,/ RS / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,38,Quotation or Purchase Consultation,etc.,,,/ RS / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -303,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356, -8392,0.25,/ salem / United States,ID,0.3902439024390244,364,,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ salem / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194, -8885,1.0,/ / U.A.E,ID,0.0491803278688524,5788,End Customer,SMB,,,,,sales,80,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,32TNF5J,/ / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,227, -2013,1.0,/ Sangli / India,ID,,38729,,Enterprise,,,,,business development,11,Technical Consultation,interactive signage,,,/ Sangli / India,director,LGEIL,less than 3 months,0,0,,,,,174, -19366,0.5,/ Macapa / Brazil,AS,0.0037878787878787,45523,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ Macapa / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97, -15685,0.5,/ Nezahualcóyotl Estado de Mexico / Mexico,AS,,14941,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ Nezahualcóyotl Estado de Mexico / Mexico,trainee,LGEMS,less than 3 months,0,0,,,,,42, -12854,0.75,/ Bandung / Indonesia,AS,,33915,Specifier/ Influencer,Enterprise,0.0,,,,engineering,19,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670, -14247,0.25,/ RJ / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,3,,,,,/ RJ / Brazil,director,LGESP,,0,0,,,,,97, -4727,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,66,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90, -3913,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,29, -16014,0.25,/ София / Bulgaria,AS,,46985,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ София / Bulgaria,entry level,LGEMK,,0,0,,,,,710, -11749,0.0,/ / India,ID,,46458,,Enterprise,,,,,marketing,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -12140,1.0,/ Panipat / India,ID,,17604,,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174, -2923,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244, -11251,1.0,/ varanasi / India,ID,,5384,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ varanasi / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -8408,1.0,/Kolkata /India,AS,0.1470588235294117,11548,End Customer,Enterprise,19.0,,,,administrative,6,Quotation or Purchase Consultation,multi-split,,,/Kolkata /India,manager,LGEIL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,,2, -10110,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164, -2875,1.0,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,ID,,30286,Service Partner,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,director,LGEUS,less than 3 months,0,0,,,,,333, -4019,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,8, -13117,0.75,/ Amapá / Brazil,AS,,26254,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,multi-split,,,/ Amapá / Brazil,partner,LGESP,more than a year,0,0,,,,,97, -18751,0.0,/ / Peru,ID,0.0327868852459016,20546,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -10006,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12827,0.5,/ Pringsewu / Indonesia,AS,,41094,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Pringsewu / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122, -18178,0.0,/ / Peru,ID,0.0327868852459016,27142,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -13216,0.25,/ BANDUNG / Indonesia,AS,,41007,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ BANDUNG / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670, -20392,0.75,/ Pomorskie / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,quality assurance,64,Quotation or Purchase Consultation,hotel tv,,,/ Pomorskie / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169, -1571,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -6477,0.25,/ Zayed / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,220,Quotation or Purchase Consultation,multi-split,,,/ Zayed / Egypt,none,LGEEG,,0,0,,,,,56, -15765,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126, -7082,1.0,/ Rizal / Philippines,AS,,26207,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0, -13512,0.0,/ / India,AS,,34651,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -9210,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874, -16355,0.25,VIA ROMA / NOVI LIGURE / Italy,AS,,17017,Channel Partner,Enterprise,,,,,business development,3,,vrf,,,VIA ROMA / NOVI LIGURE / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -11370,0.75,/ / Peru,ID,,15127,,SMB,,,,,others,3,Request for Partnership,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,525, -11021,1.0,/ La Unión / Chile,ID,0.0749486652977412,9666,End Customer,Enterprise,,1.0,,1.0,operations,139,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,,/ La Unión / Chile,others,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,580, -11587,0.5,/ Coimbatore / India,ID,,34496,,Enterprise,,,,,media and communication,3,Technical Consultation,,,,/ Coimbatore / India,ceo/founder,LGEIL,,0,0,,,,,174, -8489,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874, -9257,0.25,/ CLEVELAND / United States,ID,,24200,,SMB,,1.0,,1.0,,209,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ CLEVELAND / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,449, -9969,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -12478,1.0,/บุรีรัมย์/Thailand,AS,,47353,,Enterprise,,,,,engineering,16,Others,,,,/บุรีรัมย์/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726, -8575,1.0,/ / United Kingdom,IT,0.2307692307692307,20340,End Customer,Enterprise,9.0,,,,consulting,114,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,781, -18022,0.25,/ / Australia,ID,0.2142857142857142,7971,End Customer,SMB,,,,,information technology,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156, -6592,0.25,/ Philadelphia / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,165,Quotation or Purchase Consultation,etc.,,,/ Philadelphia / United States,none,LGEUS,,0,0,,,,,730, -19928,1.0,/ Blumenau / Brazil,ID,0.0732484076433121,33447,Channel Partner,SMB,,,,,administrative,264,Quotation or Purchase Consultation,oled signage,,,/ Blumenau / Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -16370,0.25,"Via San renato, 24 / Sorrento / Italy",AS,,42860,End Customer,SMB,,,,,entrepreneurship,3,,vrf,,,"Via San renato, 24 / Sorrento / Italy",ceo/founder,LGEIS,,0,0,,,,,341, -14384,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97, -13857,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -3810,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34, -3320,0.25,/ / United States,ID,,12670,Specifier/ Influencer,SMB,1.0,,,,others,37,Technical Consultation,hotel tv,Essential Commercial TV,50UN570H (NA),/ / United States,none,LGEUS,,0,0,,,,,205, -9544,1.0,/ SK/Saskatoon / Canada,ID,0.8333333333333334,5833,End Customer,SMB,0.0,,,,media and communication,144,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/ SK/Saskatoon / Canada,manager,LGECI,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,573, -11087,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798, -8464,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600, -10032,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -11757,0.0,/ / India,ID,,22160,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -10697,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,46739,Specifier/ Influencer,Enterprise,,1.0,,1.0,entrepreneurship,416,Request for Partnership,led signage,LG LED Bloc,LSAA015,/ São Paulo / Brazil,director,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480, -12902,1.0,/Pedreira-SP/Brazil,AS,,4201,Specifier/ Influencer,Enterprise,8.0,,,,others,111,Trainings,etc.,,,/Pedreira-SP/Brazil,entry level,LGESP,more than a year,0,0,,,,,97, -3563,1.0,/ Jalna / India,ID,,24904,,Enterprise,,,,,,37,Others,interactive signage,Interactive Digital Board,,/ Jalna / India,others,LGEIL,less than 3 months,0,0,,,,,174, -7997,1.0,/ Bucharest / Romania,IT,,28038,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844, -11135,1.0,/Monteiro Lobato/Brazil,ID,,32931,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/Monteiro Lobato/Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,572, -12539,1.0,/ กม / Thailand,AS,,47364,Specifier/ Influencer,SMB,,,,,others,16,Quotation or Purchase Consultation,,,,/ กม / Thailand,others,LGETH,more than a year,0,0,,,,,726, -15584,0.5,/ Tijuana / Mexico,AS,,23943,,Enterprise,,,,,sales,3,,multi-split,,,/ Tijuana / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -7958,0.25,"950 W Bethany Drive, Suite 330 Education / Allen / United States",IT,,30021,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"950 W Bethany Drive, Suite 330 Education / Allen / United States",none,LGEUS,,0,0,,,,,374, -12289,0.75,/ Metepec / Mexico,AS,,9144,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ Metepec / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -325,0.75,//India,ID,0.0575342465753424,38464,End Customer,SMB,,1.0,,1.0,product management,65,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015-GN2,//India,director,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,147, -9710,0.25,2139 S Augusta St Cloud IT / Visalia / United States,IT,,39599,End Customer,SMB,0.0,,,,,20,Quotation or Purchase Consultation,,,,2139 S Augusta St Cloud IT / Visalia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439, -4072,0.25,/ Quezon City / Philippines,AS,,23565,End Customer,Enterprise,,,,,,64,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,none,LGEPH,,0,0,,,,,0, -480,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -105,1.0,/ PORT HARCOURT / Nigeria,AS,0.0408163265306122,16246,End Customer,Enterprise,,,,,operations,236,Quotation or Purchase Consultation,multi-split,,,/ PORT HARCOURT / Nigeria,ceo/founder,LGEAF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,141, -9984,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2986,0.75,/ / Saudi Arabia,ID,,15614,End Customer,SMB,1.0,,,,operations,69,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,none,LGESJ,6 months ~ 9 months,0,0,,,,,295, -12888,0.75,/ Lagoa Santa / Brazil,AS,,45294,Specifier/ Influencer,Enterprise,,,,,finance,3,,single-split,,,/ Lagoa Santa / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -11448,1.0,/ Muzaffarpur / India,ID,,16624,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Muzaffarpur / India,others,LGEIL,9 months ~ 1 year,0,0,,,,,164, -9382,1.0,/Nashik/India,ID,0.036036036036036,29009,End Customer,SMB,,,,,engineering,182,Quotation or Purchase Consultation,led signage,,,/Nashik/India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148, -7034,0.25,sd thc / PA / United States,AS,,713,,SMB,,,,,,4,Media Inquiry,,,,sd thc / PA / United States,none,LGEUS,,0,0,,,,,731, -17735,1.0,/Monterrey Nuevo León/Mexico,AS,0.0118577075098814,14851,End Customer,Enterprise,,,,,engineering,189,Quotation or Purchase Consultation,etc.,,,/Monterrey Nuevo León/Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,42, -6926,0.25,409 firetower rd / NC / United States,AS,,22735,,Enterprise,,,,,,36,Product Information,,,,409 firetower rd / NC / United States,none,LGEUS,,0,0,,,,,731, -10828,0.0,/ / Indonesia,ID,0.0843373493975903,12479,,Enterprise,,1.0,,1.0,consulting,3,,,,,/ / Indonesia,none,LGEIN,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,313, -1332,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436, -10710,1.0,/ São Bernardo do Campo / Brazil,ID,0.0749486652977412,13369,End Customer,SMB,1.0,1.0,,1.0,information technology,61,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,278, -11420,1.0,/Solapur/India,ID,,20201,End Customer,Enterprise,,,,,other,25,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H ,/Solapur/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,148, -12570,0.75,/ San Miguel / Chile,AS,,36898,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ San Miguel / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728, -8554,0.25,/ Boynton Beach / United States,ID,,24005,,Enterprise,,,,,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Boynton Beach / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -8097,1.0,/ / U.A.E,ID,0.043103448275862,46099,End Customer,SMB,,,,,media and communication,81,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / U.A.E,director,LGEGF,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),560, -13664,0.5,/ Fortaleza / Brazil,AS,,44479,End Customer,Enterprise,,,,,others,35,Quotation or Purchase Consultation,multi-split,,,/ Fortaleza / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -14990,0.5,/ Santiago / Chile,AS,,34803,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -7978,0.25,General / / United States,IT,,13355,,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438, -10063,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -16186,0.25,/ Singapore / Singapore,AS,,2687,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73, -19064,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572, -20507,1.0,/ Berlin / Germany,IT,,36050,End Customer,Enterprise,,,1.0,1.0,,179,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,428, -14819,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97, -20471,0.25,/ sao paulo / United States,ID,,22070,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ sao paulo / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194, -6698,0.25,538 LOCUST STREET / FL / United States,AS,,41442,,SMB,,,,,,111,Services,,,,538 LOCUST STREET / FL / United States,none,LGEUS,,0,0,,,,,731, -10740,1.0,/TLANEPANTLA/Mexico,ID,0.0749486652977412,10740,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,video wall signage,,,/TLANEPANTLA/Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,188, -12953,0.75,/ SANTIAGO DE CHILE / Chile,AS,,39320,Specifier/ Influencer,SMB,14.0,,,,business development,3,,vrf,,,/ SANTIAGO DE CHILE / Chile,c-level executive,LGECL,less than 3 months,0,0,,,,,728, -6965,0.25,1589 Ocean Ave / NY / United States,AS,,16876,,SMB,,,,,,781,Others,,,,1589 Ocean Ave / NY / United States,none,LGEUS,,0,0,,,,,731, -15594,0.5,/ CDMX / Mexico,AS,,22004,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,chiller,,,/ CDMX / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -4668,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,127, -1209,1.0,/ dubai / U.A.E,IT,,25584,Channel Partner,SMB,,,1.0,1.0,product management,201,Quotation or Purchase Consultation,projector,,,/ dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,,corporate / office,Others,425, -1350,1.0,/ Mumbai / India,ID,,10717,,SMB,,,,,business development,45,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145, -8421,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837, -1019,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -8720,0.25,/ Kottayam / India,AS,0.0677966101694915,38094,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -13968,0.5,/ Fortaleza / Brazil,AS,,46195,End Customer,Enterprise,,,,,operations,13,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97, -17873,1.0,/ Gepps Cross / Australia,ID,0.2142857142857142,36049,Specifier/ Influencer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,,,/ Gepps Cross / Australia,manager,LGEAP,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156, -10758,0.75,//Peru,ID,0.0749486652977412,37645,Channel Partner,Enterprise,,1.0,,1.0,information technology,71,Quotation or Purchase Consultation,,,,//Peru,none,LGEPR,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258, -17189,0.75,/ Cartagena / Colombia,AS,,36545,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cartagena / Colombia,others,LGECB,more than a year,0,0,,,,,962, -1951,1.0,/Gwalior/India,ID,,12525,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive digital board,,,/Gwalior/India,director,LGEIL,less than 3 months,0,0,,,,,222, -4129,0.25,/ Pampanga / Philippines,AS,,3300,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,multi-split,,,/ Pampanga / Philippines,none,LGEPH,,0,0,,,,,121, -9704,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -10151,1.0,/Metro Manila/Philippines,AS,,24212,End Customer,SMB,,,,,operations,570,Quotation or Purchase Consultation,chiller,,,/Metro Manila/Philippines,vice president,LGEPH,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,61, -6091,0.25,/ Sorocaba / Brazil,AS,,19956,,SMB,0.0,,,,administrative,3,,multi-split,,,/ Sorocaba / Brazil,others,LGESP,,0,0,,,,,97, -13018,0.75,/mexico/Mexico,AS,,21804,,Enterprise,4.0,,,,administrative,3,,vrf,,,/mexico/Mexico,others,LGEMS,less than 3 months,0,0,,,,,42, -12553,0.75,/ NSW / Australia,AS,,13733,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,none,LGEAP,less than 3 months,0,0,,,,,139, -5998,0.5,/ São Bernardo do Campo / Brazil,AS,,3826,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Bernardo do Campo / Brazil,others,LGESP,,0,0,,,,,97, -16621,0.25,via rodi 1 / cologne / Italy,AS,,1089,Channel Partner,SMB,12.0,,,,sales,3,,vrf,,,via rodi 1 / cologne / Italy,intern,LGEIS,,0,0,,,,,341, -4582,0.25,/ Hindustan cables / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,vrf,,,/ Hindustan cables / India,none,LGEIL,,0,0,,,,,115, -298,1.0,/ / Hong Kong,ID,0.0843373493975903,34514,End Customer,Enterprise,,1.0,,1.0,others,48,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337, -18195,0.0,/ / Peru,ID,0.0327868852459016,12744,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7328,0.5,/ Bandung / Indonesia,AS,,33940,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670, -4929,0.25,/ Sao Paulo / Brazil,AS,,4464,,SMB,,,,,others,3,,multi-split,,,/ Sao Paulo / Brazil,manager,LGESP,,0,0,,,,,97, -3922,0.75,/ Jakarta / Indonesia,AS,,33809,Channel Partner,SMB,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,associate/analyst,LGEIN,3 months ~ 6 months,0,0,,,,,122, -8080,0.5,/Abu Dhabi/U.A.E,ID,0.043103448275862,11408,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,308, -12541,1.0,/ Smithfield / Australia,AS,,42948,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,etc.,,,/ Smithfield / Australia,manager,LGEAP,less than 3 months,0,0,,,,,685, -20678,0.0,/ / Peru,ID,0.0695652173913043,40694,,Enterprise,,,,,quality assurance,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002153634176709,0.0609243697478991,factory,,258, -15043,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -7247,1.0,/ Metro manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,13,Quotation or Purchase Consultation,vrf,,,/ Metro manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616, -18200,0.0,/ / Peru,ID,0.0327868852459016,9595,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -16571,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -11093,1.0,/ wielkopolskie / Poland,IT,,22528,End Customer,SMB,0.0,,1.0,1.0,human resources,147,Quotation or Purchase Consultation,monitor,,,/ wielkopolskie / Poland,ceo/founder,LGEPL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Advertising,800, -20275,1.0,/ / Germany,IT,,12799,End Customer,SMB,,,,,,80,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ / Germany,others,LGEDG,more than a year,1,0,0.0011827288932506,,retail,,428, -14688,0.5,/ Buritama / Brazil,AS,,28006,Specifier/ Influencer,Enterprise,13.0,,,,accounting,3,Quotation or Purchase Consultation,,,,/ Buritama / Brazil,intern,LGESP,,0,0,,,,,97, -14579,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97, -20626,1.0,/ Parauapebas / Brazil,ID,0.0695652173913043,44407,End Customer,Enterprise,7.0,,,,information technology,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Parauapebas / Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,406, -20974,0.0,/ / Spain,ID,0.025,9587,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -8203,1.0,/ LIMA / United States,ID,0.3902439024390244,38590,Specifier/ Influencer,SMB,,,,,arts and design,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ LIMA / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194, -7102,1.0,"/ LAS PINAS, METRO MANILA / Philippines",AS,,16276,End Customer,SMB,,,,,operations,128,Quotation or Purchase Consultation,vrf,,,"/ LAS PINAS, METRO MANILA / Philippines",manager,LGEPH,6 months ~ 9 months,0,0,,,,,46, -8224,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302, -18230,0.0,/ / Peru,ID,0.0327868852459016,28596,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -3653,0.75,/ Qc / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,3,,single-split,,,/ Qc / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616, -15599,0.5,/ Cdmx / Mexico,AS,,1841,Specifier/ Influencer,Enterprise,,,,,education,3,,vrf,,,/ Cdmx / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42, -7527,0.75,/ Cairo / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,2,,,,,/ Cairo / Egypt,intern,LGEEG,less than 3 months,0,0,,,,,51, -20414,0.0,Hospitality / / United States,ID,,7240,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -1985,1.0,/Amritsar/India,ID,,37680,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive digital board,,,/Amritsar/India,director,LGEIL,less than 3 months,0,0,,,,,165, -17817,1.0,/ Santiago / Chile,ID,0.0327868852459016,22887,End Customer,Enterprise,,,,,education,8,Quotation or Purchase Consultation,hotel tv,,,/ Santiago / Chile,intern,LGECL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,580, -4713,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90, -4351,0.25,/ Karimnagar / India,AS,,36033,End Customer,Enterprise,,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Karimnagar / India,none,LGEIL,,0,0,,,,,4, -18543,0.0,/ / Peru,ID,0.0327868852459016,43932,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7819,0.25,Po Box 477200 Education / Tulsa / United States,IT,,43413,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,Po Box 477200 Education / Tulsa / United States,none,LGEUS,,0,0,,,,,374, -13198,0.5,/Leyte/Philippines,AS,,32344,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8, -9714,0.25,1101 Market St Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -354,0.75,//United States,ID,0.0446428571428571,4811,Specifier/ Influencer,SMB,,1.0,,1.0,consulting,1035,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United States,manager,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,368, -7384,0.5,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,69,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49, -19725,1.0,/ Anchieta / Brazil,ID,0.0732484076433121,23245,End Customer,SMB,,,,,purchasing,57,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Anchieta / Brazil,entry level,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279, -2924,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244, -19942,1.0,/ / Mexico,ID,0.0732484076433121,46156,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0011827288932506,0.0498402555910543,retail,,189, -7183,0.75,/ Antipolo City / Philippines,AS,,11685,End Customer,Enterprise,0.0,,,,engineering,20,,vrf,,,/ Antipolo City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -7285,0.75,/ Angeles city / Philippines,AS,,37243,,SMB,48.0,,,,arts and design,2,,,,,/ Angeles city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,59, -9757,0.25,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,IT,,38880,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15048,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728, -8539,0.25,/ Grand Rapids / United States,ID,,5681,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Grand Rapids / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194, -4009,1.0,/ Mandaluyong / Philippines,AS,,36851,End Customer,Enterprise,,,,,engineering,22,Quotation or Purchase Consultation,multi-split,,,/ Mandaluyong / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733, -17767,1.0,/ Santiago / Chile,ID,0.0327868852459016,42353,Channel Partner,SMB,,,,,program and project management,103,Request for Partnership,led signage,Fine-pitch Essential Series,LAS009-F,/ Santiago / Chile,ceo/founder,LGECL,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,580, -14224,0.5,/ Passo fundo RS / Brazil,AS,,18548,End Customer,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Passo fundo RS / Brazil,director,LGESP,,0,0,,,,,97, -18874,0.25,/ Madrid / Spain,ID,0.0175438596491228,37381,End Customer,Enterprise,,,,,information technology,3,,,,,/ Madrid / Spain,manager,LGEES,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),179, -18647,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -12317,1.0,/Dakar/Senegal,AS,,15258,Specifier/ Influencer,SMB,,,,,accounting,160,Product Information,multi-split,,,/Dakar/Senegal,entry level,LGEAF,less than 3 months,0,0,,,,,1024, -11382,1.0,/ / Argentina,ID,,35066,,SMB,1.0,,,,purchasing,3,Others,,,,/ / Argentina,partner,LGEAR,less than 3 months,0,0,,,,,325, -17935,0.0,/ / India,ID,0.0311958405545927,43770,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174, -7944,0.25,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",IT,,45815,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",none,LGEUS,,0,0,,,,,374, -17101,0.75,/ SANTIAGO / Chile,AS,,10930,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,vrf,,,/ SANTIAGO / Chile,manager,LGECL,more than a year,0,0,,,,,728, -1302,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,28773,End Customer,Enterprise,0.0,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -5663,0.5,/ Campinas / Brazil,AS,,15859,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Campinas / Brazil,others,LGESP,,0,0,,,,,97, -4161,0.25,/ Paranaque City / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,600,Quotation or Purchase Consultation,multi-split,,,/ Paranaque City / Philippines,none,LGEPH,,0,0,,,,,46, -5281,0.5,/ São Paulo / Brazil,AS,,16065,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -13544,0.0,/ / India,AS,,29199,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672, -1780,1.0,/ Ned delhi / India,ID,,476,,Enterprise,,,,,real estate,1,Others,interactive signage,,,/ Ned delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -7094,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,purchasing,49,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16, -2409,0.75,110 Ethel Road West Ste B / Piscataway /,ID,,36354,,SMB,1.0,,,,purchasing,384,Quotation or Purchase Consultation,,,,110 Ethel Road West Ste B / Piscataway /,none,LGEUS,less than 3 months,0,0,,,,,333, -228,1.0,/ Gzira / Malta,ID,0.0199004975124378,4054,End Customer,SMB,,1.0,,1.0,information technology,186,Quotation or Purchase Consultation,one:quick series,,,/ Gzira / Malta,manager,LGEIS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,340, -14909,0.5,/ Santos / Brazil,AS,,35245,End Customer,Enterprise,,,,,engineering,21,,chiller,,,/ Santos / Brazil,others,LGESP,more than a year,0,0,,,,,97, -4584,0.25,/ new delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ new delhi / India,none,LGEIL,,0,0,,,,,115, -6785,0.25,108 Woodland Trail Dr. Bernice / LA / United States,AS,,16562,,Enterprise,,,,,,54,Product Information,,,,108 Woodland Trail Dr. Bernice / LA / United States,none,LGEUS,,0,0,,,,,730, -7335,0.75,/ Tangerang / Indonesia,AS,,36072,End Customer,Enterprise,,,,,legal,5,,single-split,,,/ Tangerang / Indonesia,partner,LGEIN,less than 3 months,0,0,,,,,122, -15861,0.5,/ Panamá / Panama,AS,,37833,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panamá / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654, -7390,1.0,/ Ghaziabad / India,AS,,18012,End Customer,Enterprise,,,,,entrepreneurship,66,Quotation or Purchase Consultation,vrf,,,/ Ghaziabad / India,partner,LGEIL,less than 3 months,0,0,,,,,17, -6548,0.5,/ Lajas / Puerto Rico,AS,,47466,End Customer,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,,,/ Lajas / Puerto Rico,none,LGEPS,less than 3 months,0,0,,,,,654, -8973,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867, -20768,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166, -2411,0.75,"Moffett Field, CA /Moffett Field/",ID,,29508,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556, -6469,0.25,/ Cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,none,LGEEG,,0,0,,,,,51, -14675,0.25,/ / Brazil,AS,,16814,,Enterprise,,,,,,35,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317, -7282,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0, -6120,0.25,/ Porto Alegre / Brazil,AS,,32700,,Enterprise,,,,,arts and design,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97, -20362,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340, -92,1.0,/ Luddenham / Australia,AS,0.0666666666666666,27513,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138, -18343,0.0,/ / Peru,ID,0.0327868852459016,28227,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -5197,0.5,/ São Paulo / Brazil,AS,,7906,,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -11773,0.0,/ / India,ID,,43902,,Enterprise,0.0,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -15034,0.5,/ / Chile,AS,,9124,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -5414,0.5,/Santo André/Brazil,AS,,36900,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97, -17901,1.0,/ / Colombia,ID,0.0327868852459016,18557,,Enterprise,,,,,business development,32,Request for Partnership,,,,/ / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344, -3460,1.0,/ patna / India,ID,,6091,,Enterprise,,,,,product management,7,Quotation or Purchase Consultation,interactive signage,,,/ patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174, -9700,0.25,1817 W Broadway Cloud IT / Columbia / United States,IT,,38211,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,1817 W Broadway Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372, -5242,0.5,/ São Paulo / Brazil,AS,,40470,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -20924,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -6057,0.5,/ SP / Brazil,AS,,4935,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97, -4709,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,67,Quotation or Purchase Consultation,vrf,,,/ Noida / India,none,LGEIL,,0,0,,,,,17, -14840,0.5,/ Pacajus / Brazil,AS,,29319,End Customer,Enterprise,,,,,operations,22,Quotation or Purchase Consultation,multi-split,,,/ Pacajus / Brazil,others,LGESP,,0,0,,,,,97, -7632,0.75,8700 Beverly Blvd. / Los Angeles /,IT,,8099,End Customer,SMB,,,,,administrative,29,Usage or Technical Consultation,,,,8700 Beverly Blvd. / Los Angeles /,none,LGEUS,less than 3 months,0,0,,,,,567, -3886,1.0,/ ON / Canada,AS,,9778,Specifier/ Influencer,SMB,,,,,sales,230,Product Information,heating,,,/ ON / Canada,manager,LGECI,less than 3 months,0,0,,,,,142, -14807,0.25,/ Montes Claros mg / Brazil,AS,,32602,End Customer,Enterprise,0.0,,,,others,3,,,,,/ Montes Claros mg / Brazil,trainee,LGESP,,0,0,,,,,97, -12422,1.0,/Bahia/Brazil,AS,,4539,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,38,Trainings,etc.,,,/Bahia/Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97, -6425,0.25,/ Reading / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,36,Quotation or Purchase Consultation,etc.,,,/ Reading / United Kingdom,none,LGEUK,,0,0,,,,,755, -3150,0.75,/Cumbria/United Kingdom,ID,,16289,Specifier/ Influencer,SMB,,,,,arts and design,141,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Cumbria/United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,365, -711,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -13186,1.0,/ alkhobar / Saudi Arabia,AS,,47048,End Customer,SMB,,,,,engineering,81,Quotation or Purchase Consultation,ventilation,,,/ alkhobar / Saudi Arabia,others,LGESJ,more than a year,0,0,,,,,44, -9943,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -308,1.0,/ Cautin/Chile / Chile,ID,0.0749486652977412,11929,Service Partner,SMB,49.0,1.0,,1.0,consulting,9,Quotation or Purchase Consultation,interactive signage,,,/ Cautin/Chile / Chile,ceo/founder,LGECL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,357, -49,1.0,/ Pune / India,AS,0.0888888888888888,8138,Specifier/ Influencer,Enterprise,,,,,arts and design,16,Quotation or Purchase Consultation,control,,,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,21, -9960,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -21035,0.0,/ / Spain,ID,0.025,17378,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999, -5525,0.5,/ Santo André / Brazil,AS,,8725,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santo André / Brazil,others,LGESP,,0,0,,,,,97, -11390,0.75,315 Alameda Blvd NE / Albuquerque / NM,ID,,44504,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,315 Alameda Blvd NE / Albuquerque / NM,none,LGEUS,less than 3 months,0,0,,,,,205, -1271,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435, -13601,0.0,/ Ranchi / India,AS,,8417,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Ranchi / India,none,LGEIL,,0,0,,,,,672, -9349,1.0,/ Sharjah / U.A.E,AS,0.0202020202020202,2126,End Customer,Enterprise,,,,,sales,97,Quotation or Purchase Consultation,multi-split,,,/ Sharjah / U.A.E,partner,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25, -20582,0.75,/Mexico/Mexico,AS,,20747,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/Mexico/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42, -3813,1.0,/ GURUGRAM / India,AS,,13226,End Customer,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,vrf,,,/ GURUGRAM / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,608, -5613,0.5,/ Sp / Brazil,AS,,6757,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sp / Brazil,others,LGESP,,0,0,,,,,97, -15918,0.0,/ / Venezuela,AS,,34159,,Enterprise,12.0,,,,,3,,vrf,,,/ / Venezuela,none,LGEPS,,0,0,,,,,654, -4752,0.25,/Bhopal/India,AS,,21829,End Customer,SMB,,,,,,13,Quotation or Purchase Consultation,,,,/Bhopal/India,none,LGEIL,,0,0,,,,,123, -3853,1.0,/Vilnius/Lithuania,AS,,27742,End Customer,SMB,,,,,engineering,1102,Usage or Technical Consultation,etc.,,,/Vilnius/Lithuania,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694, -9547,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348, -9659,1.0,/ Bangalore / India,AS,,29647,Specifier/ Influencer,SMB,,,,,operations,37,Quotation or Purchase Consultation,vrf,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,752, -8946,1.0,/ / Australia,ID,0.1184210526315789,46734,End Customer,SMB,,,,,program and project management,302,Quotation or Purchase Consultation,high brightness signage,,,/ / Australia,manager,LGEAP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,157, -1176,0.75,6940 Sea Coral Drive Apt 336 General / Orlando / United States,ID,0.0446428571428571,5028,End Customer,SMB,0.0,1.0,,1.0,engineering,97,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,6940 Sea Coral Drive Apt 336 General / Orlando / United States,others,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Pharmaceutical,310, -17014,1.0,/são joão de meriti/Brazil,AS,,34968,,Enterprise,,,,,others,9,Quotation or Purchase Consultation,vrf,,,/são joão de meriti/Brazil,director,LGESP,3 months ~ 6 months,0,0,,,,,97, -5748,0.5,/ São Paulo / Brazil,AS,,45051,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -8189,0.75,//Bahrain,ID,0.032258064516129,24569,End Customer,Enterprise,17.0,,,,information technology,20,Quotation or Purchase Consultation,led signage,Virtual Production Series,LFCL039,//Bahrain,none,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),560, -8455,1.0,/ Riyadh / Saudi Arabia,AS,,36683,Specifier/ Influencer,Enterprise,,,,,business development,51,Quotation or Purchase Consultation,single-split,,,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,118, -11777,0.0,/ / India,ID,,43859,,Enterprise,,,,,others,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174, -19502,0.0,/ / Peru,ID,0.0544217687074829,13229,,Enterprise,,,,,information technology,14,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258, -17362,0.75,/HEREDIA/Costa Rica,AS,,36669,,SMB,49.0,,,,engineering,3,,vrf,,,/HEREDIA/Costa Rica,manager,LGEPS,less than 3 months,0,0,,,,,654, -6724,0.25,2225 Washington St / MA / United States,AS,,38151,,SMB,,,,,,254,Services,,,,2225 Washington St / MA / United States,none,LGEUS,,0,0,,,,,731, -11855,0.5,/ Delhi / India,ID,,7673,,Enterprise,,,,,education,3,Others,,,,/ Delhi / India,others,LGEIL,,0,0,,,,,174, -19179,1.0,/ / Vietnam,ID,,10991,,SMB,,,,,education,3,Quotation or Purchase Consultation,standard signage,,,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,978, -14773,0.25,/ Recife / Brazil,AS,,30384,,Enterprise,,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97, -2382,0.75,521 E Front Street / Battle Mountain /,ID,,21292,End Customer,Enterprise,,,,,,99,Quotation or Purchase Consultation,,,,521 E Front Street / Battle Mountain /,none,LGEUS,less than 3 months,0,0,,,,,565, -20412,0.0,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,ID,,42488,End Customer,Enterprise,0.0,1.0,,1.0,,3,,hotel tv,,,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -14907,0.5,/ jundiai / Brazil,AS,,40668,End Customer,Enterprise,,,,,others,3,,vrf,,,/ jundiai / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -17936,0.0,/ / India,ID,0.0311958405545927,6111,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -14590,0.25,/ Brasília recanto das emas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,129,Quotation or Purchase Consultation,etc.,,,/ Brasília recanto das emas / Brazil,none,LGESP,,0,0,,,,,97, -1054,0.25,Corporate / /,ID,0.0446428571428571,18069,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14906,0.5,/ Itaqua / Brazil,AS,,13341,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Itaqua / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -16017,0.25,/ Beograd / Serbia,AS,,30259,Specifier/ Influencer,Enterprise,,,,,,44,,heating,,,/ Beograd / Serbia,entry level,LGEMK,,0,0,,,,,766, -11817,0.5,/ Jaipur / India,ID,,7674,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Jaipur / India,others,LGEIL,,0,0,,,,,174, -18092,0.5,/ / Peru,ID,0.0327868852459016,36833,,Enterprise,,,,,,3,Technical Consultation,,,,/ / Peru,manager,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -18585,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -16746,0.25,via carlo cattaneo 4 / cuneo / Italy,AS,,3787,Channel Partner,SMB,172.0,,,,sales,3,,vrf,,,via carlo cattaneo 4 / cuneo / Italy,others,LGEIS,,0,0,,,,,341, -4793,0.25,/Uttar Pradesh/India,AS,,40211,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Uttar Pradesh/India,none,LGEIL,,0,0,,,,,9, -14601,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,control,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97, -10069,0.25,700 Universe Blvd Cloud IT / Juno Beach / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,700 Universe Blvd Cloud IT / Juno Beach / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -14027,0.5,/ Cabo de Santo Agostinho / Brazil,AS,,41566,Specifier/ Influencer,Enterprise,1.0,,,,support,3,Quotation or Purchase Consultation,,,,/ Cabo de Santo Agostinho / Brazil,entry level,LGESP,,0,0,,,,,97, -11024,1.0,"/ Bogotá, D.C. / Colombia",ID,0.0749486652977412,166,Channel Partner,SMB,,1.0,,1.0,engineering,48,Quotation or Purchase Consultation,led signage,,,"/ Bogotá, D.C. / Colombia",director,LGECB,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,977, -19459,1.0,/ medellin / Colombia,IT,0.3636363636363636,9279,End Customer,Enterprise,,,,,radiology professional,241,Quotation or Purchase Consultation,monitor,,,/ medellin / Colombia,others,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),Apartment,837, -10026,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -20283,1.0,/ Bolivia / Panama,IT,,30291,Channel Partner,Enterprise,,,,,business development,200,Request for Partnership,cloud device,All Cloud Devices,,/ Bolivia / Panama,others,LGEPR,less than 3 months,0,0,0.0011827288932506,,retail,,1084, -10003,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -2983,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209, -11110,0.0,/ / United States,IT,0.0434782608695652,29271,,Enterprise,,,1.0,1.0,healthcare services,3,,,,,/ / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,,194, -6451,0.5,//Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,etc.,,,//Vietnam,manager,LGEVH,,0,0,,,,,759, -19692,1.0,/ Harbor Springs / United States,ID,0.1186440677966101,1425,,SMB,3.0,,,,operations,48,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Harbor Springs / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,360, -19961,1.0,/ Caba / Argentina,ID,0.0732484076433121,24002,End Customer,SMB,,,,,administrative,89,Quotation or Purchase Consultation,accessories,,,/ Caba / Argentina,vice president,LGEAR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,325, -11042,1.0,/ Ciudad de mexico / Mexico,ID,0.0749486652977412,22321,Channel Partner,SMB,,1.0,,1.0,engineering,65,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Ciudad de mexico / Mexico,manager,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,263, -3057,1.0,/ Jeddah / Saudi Arabia,ID,,15762,End Customer,SMB,,,,,information technology,484,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Jeddah / Saudi Arabia,entry level,LGESJ,3 months ~ 6 months,0,0,,,,,245, -21332,1.0,/Porto Real/Brazil,AS,0.04,42900,,Enterprise,,,,,purchasing,284,Quotation or Purchase Consultation,etc.,,,/Porto Real/Brazil,associate/analyst,LGESP,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,97, -16417,0.25,/ / Italy,AS,,6552,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,manager,LGEIS,,0,0,,,,,341, -3657,0.75,/ Cavite / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,human resources,2,,vrf,,,/ Cavite / Philippines,trainee,LGEPH,less than 3 months,0,0,,,,,616, -17320,0.75,/ Tlaquepaque / Mexico,AS,,2950,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Tlaquepaque / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42, -3012,1.0,/ Jammu / India,ID,,4633,,Enterprise,,,,,business development,10,Others,interactive signage,,,/ Jammu / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -2111,1.0,/ / India,ID,,1426,Solution Eco-Partner,SMB,,,,,information technology,52,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,less than 3 months,0,0,,,,,174, -11094,0.75,/ Pereira / Colombia,IT,0.0446428571428571,11471,End Customer,SMB,,,1.0,1.0,marketing,126,Quotation or Purchase Consultation,medical display,Cirugia,27HJ510S,/ Pereira / Colombia,manager,LGECB,,1,0,0.0030792876608617,,corporate / office,Healthcare,837, -20294,1.0,/ / Mexico,ID,0.1241217798594847,7810,,Enterprise,,1.0,,1.0,community and social services,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,189, -10862,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -16855,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135, -7866,0.25,Cloud IT / / United States,IT,,13256,,SMB,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374, -15881,0.5,/ caracas / Venezuela,AS,,21440,End Customer,SMB,0.0,,,,education,3,,vrf,,,/ caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654, -6290,0.25,/ Maceio / Brazil,AS,,41447,,Enterprise,0.0,,,,others,3,,multi-split,,,/ Maceio / Brazil,others,LGESP,,0,0,,,,,97, -14078,0.25,/ Rio Branco / Brazil,AS,,45253,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Rio Branco / Brazil,entry level,LGESP,,0,0,,,,,97, -15118,0.5,/ Concepción / Chile,AS,,1894,Channel Partner,Enterprise,,,,,sales,3,,multi-split,,,/ Concepción / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -2430,0.5,/ / United States,ID,,35864,End Customer,SMB,,,,,information technology,222,Others,accessories,,,/ / United States,none,LGEUS,,0,0,,,,,333, -14792,0.25,/ João pessoa PB / Brazil,AS,,18556,,Enterprise,,,,,entrepreneurship,3,,,,,/ João pessoa PB / Brazil,partner,LGESP,,0,0,,,,,97, -11084,1.0,/ / Hong Kong,ID,0.0843373493975903,46250,End Customer,SMB,,1.0,,1.0,others,22,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,503, -14724,0.25,/ uberlandia/MG / Brazil,AS,,33378,End Customer,SMB,,,,,engineering,3,,,,,/ uberlandia/MG / Brazil,partner,LGESP,,0,0,,,,,97, -10866,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,278, -20434,0.0,1171 Mccarty St Hospitality / Dunedin / United States,ID,,47466,End Customer,Enterprise,17.0,1.0,,1.0,,3,,hotel tv,,,1171 Mccarty St Hospitality / Dunedin / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10165,1.0,/ Rondonia/guajara mirim / Brazil,AS,0.0039370078740157,46670,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,single-split,,,/ Rondonia/guajara mirim / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97, -5386,0.5,/Carapicuiba/Brazil,AS,,5665,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Carapicuiba/Brazil,others,LGESP,,0,0,,,,,97, -17285,1.0,/ Cairo / Egypt,AS,,47083,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -16366,0.25,Via Giacomo Leopardi snc / Castelgandolfo / Italy,AS,,44361,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Giacomo Leopardi snc / Castelgandolfo / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -21316,1.0,"/Emiliano Zapata, Ver/Mexico",AS,0.04,2664,Specifier/ Influencer,Enterprise,,,,,engineering,84,Trainings,heating,,,"/Emiliano Zapata, Ver/Mexico",trainee,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,42, -14185,0.25,/ SÃo JosÉ / Brazil,AS,,10354,End Customer,Enterprise,,,,,administrative,3,,,,,/ SÃo JosÉ / Brazil,director,LGESP,,0,0,,,,,97, -12008,0.75,/Lima/Peru,ID,,17959,,Enterprise,,,,,finance,69,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/Lima/Peru,manager,LGEPR,3 months ~ 6 months,0,0,,,,,525, -7235,1.0,/ Batangas/Batangas City / Philippines,AS,,11578,Specifier/ Influencer,Enterprise,0.0,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Batangas/Batangas City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46, -6474,0.25,/ cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ cairo / Egypt,none,LGEEG,,0,0,,,,,56, -6914,0.25,16630 Redmond Way / WA / United States,AS,,19607,,SMB,0.0,,,,,176,Product Information,,,,16630 Redmond Way / WA / United States,none,LGEUS,,0,0,,,,,731, -16840,0.75,"/ Antipolo City, Rizal / Philippines",AS,,25940,,SMB,0.0,,,,engineering,3,,vrf,,,"/ Antipolo City, Rizal / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0, -13690,0.25,/ Goiânia / Brazil,AS,,23859,,Enterprise,,,,,arts and design,36,,,,,/ Goiânia / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -16016,0.25,/ Borca / Serbia,AS,,42025,Specifier/ Influencer,Enterprise,,,,,,26,,heating,,,/ Borca / Serbia,entry level,LGEMK,,0,0,,,,,766, -19225,0.0,/ / Australia,ID,,19804,,Enterprise,10.0,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,553, -12914,0.5,/ / Brazil,AS,,19823,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,97, -20650,1.0,/ Lima / Peru,ID,0.0695652173913043,7792,End Customer,SMB,,,,,information technology,121,Quotation or Purchase Consultation,standard signage,UH5F-H Series,49UH5F-H,/ Lima / Peru,associate/analyst,LGEPR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,190, -5592,0.5,/ Ribeirão Preto / Brazil,AS,,419,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Ribeirão Preto / Brazil,others,LGESP,,0,0,,,,,97, -19738,1.0,/ Fortaleza / Brazil,ID,0.0732484076433121,35932,End Customer,Enterprise,,,,,media and communication,42,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV75D,/ Fortaleza / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279, -10061,0.25,603 Heritage Drive Mount Juliet,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,603 Heritage Drive Mount Juliet,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -14522,0.25,/ SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,37,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,none,LGESP,,0,0,,,,,97, -18812,0.0,/ / Peru,ID,0.0327868852459016,28056,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -6257,0.25,/ São Paulo / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -3587,0.75,/ Solo / Indonesia,AS,,33819,Channel Partner,Enterprise,,,,,program and project management,2,,vrf,,,/ Solo / Indonesia,manager,LGEIN,3 months ~ 6 months,0,0,,,,,122, -16204,0.25,10 ZONARA ST / / Greece,AS,,41527,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,10 ZONARA ST / / Greece,ceo/founder,LGEHS,,0,0,,,,,732, -12475,1.0,/กรุงเทพมหานคร/Thailand,AS,,47396,,Enterprise,,,,,engineering,16,Others,,,,/กรุงเทพมหานคร/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726, -10065,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -11504,1.0,/ / United States,ID,,24357,Channel Partner,SMB,,,,,media and communication,336,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,330, -20374,1.0,/ Zapopan / Mexico,ID,0.1241217798594847,2983,Channel Partner,SMB,,1.0,,1.0,purchasing,553,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR770H (NA),/ Zapopan / Mexico,associate/analyst,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,585, -15381,0.25,/ Bursa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,108,Quotation or Purchase Consultation,heating,,,/ Bursa / Türkiye,none,LGETK,,0,0,,,,,103, -16026,0.0,/ Pančevo / Serbia,AS,,12841,Specifier/ Influencer,Enterprise,,,,,others,32,,,,,/ Pančevo / Serbia,none,LGEMK,,0,0,,,,,766, -19034,1.0,/Cebu City/Philippines,ID,,44062,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,more than a year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,268, -9711,0.25,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,IT,,25479,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -15198,0.5,/ Medellin / Colombia,AS,,21321,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,chiller,,,/ Medellin / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39, -20363,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -8881,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227, -14220,0.5,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,sales,69,Quotation or Purchase Consultation,chiller,,,/ Sao Paulo / Brazil,director,LGESP,,0,0,,,,,97, -18355,0.0,/ / Peru,ID,0.0327868852459016,20570,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -12678,0.75,/ Lima / Peru,AS,,21651,Specifier/ Influencer,Enterprise,,,,,engineering,73,,vrf,,,/ Lima / Peru,associate/analyst,LGEPR,3 months ~ 6 months,0,0,,,,,125, -3455,1.0,/ thaltej / India,ID,,31894,,Enterprise,,,,,legal,3,Others,interactive signage,,,/ thaltej / India,entry level,LGEIL,3 months ~ 6 months,0,0,,,,,174, -13068,0.75,/ Panama / Panama,AS,,27830,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Panama / Panama,director,LGEPS,less than 3 months,0,0,,,,,654, -18984,1.0,"/ Porto Velho, Rondônia / Brazil",AS,0.0681818181818181,21936,End Customer,Enterprise,,,,,purchasing,92,Quotation or Purchase Consultation,vrf,,,"/ Porto Velho, Rondônia / Brazil",c-level executive,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97, -8165,1.0,/Bhubaneswar/India,ID,0.0311958405545927,4155,End Customer,Enterprise,,,,,education,48,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Bhubaneswar/India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -1475,1.0,/ / Egypt,ID,,3931,End Customer,SMB,,,,,information technology,39,Technical Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234, -14083,0.25,/ Rio de Janeiro/ RJ / Brazil,AS,,16084,Specifier/ Influencer,Enterprise,,,,,education,62,,,,,/ Rio de Janeiro/ RJ / Brazil,entry level,LGESP,,0,0,,,,,97, -20894,0.0,/ / Peru,ID,0.0476190476190476,18269,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -19265,1.0,/Torreon/Mexico,ID,0.0538922155688622,18581,End Customer,Enterprise,,,,,real estate,50,Quotation or Purchase Consultation,hotel tv,,,/Torreon/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,189, -12965,0.75,/ Santa marta / Colombia,AS,,13313,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Santa marta / Colombia,others,LGECB,9 months ~ 1 year,0,0,,,,,39, -6825,0.25,1070 south ames street / CO / United States,AS,,42978,,SMB,,,,,,446,Product Information,,,,1070 south ames street / CO / United States,none,LGEUS,,0,0,,,,,730, -19597,1.0,/Campinas/Brazil,ID,0.0732484076433121,38217,End Customer,SMB,,,,,operations,137,Quotation or Purchase Consultation,led signage,,,/Campinas/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480, -9963,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -7143,1.0,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,//Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29, -1650,1.0,/ Amman / India,ID,,22708,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Amman / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -9746,0.25,1151 Kildaire Farm Road Cloud IT / Cary / United States,IT,,3545,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1151 Kildaire Farm Road Cloud IT / Cary / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -7186,0.75,/ Quezon city / Philippines,AS,,11579,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Quezon city / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -8736,1.0,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,engineering,226,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10, -20099,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,14,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39, -1998,1.0,/Chandgarh/India,ID,,16859,,SMB,,,,,human resources,10,Quotation or Purchase Consultation,interactive digital board,,,/Chandgarh/India,director,LGEIL,less than 3 months,0,0,,,,,174, -2055,1.0,/ Mumbai / India,ID,,28881,,Enterprise,,,,,information technology,64,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,145, -8227,0.75,//Kenya,ID,0.032258064516129,39955,End Customer,SMB,,,,,education,252,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,//Kenya,manager,LGEEF,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,218, -180,0.75,/ / South Africa,ID,0.075,20308,End Customer,SMB,,1.0,,1.0,human resources,99,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,none,LGESA,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151, -7166,1.0,/ Makati / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,29,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135, -20137,0.75,/ Itu / Brazil,AS,0.004,9360,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Usage or Technical Consultation,multi-split,,,/ Itu / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,97, -20411,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20451,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108, -10592,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,4310,End Customer,Enterprise,1.0,1.0,,1.0,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,partner,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344, -3486,1.0,/ Bangalore / India,ID,,41504,,Enterprise,,,,,community and social services,1,Quotation or Purchase Consultation,interactive signage,,,/ Bangalore / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174, -20493,1.0,/ Itajai / Brazil,ID,0.1241217798594847,9353,End Customer,SMB,,1.0,,1.0,purchasing,77,Quotation or Purchase Consultation,hotel tv,UT660H Series,55UT660H (SCA),/ Itajai / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487, -6844,0.25,18502 detroit / OH / United States,AS,,24846,,SMB,,,,,,17,Product Information,,,,18502 detroit / OH / United States,none,LGEUS,,0,0,,,,,731, -18298,0.0,/ / Peru,ID,0.0327868852459016,7810,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -17254,0.75,/ Cairo / Egypt,AS,,5536,Specifier/ Influencer,Enterprise,,,,,,12,,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -15679,0.5,/ Monterrey / Mexico,AS,,39901,Channel Partner,SMB,,,,,sales,3,,chiller,,,/ Monterrey / Mexico,intern,LGEMS,less than 3 months,0,0,,,,,42, -12083,0.25,/ / United States,ID,,15537,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ / United States,none,LGEUS,,0,0,,,,,194, -5656,0.5,/ Rio Verde / Brazil,AS,,41417,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio Verde / Brazil,others,LGESP,,0,0,,,,,97, -9884,0.25,Cloud IT / New York / United States,IT,,7406,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -14821,0.25,/ CUIABÁ / Brazil,AS,,10180,End Customer,SMB,,,,,engineering,3,,,,,/ CUIABÁ / Brazil,others,LGESP,,0,0,,,,,97, -1417,1.0,/ Mumbai / India,ID,,26018,,SMB,,,,,education,29,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,145, -12132,1.0,/ motihari / India,ID,,42120,,Enterprise,,,,,education,12,Technical Consultation,interactive signage,,,/ motihari / India,director,LGEIL,less than 3 months,0,0,,,,,174, -17004,1.0,/Goiânia/Brazil,AS,,10128,End Customer,Enterprise,,,,,others,68,Quotation or Purchase Consultation,multi-split,,,/Goiânia/Brazil,director,LGESP,more than a year,0,0,,,,,97, -3247,0.5,/ /,ID,,21253,,SMB,,,,,,133,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,436, -19267,1.0,/ / Mexico,ID,0.0538922155688622,37710,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,189, -19440,1.0,/Barranquilla /Colombia,AS,0.0037878787878787,45949,Specifier/ Influencer,Enterprise,,,,,business development,241,Quotation or Purchase Consultation,multi-split,,,/Barranquilla /Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,699, -4263,0.25,/ Narsapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Narsapur / India,none,LGEIL,,0,0,,,,,49, -16434,0.25,"Viale Isonzo, 2 / Marsala / Italy",AS,,21704,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Viale Isonzo, 2 / Marsala / Italy",manager,LGEIS,,0,0,,,,,341, -20710,1.0,/ Ribeirão Preto / Brazil,ID,0.25,22330,End Customer,SMB,,,,,operations,343,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316, -7165,1.0,/ Rizal / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,27,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46, -9470,0.5,/Duqm/Oman,ID,,31259,End Customer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/Duqm/Oman,none,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,308, -10131,0.0,//United States,ID,0.4,46489,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,374, -9939,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16013,0.5,Autoput za Novi Sad 71 / Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,3,Usage or Technical Consultation,,,,Autoput za Novi Sad 71 / Beograd / Serbia,manager,LGEMK,,0,0,,,,,766, -8141,1.0,/ Vancouver / United States,IT,,24356,End Customer,SMB,0.0,,,,media and communication,106,Quotation or Purchase Consultation,monitor,,,/ Vancouver / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,311, -17934,0.0,/ / India,ID,0.0311958405545927,47466,,Enterprise,4.0,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174, -8975,1.0,Lake Wales/ FL / United States,ID,0.1186440677966101,45753,End Customer,SMB,,,,,sales,109,Quotation or Purchase Consultation,led signage,LG MAGNIT,,Lake Wales/ FL / United States,manager,LGEUS,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,348, -15100,0.5,/ SANTIAGO / Chile,AS,,14532,End Customer,SMB,,,,,engineering,3,,chiller,,,/ SANTIAGO / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -8125,1.0,/ PORTO VELHO/ RONDONIA / Brazil,AS,0.0118577075098814,29628,End Customer,Enterprise,,,,,program and project management,49,Quotation or Purchase Consultation,multi-split,,,/ PORTO VELHO/ RONDONIA / Brazil,ceo/founder,LGESP,6 months ~ 9 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),97, -654,0.0,//United States,ID,0.0446428571428571,7652,End Customer,SMB,,1.0,,1.0,,119,,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -10693,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -3694,0.75,/ Jakarta Timur / Indonesia,AS,,11091,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,single-split,,,/ Jakarta Timur / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122, -11068,0.75,/ / Peru,ID,0.0749486652977412,6354,End Customer,Enterprise,1.0,1.0,,1.0,,31,Request for Partnership,,,,/ / Peru,none,LGEPR,more than a year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,190, -17628,0.0,/ / Brazil,ID,0.0806916426512968,869,Channel Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278, -2717,1.0,/ / Oman,ID,,2128,Service Partner,SMB,,,,,business development,246,Customer Suggestions,led signage,LG MAGNIT,LAAA015,/ / Oman,others,LGEGF,less than 3 months,0,0,,,,,308, -14209,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,Enterprise,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97, -14506,0.25,/ Pernambuco/Recife / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ Pernambuco/Recife / Brazil,none,LGESP,,0,0,,,,,97, -14294,0.25,/ SC/ Itajaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,239,Quotation or Purchase Consultation,vrf,,,/ SC/ Itajaí / Brazil,none,LGESP,,0,0,,,,,97, -8459,1.0,/Mosul/Iraq,AS,,24151,End Customer,Enterprise,155.0,,,,engineering,637,Usage or Technical Consultation,etc.,,,/Mosul/Iraq,manager,LGELF,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,708, -10704,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480, -18869,0.25,/ / Hong Kong,ID,0.2142857142857142,45473,,SMB,,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337, -8826,1.0,/Sharjah /U.A.E,AS,0.0416666666666666,27277,,Enterprise,,,,,engineering,91,Quotation or Purchase Consultation,etc.,,,/Sharjah /U.A.E,entry level,LGEGF,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,25, -14587,0.25,/ SÃO PAULO/ PINHEIROS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,108,Quotation or Purchase Consultation,multi-split,,,/ SÃO PAULO/ PINHEIROS / Brazil,none,LGESP,,0,0,,,,,97, -20022,1.0,/São Paulo/Getulina /Brazil,AS,0.004,44721,,Enterprise,,,,,others,33,Quotation or Purchase Consultation,etc.,,,/São Paulo/Getulina /Brazil,others,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -512,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -14352,0.25,/ SETE LAGOAS - MG / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,38,Quotation or Purchase Consultation,,,,/ SETE LAGOAS - MG / Brazil,none,LGESP,,0,0,,,,,97, -17806,1.0,/ / Brazil,ID,0.0327868852459016,7874,End Customer,SMB,,,,,media and communication,35,Request for Partnership,,,,/ / Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,279, -9398,1.0,/ / Greece,ID,0.0416666666666666,40185,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476, -2244,1.0,/ / U.A.E,ID,,44186,End Customer,SMB,,,,,purchasing,61,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -10456,1.0,/Salvador/Brazil,ID,0.0749486652977412,25442,End Customer,SMB,,1.0,,1.0,media and communication,99,Quotation or Purchase Consultation,led signage,,,/Salvador/Brazil,director,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167, -1133,0.25,Corporate / /,ID,0.0446428571428571,5472,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -14986,0.5,/ Santiago / Chile,AS,,37955,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -11032,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866, -20402,0.0,/ / Peru,ID,0.1241217798594847,25309,,Enterprise,53.0,1.0,,1.0,research,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258, -7690,0.75,/ Nova Scotia / Halifax / Canada,IT,,30592,End Customer,Enterprise,,,,,,168,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ Nova Scotia / Halifax / Canada,none,LGECI,less than 3 months,0,0,,,,,410, -6782,0.25,"MOMBASA,KENYA / MO / United States",AS,,40175,,Enterprise,,,,,,318,Product Information,,,,"MOMBASA,KENYA / MO / United States",none,LGEUS,,0,0,,,,,731, -9823,0.25,Cloud IT / New York / United States,IT,,28615,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -17112,0.75,/ Santiago / Chile,AS,,47466,End Customer,Enterprise,16.0,,,,,124,Quotation or Purchase Consultation,single-split,,,/ Santiago / Chile,none,LGECL,less than 3 months,0,0,,,,,124, -16205,0.25,/ ΡΟΥΣΒΕΛΤ 18 / Greece,AS,,31805,End Customer,SMB,,,,,administrative,3,,vrf,,,/ ΡΟΥΣΒΕΛΤ 18 / Greece,ceo/founder,LGEHS,,0,0,,,,,732, -10799,1.0,/ Bogota / Colombia,ID,0.0749486652977412,39328,Service Partner,Enterprise,,1.0,,1.0,sales,142,Quotation or Purchase Consultation,led signage,,,/ Bogota / Colombia,entry level,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,344, -8120,1.0,/ Cavite / Philippines,AS,0.0181818181818181,23476,Specifier/ Influencer,Enterprise,,,,,engineering,40,Quotation or Purchase Consultation,ventilation,,,/ Cavite / Philippines,ceo/founder,LGEPH,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),0, -18757,0.0,/ / Peru,ID,0.0327868852459016,11182,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -8953,1.0,/ Santiago / Chile,ID,0.0732484076433121,946,Channel Partner,Enterprise,,,,,purchasing,39,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (Colombia),/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,580, -15430,0.25,/ Ho Chi Minh / Vietnam,AS,,11228,Specifier/ Influencer,Enterprise,,,,,business development,3,,,,,/ Ho Chi Minh / Vietnam,ceo/founder,LGEVH,,0,0,,,,,745, -18981,1.0,/ MS / Brazil,AS,0.0681818181818181,18882,Specifier/ Influencer,Enterprise,,,,,engineering,87,Quotation or Purchase Consultation,vrf,,,/ MS / Brazil,director,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,680, -17675,1.0,/CABA/Argentina,AS,0.0118577075098814,6355,End Customer,SMB,,,,,program and project management,148,Quotation or Purchase Consultation,vrf,,,/CABA/Argentina,manager,LGEAR,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,"Telecom Base Station / Data, Call",742, -5647,0.5,/ São Paulo / Brazil,AS,,37704,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -2281,0.75,//U.A.E,ID,,19245,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,standard signage,,,//U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560, -9734,0.25,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,IT,,41070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -8422,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837, -12096,0.75,//Saudi Arabia,ID,,39005,Service Partner,Enterprise,,,,,support,491,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,//Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,209, -10494,1.0,/Lapu Lapu City/Philippines,ID,0.0843373493975903,12995,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/Lapu Lapu City/Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,268, -8190,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560, -18783,0.0,/ / Peru,ID,0.0327868852459016,21900,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -19168,1.0,/ Ciudad de México / Mexico,ID,0.0538922155688622,5186,End Customer,SMB,,,,,arts and design,145,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Ciudad de México / Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,188, -19768,1.0,//Panama,ID,0.0732484076433121,6297,End Customer,SMB,,,,,education,63,Quotation or Purchase Consultation,,,,//Panama,director,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,238, -11465,1.0,/ / South Africa,ID,,5685,End Customer,Enterprise,,,,,information technology,40,Technical Consultation,interactive signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151, -9108,1.0,/ madinah / Saudi Arabia,AS,0.0196078431372549,37433,End Customer,Enterprise,,,,,sales,343,Quotation or Purchase Consultation,etc.,,,/ madinah / Saudi Arabia,others,LGESJ,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,13, -3966,1.0,/ / Australia,AS,,16580,Specifier/ Influencer,SMB,12.0,,,,program and project management,221,Quotation or Purchase Consultation,single-split,,,/ / Australia,manager,LGEAP,9 months ~ 1 year,0,0,,,,,611, -9929,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -11341,0.75,/ / Mexico,ID,,11876,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189, -11227,1.0,/Gandhidham/India,ID,,43123,,SMB,,,,,education,3,Other,interactive digital board,,,/Gandhidham/India,other,LGEIL,more than a year,0,0,,,,,174, -9702,0.25,Cloud IT / Danbury / United States,IT,,43850,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Danbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -21053,1.0,/ / Brazil,ID,0.0476190476190476,20986,End Customer,Enterprise,,,,,others,55,Quotation or Purchase Consultation,led signage,,,/ / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480, -8344,0.25,Education / / United States,ID,0.3902439024390244,35548,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,868, -16385,0.25,Via desio 31 / Bovisio Masciago / Italy,AS,,9116,Service Partner,Enterprise,18.0,,,,support,3,,vrf,,,Via desio 31 / Bovisio Masciago / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -19730,0.75,/ / Brazil,ID,0.0732484076433121,19754,End Customer,Enterprise,,,,,sales,5,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,317, -18911,1.0,//Argentina,ID,0.0327868852459016,17257,,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,//Argentina,associate/analyst,LGEAR,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,345, -16929,1.0,/ Rajkot / India,AS,,19638,End Customer,Enterprise,,,,,consulting,13,Quotation or Purchase Consultation,multi-split,,,/ Rajkot / India,manager,LGEIL,less than 3 months,0,0,,,,,77, -4047,0.5,/Ormoc/Philippines,AS,,31881,End Customer,Enterprise,,,,,engineering,34,Quotation or Purchase Consultation,chiller,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8, -8223,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302, -4678,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,171,Quotation or Purchase Consultation,multi-split,,,/ Indore / India,none,LGEIL,,0,0,,,,,137, -9981,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -8766,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148, -18867,0.25,/ / Hong Kong,ID,0.2142857142857142,38268,,SMB,,,,,education,3,,,,,/ / Hong Kong,director,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,,337, -16707,0.25,/ / Italy,AS,,32787,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341, -20223,1.0,/ Teresina/PI / Brazil,AS,0.004,27812,End Customer,Enterprise,,,,,business development,59,Quotation or Purchase Consultation,single-split,,,/ Teresina/PI / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Cosmetics,97, -10016,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10002,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -13119,1.0,/ Minas Gerais / Brazil,AS,,10132,End Customer,Enterprise,,,,,purchasing,39,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Brazil,others,LGESP,less than 3 months,0,0,,,,,97, -19103,0.25,/ hickory / United States,ID,,25466,,SMB,,,,,,38,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ hickory / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,833, -8683,1.0,/ bangalore / India,AS,0.0677966101694915,9498,End Customer,SMB,,,,,engineering,60,Usage or Technical Consultation,multi-split,,,/ bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,36, -16441,0.25,via Carlo Buttarelli 6 / Roma / Italy,AS,,14126,Channel Partner,SMB,,,,,business development,3,,vrf,,,via Carlo Buttarelli 6 / Roma / Italy,manager,LGEIS,,0,0,,,,,341, -1465,1.0,/ / Egypt,ID,,3724,End Customer,SMB,1.0,,,,media and communication,43,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234, -15977,0.5,/ Panamá / Panama,AS,,35184,Specifier/ Influencer,Enterprise,,,,,others,7,,vrf,,,/ Panamá / Panama,others,LGEPS,less than 3 months,0,0,,,,,654, -8376,0.25,/ boston / United States,ID,0.3902439024390244,3415,,SMB,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ boston / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194, -17809,0.75,/ / Chile,ID,0.0327868852459016,27196,,Enterprise,,,,,marketing,11,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580, -1640,1.0,/Bangalore/India,ID,,31809,,SMB,,,,,accounting,5,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146, -8602,0.25,//United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438, -12705,0.75,/ Panama / Panama,AS,,21610,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,ceo/founder,LGEPS,3 months ~ 6 months,0,0,,,,,654, -17083,0.75,/ Santa Cruz de la Sierra / Bolivia,AS,,14001,End Customer,Enterprise,,,,,engineering,45,,vrf,,,/ Santa Cruz de la Sierra / Bolivia,ceo/founder,LGECL,less than 3 months,0,0,,,,,728, -8914,1.0,/ / Canada,ID,0.1186440677966101,47466,Specifier/ Influencer,Enterprise,16.0,,,,consulting,515,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Canada,ceo/founder,LGECI,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,496, -7231,1.0,/ Taguig City / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ Taguig City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120, -7083,1.0,"/ Pasay City , Metro Manila / Philippines",AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,"/ Pasay City , Metro Manila / Philippines",manager,LGEPH,9 months ~ 1 year,0,0,,,,,46, -13776,0.25,/ Porto Alegre / Brazil,AS,,39712,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ Porto Alegre / Brazil,manager,LGESP,,0,0,,,,,97, -5023,0.25,/ Barreiras / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Barreiras / Brazil,none,LGESP,,0,0,,,,,97, -9397,1.0,/ El Paso / Saudi Arabia,ID,0.1136363636363636,37391,Service Partner,Enterprise,0.0,,,,engineering,60,Quotation or Purchase Consultation,led signage,,,/ El Paso / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,295, -12326,1.0,/ Las pinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Las pinas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -16163,0.25,/ SINGAPORE / Singapore,AS,,31892,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73, -16111,0.25,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,3,,,,,/ Singapore / Singapore,ceo/founder,LGESL,,0,0,,,,,73, -19988,1.0,/Queretaro/Mexico,AS,0.004,4900,,SMB,,,,,engineering,33,Quotation or Purchase Consultation,multi-split,,,/Queretaro/Mexico,manager,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,42, -17395,1.0,/ ميسان / Iraq,AS,,23682,End Customer,Enterprise,,,,,engineering,752,Quotation or Purchase Consultation,vrf,,,/ ميسان / Iraq,vice president,LGELF,3 months ~ 6 months,0,0,,,,,1058, -7674,1.0,/ / India,IT,,40721,Service Partner,SMB,,,,,engineering,207,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / India,manager,LGEIL,less than 3 months,0,0,,,,,404, -9919,0.25,Cloud IT / Southington / United States,IT,,45732,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Southington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -4461,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,115, -14664,0.25,/ Sp/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,225,Quotation or Purchase Consultation,multi-split,,,/ Sp/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97, -13605,0.5,/ Recife-Pernambuco / Brazil,AS,,32682,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Recife-Pernambuco / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -7752,0.5,//,IT,,44232,End Customer,SMB,,,,,,55,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,556, -9085,1.0,/ Manila / Philippines,AS,0.0227272727272727,5457,End Customer,Enterprise,,,,,business development,76,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),0, -907,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -4657,0.25,/ Kovvur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Kovvur / India,none,LGEIL,,0,0,,,,,49, -9610,1.0,/ CHIQUINQUIRÁ / Colombia,ID,0.0476190476190476,42016,End Customer,SMB,,,,,information technology,49,Quotation or Purchase Consultation,led signage,,,/ CHIQUINQUIRÁ / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,344, -13195,0.25,/ Laguna / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,28,,vrf,,,/ Laguna / Philippines,manager,LGEPH,,0,0,,,,,135, -3098,0.5,/Kolkata/India,ID,,41831,End Customer,Enterprise,,,,,purchasing,10,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Kolkata/India,none,LGEIL,less than 3 months,0,0,,,,,223, -10825,1.0,"/ San Francisco, Córdoba, Argentina / Argentina",ID,0.0749486652977412,45747,End Customer,Enterprise,7.0,1.0,,1.0,marketing,687,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,"/ San Francisco, Córdoba, Argentina / Argentina",associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,325, -160,1.0,/ Gurugram / India,ID,0.0575342465753424,6319,End Customer,Enterprise,,1.0,,1.0,engineering,46,Quotation or Purchase Consultation,oled signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174, -20657,1.0,/Manaus/Brazil,ID,0.0695652173913043,16219,End Customer,Enterprise,,,,,information technology,38,Quotation or Purchase Consultation,led signage,Essential Series,GSCC160,/Manaus/Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,167, -11487,0.75,/ / Mexico,ID,,38595,,Enterprise,,,,,business development,3,Request for Partnership,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189, -8711,0.25,/ Kollam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,116,Quotation or Purchase Consultation,vrf,,,/ Kollam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,34, -10050,0.25,2211 N. 1st street General / / United States,IT,,31998,End Customer,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,cloud device,,,2211 N. 1st street General / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,438, -18483,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258, -7883,0.25,1426 E 750 N Ste 400 Cloud IT / Orem / United States,IT,,8219,,SMB,,,,,,42,Quotation or Purchase Consultation,,,,1426 E 750 N Ste 400 Cloud IT / Orem / United States,none,LGEUS,,0,0,,,,,439, -13309,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2, -17251,1.0,/ / Egypt,AS,,47249,End Customer,SMB,,,,,others,5,Quotation or Purchase Consultation,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -11234,1.0,/ Udhampur / India,ID,,13683,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Udhampur / India,director,LGEIL,less than 3 months,0,0,,,,,165, -11053,1.0,/ / Mexico,ID,0.0749486652977412,18477,,SMB,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,189, -12165,1.0,//Mexico,ID,,10129,Channel Partner,SMB,25.0,,,,sales,3,Request for Partnership,,,,//Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,,,,,189, -1154,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -6994,0.25,"Autopista Medella. Bogotá, Colombia / ID / United States",AS,,2053,,Enterprise,,,,,,548,Others,,,,"Autopista Medella. Bogotá, Colombia / ID / United States",none,LGEUS,,0,0,,,,,731, -2257,1.0,/ / U.A.E,ID,,6434,End Customer,SMB,,,,,information technology,44,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209, -6383,0.25,/ Birmingham / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,108,Quotation or Purchase Consultation,etc.,,,/ Birmingham / United Kingdom,none,LGEUK,,0,0,,,,,755, -3730,0.75,/ Tangerang Selatan / Indonesia,AS,,35529,Channel Partner,Enterprise,0.0,,,,operations,2,,vrf,,,/ Tangerang Selatan / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,122, -240,1.0,/Chennai/India,ID,0.0575342465753424,27936,End Customer,SMB,,1.0,,1.0,administrative,125,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG,/Chennai/India,associate/analyst,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,149, -15834,0.5,/ San pedro sula / Honduras,AS,,38842,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San pedro sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654, -20583,1.0,/ الرياض / Saudi Arabia,AS,0.0202020202020202,47235,Specifier/ Influencer,Enterprise,,,,,business development,38,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118, -14872,0.25,/ SP / Brazil,AS,,6771,End Customer,Enterprise,,,,,sales,40,,,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97, -18889,0.75,/ / Brazil,ID,0.0327868852459016,16817,,SMB,,,,,information technology,23,Technical Consultation,,,,/ / Brazil,none,LGESP,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,,342, -20463,0.0,Hospitality / / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -14867,0.25,/ Rio de Janeiro / Brazil,AS,,36511,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97, -2868,1.0,/ / United States,ID,,47466,End Customer,Enterprise,16.0,,,,sales,367,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,348, -17284,1.0,/ Giza / Egypt,AS,,43662,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Giza / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -5433,0.5,/São Paulo/Brazil,AS,,36222,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97, -10877,0.0,/ / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278, -19474,1.0,/ Vitória / Brazil,ID,0.0544217687074829,21946,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Vitória / Brazil,associate/analyst,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,342, -10007,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -15637,0.5,/ Ciudad de Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ciudad de Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42, -11564,0.5,/ Noida / India,ID,,44323,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,interactive signage,,,/ Noida / India,ceo/founder,LGEIL,,0,0,,,,,174, -17137,0.75,/Santiago/Chile,AS,,2948,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,less than 3 months,0,0,,,,,100, -2992,0.75,/ / Hong Kong,ID,,31459,End Customer,Enterprise,,,,,product management,130,Technical Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,195, -187,1.0,/ Surrey / United Kingdom,ID,0.0199004975124378,2761,Channel Partner,Enterprise,,1.0,,1.0,others,217,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Surrey / United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185, -16301,0.25,VIA MAR DELLA CINA 254 / Roma / Italy,AS,,26943,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,VIA MAR DELLA CINA 254 / Roma / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -20404,0.0,/ / Peru,ID,0.1241217798594847,34384,,Enterprise,,1.0,,1.0,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258, -12542,1.0,/ / Australia,AS,,25063,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139, -10711,1.0,/ Nova cruz / Brazil,ID,0.0749486652977412,32652,Service Partner,Enterprise,,1.0,,1.0,administrative,75,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Nova cruz / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,279, -6344,0.25,/ Sindh/ Karachi / Pakistan,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Sindh/ Karachi / Pakistan,none,LGEGF,,0,0,,,,,78, -5605,0.5,/ São Paulo / Brazil,AS,,136,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -16552,0.0,/ / Italy,AS,,15482,Channel Partner,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341, -9575,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353, -324,0.75,//India,ID,0.0575342465753424,23172,End Customer,Enterprise,,1.0,,1.0,business development,23,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,//India,director,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,166, -15042,0.5,/ San Nicolas / Chile,AS,,43610,End Customer,Enterprise,,,,,education,3,,vrf,,,/ San Nicolas / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728, -10041,0.25,36 Margin St Cloud IT / Peabody / United States,IT,,32697,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,36 Margin St Cloud IT / Peabody / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -21334,1.0,/ Brasília / Brazil,AS,0.04,3282,Specifier/ Influencer,SMB,,,,,operations,29,Quotation or Purchase Consultation,vrf,,,/ Brasília / Brazil,associate/analyst,LGESP,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Exhibition / Convention Center,680, -7843,0.25,212 E Neal St. Education / Three Forks / United States,IT,,42622,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,212 E Neal St. Education / Three Forks / United States,none,LGEUS,,0,0,,,,,374, -15167,0.25,/ Małopolskie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Małopolskie / Poland,none,LGEPL,,0,0,,,,,642, -7312,0.75,/ Badung / Indonesia,AS,,43202,End Customer,Enterprise,,,,,engineering,9,,vrf,,,/ Badung / Indonesia,entry level,LGEIN,more than a year,0,0,,,,,670, -8016,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553, -723,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17300,1.0,/ Región Metropolitana de Santiago / Mexico,AS,,361,Specifier/ Influencer,SMB,,,,,human resources,77,Trainings,vrf,,,/ Región Metropolitana de Santiago / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42, -1137,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -20214,1.0,/CAMPO GRANDE MS/Brazil,AS,0.004,2638,,Enterprise,,,,,business development,58,Quotation or Purchase Consultation,etc.,,,/CAMPO GRANDE MS/Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -19468,1.0,/Cebu/Philippines,ID,,12350,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,268, -13874,0.25,/ Salvador / Brazil,AS,,41934,Specifier/ Influencer,Enterprise,,,,,engineering,10,,vrf,,,/ Salvador / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -9976,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -17492,1.0,/ Costa Rica / Panama,IT,,37512,Channel Partner,SMB,,,,,business development,115,Quotation or Purchase Consultation,monitor,,,/ Costa Rica / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,875, -15630,0.5,/ tepic / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ tepic / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42, -17920,0.0,/ / India,ID,0.0311958405545927,13696,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174, -10058,0.25,5730 Ne 52Nd Place Cloud IT / High Springs / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,5730 Ne 52Nd Place Cloud IT / High Springs / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -4239,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34, -9910,0.25,Cloud IT / Jersey City / United States,IT,,5690,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -1802,1.0,/Bangalore/India,ID,,43880,,Enterprise,,,,,education,29,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,manager,LGEIL,less than 3 months,0,0,,,,,146, -1853,1.0,/ Jammu / India,ID,,18122,,Enterprise,,,,,education,8,Others,interactive signage,,,/ Jammu / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174, -8594,0.25,801 7Th Ave Cloud IT / Fort Worth / United States,IT,0.6428571428571429,10382,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,801 7Th Ave Cloud IT / Fort Worth / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831, -2891,0.75,/ / United States,ID,,44671,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360, -15952,0.5,/ Tegucigalpa / Honduras,AS,,13944,End Customer,SMB,2.0,,,,engineering,3,,chiller,,,/ Tegucigalpa / Honduras,intern,LGEPS,less than 3 months,0,0,,,,,654, -19049,1.0,/ / Vietnam,ID,,30605,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,581, -19763,1.0,/Buenos Aires SAN JUSTO/Argentina,ID,0.0732484076433121,10463,End Customer,Enterprise,,,,,other,74,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,49XS4J-B,/Buenos Aires SAN JUSTO/Argentina,manager,LGEAR,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Bookstore,325, -21299,1.0,/São José do Rio Preto/Brazil,ID,0.0422535211267605,45775,Service Partner,Enterprise,,,,,other,80,Quotation or Purchase Consultation,led signage,,,/São José do Rio Preto/Brazil,other,LGESP,9 months ~ 1 year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480, -7220,0.75,/ Laguna / Philippines,AS,,23341,End Customer,Enterprise,,,,,operations,2,,,,,/ Laguna / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,616, -6387,0.25,/ United kingdom / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,51,Quotation or Purchase Consultation,etc.,,,/ United kingdom / United Kingdom,none,LGEUK,,0,0,,,,,755, -9956,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -6255,0.25,/ SÃO PAULO / Brazil,AS,,3008,,SMB,,,,,others,3,,multi-split,,,/ SÃO PAULO / Brazil,others,LGESP,,0,0,,,,,97, -10202,1.0,/ Bahia/Salvador / Brazil,AS,0.0039370078740157,42715,End Customer,SMB,,,,,administrative,248,Quotation or Purchase Consultation,vrf,,,/ Bahia/Salvador / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97, -3515,1.0,/ lko / India,ID,,23821,,Enterprise,,,,,administrative,12,Others,interactive signage,,,/ lko / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174, -19490,0.25,/ / U.A.E,ID,0.0869565217391304,5013,,Enterprise,,,,,consulting,3,,,,,/ / U.A.E,ceo/founder,LGEGF,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,227, -705,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -392,0.25,Corporate / /,ID,0.0446428571428571,8526,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -20364,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572, -5145,0.5,/ / Brazil,AS,,8847,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97, -5655,0.5,/ Jundiaí / Brazil,AS,,7877,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97, -3456,1.0,/Malpur/India,ID,,44902,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive digital board,,,/Malpur/India,other,LGEIL,9 months ~ 1 year,0,0,,,,,174, -13196,0.25,/ Makati City / Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,,,,/ Makati City / Philippines,manager,LGEPH,,0,0,,,,,29, -8644,0.75,/ Missouri city / United States,ID,0.1666666666666666,23434,End Customer,Enterprise,,,,,consulting,39,Technical Consultation,led signage,Transparent LED Film,LAT240,/ Missouri city / United States,manager,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,369, -2872,1.0,/ / United States,ID,,43568,End Customer,Enterprise,,,,,information technology,112,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,98UH5J-H,/ / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,310, -4777,0.25,/Bangalore/India,AS,,19117,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bangalore/India,none,LGEIL,,0,0,,,,,608, -6439,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,312,Quotation or Purchase Consultation,etc.,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755, -3577,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595, -4784,0.25,//India,AS,,38986,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608, -15139,0.5,/ Santiago / Chile,AS,,23377,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728, -7504,0.75,/ المعادى / Egypt,AS,,1265,End Customer,Enterprise,,,,,others,1,,,,,/ المعادى / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51, -19028,1.0,/ Curitiba / Brazil,ID,0.2692307692307692,20650,End Customer,SMB,,,,,purchasing,205,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,entry level,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,167, -7218,0.75,"/ San Pedro City, Laguna / Philippines",AS,,33325,Specifier/ Influencer,Enterprise,,,,,engineering,21,,chiller,,,"/ San Pedro City, Laguna / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,135, -2276,0.75,/ Makkah / Jeddah / U.A.E,ID,,37640,End Customer,SMB,,,,,purchasing,141,Quotation or Purchase Consultation,interactive signage,,,/ Makkah / Jeddah / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308, -18446,0.0,/ / Peru,ID,0.0327868852459016,8659,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258, -12198,1.0,/ Dehradun / India,AS,,42358,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,vrf,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,17, -1218,1.0,/ Edmonton / Canada,IT,0.0434782608695652,26614,End Customer,SMB,,,1.0,1.0,healthcare services,81,Quotation or Purchase Consultation,monitor,,,/ Edmonton / Canada,ceo/founder,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Holdings,410, -481,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -6025,0.5,/ São Paulo / Brazil,AS,,17850,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -14513,0.25,/ Santa Catarina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,743,Quotation or Purchase Consultation,vrf,,,/ Santa Catarina / Brazil,none,LGESP,,0,0,,,,,97, -21302,0.75,Lavalle 780 /Caba/Argentina,ID,0.0422535211267605,8788,End Customer,SMB,,,,,other,102,Quotation or Purchase Consultation,,,,Lavalle 780 /Caba/Argentina,none,LGEAR,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,325, -715,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -17418,1.0,/ / Singapore,AS,,46036,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73, -19773,1.0,/ / Hong Kong,ID,0.1184210526315789,41247,End Customer,Enterprise,,,,,others,42,Quotation or Purchase Consultation,standard signage,UH7F Series,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337, -19394,0.25,/ Barranquilla / Colombia,AS,0.0037878787878787,21321,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Barranquilla / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39, -6142,0.25,/ Aracaju / Brazil,AS,,28086,,SMB,,,,,others,3,,multi-split,,,/ Aracaju / Brazil,others,LGESP,,0,0,,,,,97, -9074,0.75,/ / Hong Kong,ID,0.1184210526315789,13732,End Customer,Enterprise,,,,,engineering,31,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195, -7344,0.75,/ Depok / Indonesia,AS,,34071,Channel Partner,Enterprise,23.0,,,,engineering,3,,chiller,,,/ Depok / Indonesia,others,LGEIN,more than a year,0,0,,,,,122, -19649,1.0,/ BOGOTA / Colombia,ID,0.0732484076433121,31784,End Customer,Enterprise,,,,,operations,64,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,344, -729,0.0,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -13668,0.5,/ Itanhaém -Sp / Brazil,AS,,10827,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Itanhaém -Sp / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -10176,1.0,/ Villahermosa / Mexico,AS,0.0039370078740157,10598,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Villahermosa / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Energy,42, -13552,0.0,/ Bhubaneswar / India,AS,,10760,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,672, -12072,0.25,/ /,ID,,24221,,Enterprise,,,,,,3,,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,205, -12687,0.75,/ Lima / Peru,AS,,42806,End Customer,Enterprise,,,,,operations,3,,etc.,,,/ Lima / Peru,intern,LGEPR,less than 3 months,0,0,,,,,125, -17217,0.75,/ Bạc Liêu / Vietnam,AS,,39583,Specifier/ Influencer,Enterprise,,,,,engineering,18,,vrf,,,/ Bạc Liêu / Vietnam,partner,LGEVH,more than a year,0,0,,,,,745, -4237,0.25,/ Dehradun / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,single-split,,,/ Dehradun / India,none,LGEIL,,0,0,,,,,17, -4045,1.0,/ / Singapore,AS,,5213,Specifier/ Influencer,SMB,,,,,engineering,1,Quotation or Purchase Consultation,vrf,,,/ / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73, -9972,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -16858,1.0,/ Bataan / Philippines,AS,,24687,Specifier/ Influencer,SMB,,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120, -9841,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435, -20758,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572, -7779,0.25,3545 Carver School Road Education / Winston-Salem / United States,IT,,7804,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,3545 Carver School Road Education / Winston-Salem / United States,none,LGEUS,,0,0,,,,,374, -10315,0.5,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,AS,0.0039370078740157,18604,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42, -3173,0.25,//United States,ID,,29693,,SMB,,,,,,136,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,360, -20788,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344, -14081,0.25,/ São Bernardo do Campo SP / Brazil,AS,,44181,End Customer,Enterprise,16.0,,,,education,3,,,,,/ São Bernardo do Campo SP / Brazil,entry level,LGESP,,0,0,,,,,97, -7880,0.25,4242 Farnam Street Cloud IT / Omaha / United States,IT,,29717,,SMB,,,,,,63,Quotation or Purchase Consultation,,,,4242 Farnam Street Cloud IT / Omaha / United States,none,LGEUS,,0,0,,,,,436, -16175,0.25,/ SINGAPORE / Singapore,AS,,45348,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73, -17455,1.0,/ Bremen / Germany,IT,,24780,End Customer,SMB,,,,,,431,Quotation or Purchase Consultation,laptop,,,/ Bremen / Germany,manager,LGEDG,less than 3 months,0,0,,,,,428, -6323,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25, -14397,0.25,/ SP / SAO PAULO / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,99,Quotation or Purchase Consultation,vrf,,,/ SP / SAO PAULO / Brazil,none,LGESP,,0,0,,,,,97, -7389,1.0,/chennai/India,AS,,36468,End Customer,Enterprise,,,,,sales,137,Quotation or Purchase Consultation,multi-split,,,/chennai/India,partner,LGEIL,less than 3 months,0,0,,,,,32, -1275,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375, -19058,1.0,/ Indaiatuba / Brazil,ID,0.2692307692307692,31372,End Customer,SMB,,,,,administrative,47,Quotation or Purchase Consultation,hospital tv,,,/ Indaiatuba / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572, -15367,0.25,/ Gaziantep / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,31,Quotation or Purchase Consultation,heating,,,/ Gaziantep / Türkiye,none,LGETK,,0,0,,,,,103, -1288,0.25,Cloud IT / Ny / United States,IT,0.0434782608695652,29566,End Customer,SMB,0.0,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Ny / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374, -10777,1.0,/ / Hong Kong,ID,0.0843373493975903,15917,End Customer,SMB,,1.0,,1.0,others,10,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195, -18104,0.0,/ / Peru,ID,0.0327868852459016,31191,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258, -3661,1.0,/ Quezon City / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,18,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,616, -20454,0.0,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -10956,0.5,314 Bracken Lane General/Brandon/United States,ID,0.0446428571428571,8039,Channel Partner,SMB,5.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,314 Bracken Lane General/Brandon/United States,none,LGEUS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,310, -4341,0.25,/ Hyderabad / India,AS,,33106,End Customer,Enterprise,,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4, -6932,0.25,1935 Silverton Rd NE / OR / United States,AS,,23084,,SMB,,,,,,82,Product Information,,,,1935 Silverton Rd NE / OR / United States,none,LGEUS,,0,0,,,,,731, -12327,1.0,/ Muntinlupa / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Muntinlupa / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -20492,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572, -1945,1.0,/ Anand / India,ID,,7288,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Anand / India,director,LGEIL,less than 3 months,0,0,,,,,174, -1418,1.0,/Goalpara/India,ID,,1962,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive digital board,,,/Goalpara/India,partner,LGEIL,less than 3 months,0,0,,,,,174, -13227,0.5,Maguwoharjo Yogyakarta /Sleman/Indonesia,AS,,33930,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,Maguwoharjo Yogyakarta /Sleman/Indonesia,director,LGEIN,,0,0,,,,,670, -15647,0.5,/ SALTILLO / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,120,Quotation or Purchase Consultation,multi-split,,,/ SALTILLO / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704, -15682,0.5,/ Monterrey N.L / Mexico,AS,,4391,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Monterrey N.L / Mexico,partner,LGEMS,less than 3 months,0,0,,,,,42, -4979,0.25,/ Fortaleza / Brazil,AS,,30532,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97, -19120,0.75,/ Illmensee / Germany,IT,0.2307692307692307,14369,Service Partner,SMB,0.0,,,,others,109,Others,,All Monitors,,/ Illmensee / Germany,none,LGEDG,more than a year,0,0,6.044033666058328e-05,,hospital & health care,,838, -11160,1.0,/Cebu/Philippines,ID,,17966,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,less than 3 months,0,0,,,,,268, -5990,0.5,/ São Paulo / Brazil,AS,,7553,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -9933,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -9098,0.5,/ Delhi / India,AS,0.0289855072463768,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,vrf,,,/ Delhi / India,none,LGEIL,,1,0,0.0011827288932506,0.0115830115830115,retail,QSR(Quick Service Restaurant),9, -8889,1.0,/ DOHA / U.A.E,ID,0.0491803278688524,6519,End Customer,SMB,,,,,engineering,211,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5E-B,/ DOHA / U.A.E,director,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),908, -8987,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209, -16363,0.25,Via Zabatta 25 / Ottaviano / Italy,AS,,34761,End Customer,SMB,0.0,,,,entrepreneurship,3,,vrf,,,Via Zabatta 25 / Ottaviano / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -13558,0.0,/ Kolkata / India,AS,,21730,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672, -20619,1.0,"/ Jesús María, Jalisco / Mexico",AS,,33428,End Customer,SMB,,,,,program and project management,387,Quotation or Purchase Consultation,chiller,,,"/ Jesús María, Jalisco / Mexico",entry level,LGEMS,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42, -20080,1.0,/ Mato Grosso do Sul - Campo Grande / Brazil,AS,0.004,12299,End Customer,Enterprise,,,,,purchasing,93,Quotation or Purchase Consultation,single-split,,,/ Mato Grosso do Sul - Campo Grande / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97, -3238,0.5,600 FREMONT ST / LAS VEGAS / United States,ID,,13899,End Customer,SMB,0.0,,,,,176,Quotation or Purchase Consultation,,,,600 FREMONT ST / LAS VEGAS / United States,none,LGEUS,less than 3 months,0,0,,,,,588, -17146,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728, -19740,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,42928,End Customer,Enterprise,,,,,finance,125,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279, -12205,1.0,/ São Paulo/Marilia / Brazil,AS,,16179,End Customer,Enterprise,16.0,,,,engineering,100,Quotation or Purchase Consultation,single-split,,,/ São Paulo/Marilia / Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,97, -20340,1.0,/ monte verde / Brazil,ID,0.1241217798594847,32965,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ monte verde / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,572, -9667,1.0,/ East Delhi / Saudi Arabia,AS,,35104,Specifier/ Influencer,Enterprise,,,,,engineering,29,Services,single-split,,,/ East Delhi / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13, -16722,0.25,via a.rosario snc / frattaminore / Italy,AS,,19537,Channel Partner,SMB,,,,,,3,,vrf,,,via a.rosario snc / frattaminore / Italy,others,LGEIS,,0,0,,,,,341, -19831,0.0,/ / Brazil,ID,0.0732484076433121,39493,End Customer,Enterprise,5.0,,,,support,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Bookstore,278, -9102,1.0,/Sheikhpura /India,AS,0.0289855072463768,36369,End Customer,Enterprise,,,,,business development,33,Quotation or Purchase Consultation,vrf,,,/Sheikhpura /India,others,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),600, -17271,1.0,/ Cairo / Egypt,AS,,1577,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51, -2871,1.0,/ / United States,ID,,44229,End Customer,Enterprise,,,,,military and protective services,246,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB009,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,,,,,369, -3906,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,SMB,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47, -3027,1.0,/ Sonepur / India,ID,,13878,,Enterprise,,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ Sonepur / India,director,LGEIL,less than 3 months,0,0,,,,,174, -9514,1.0,/ / Argentina,ID,0.0476190476190476,12868,Channel Partner,SMB,2.0,,,,administrative,8,Quotation or Purchase Consultation,standard signage,Premium Series,,/ / Argentina,others,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325, -3650,1.0,/ Batangas city / Philippines,AS,,8028,End Customer,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,vrf,,,/ Batangas city / Philippines,vice president,LGEPH,less than 3 months,0,0,,,,,616, -9338,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130, -16106,0.25,/ Lyon / France,AS,,47466,End Customer,Enterprise,105.0,,,,,157,Quotation or Purchase Consultation,multi-split,,,/ Lyon / France,none,LGEFS,,0,0,,,,,768, -8450,1.0,/Jaipur /India,AS,0.4615384615384615,28981,End Customer,Enterprise,2.0,,,,others,32,Quotation or Purchase Consultation,multi-split,,,/Jaipur /India,director,LGEIL,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48, -4086,0.25,/ Laguna/bay / Philippines,AS,,30968,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Laguna/bay / Philippines,none,LGEPH,,0,0,,,,,750, -418,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -9530,1.0,/ / France,ID,0.025,28635,End Customer,Enterprise,,,,,others,363,Quotation or Purchase Consultation,hotel tv,,,/ / France,ceo/founder,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,474, -8758,1.0,/ / United States,ID,0.6153846153846154,8098,End Customer,SMB,,,,,administrative,104,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,55TR3BG-BX,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,371, -8412,1.0,/ Cairo / Egypt,AS,0.0555555555555555,3474,Specifier/ Influencer,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,single-split,,,/ Cairo / Egypt,others,LGEEG,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,,51, -1683,1.0,/ Latur / India,ID,,32429,,Enterprise,,,,,education,51,Quotation or Purchase Consultation,,,,/ Latur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174, -1542,1.0,/Chennai/India,ID,,25119,,Enterprise,,,,,education,50,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174, -15468,0.5,/Hồ Chí Minh /Vietnam,AS,,2709,Specifier/ Influencer,SMB,,,,,engineering,58,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh /Vietnam,others,LGEVH,,0,0,,,,,745, -7178,1.0,/ Palawan / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,/ Palawan / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0, -628,0.25,Corporate / /,ID,0.0446428571428571,5661,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374, -1845,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149, -917,0.25,Corporate / /,ID,0.0446428571428571,5477,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -19143,1.0,/Bucaramanga /Colombia,IT,0.3333333333333333,6291,End Customer,Enterprise,,,,,engineering,42,Quotation or Purchase Consultation,monitor,,,/Bucaramanga /Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837, -3233,0.5,/ /,ID,,45806,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586, -4349,0.25,/ Najafgarh new delhi / India,AS,,12163,End Customer,Enterprise,,,,,,81,Quotation or Purchase Consultation,vrf,,,/ Najafgarh new delhi / India,none,LGEIL,,0,0,,,,,608, -6933,0.25,9700 Maumelle Blvd / AR / United States,AS,,23315,,SMB,0.0,,,,,38,Product Information,,,,9700 Maumelle Blvd / AR / United States,none,LGEUS,,0,0,,,,,731, -12061,0.5,/ / United States,ID,,11480,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,more than a year,0,0,,,,,194, -5169,0.5,/Goiânia/Brazil,AS,,40525,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Goiânia/Brazil,others,LGESP,,0,0,,,,,97, -8,1.0,/ cairo / Egypt,AS,0.0408163265306122,17417,Specifier/ Influencer,SMB,,,,,program and project management,20,Product Information,vrf,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,51, -11501,1.0,/ Bünde / Germany,ID,,12356,Channel Partner,SMB,1.0,,,,arts and design,321,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,0,,,,,326, -7980,0.25,General / Palatine / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Palatine / United States,none,LGEUS,,0,0,,,,,375, -1381,1.0,/ Delhi / India,ID,,22584,,Enterprise,,,,,education,93,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,356, -12242,0.75,/ Antofagasta / Chile,AS,,20430,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Antofagasta / Chile,ceo/founder,LGECL,6 months ~ 9 months,0,0,,,,,728, -3153,0.5,/ / Vietnam,ID,,45115,End Customer,SMB,,,,,arts and design,31,Quotation or Purchase Consultation,hotel tv,,,/ / Vietnam,none,LGEVH,less than 3 months,0,0,,,,,582, -284,1.0,/ Atlanta / Australia,ID,0.0446428571428571,26799,Channel Partner,SMB,,1.0,,1.0,entrepreneurship,248,Quotation or Purchase Consultation,special signage,,,/ Atlanta / Australia,ceo/founder,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,348, -10023,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -14259,0.25,/ Rio de Janeiro / Brazil,AS,,8731,End Customer,Enterprise,,,,,engineering,11,,chiller,,,/ Rio de Janeiro / Brazil,director,LGESP,,0,0,,,,,97, -20708,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278, -18065,0.0,/ / Australia,ID,0.2142857142857142,12014,,SMB,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156, -4008,1.0,/ Quezon City / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16, -6118,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97, -16826,0.75,/ / Philippines,AS,,34904,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46, -7650,1.0,/ / Germany,IT,,46228,End Customer,SMB,,,,,business development,160,Usage or Technical Consultation,cloud device,,,/ / Germany,manager,LGEDG,6 months ~ 9 months,0,0,,,,,429, -20903,0.0,/ / Peru,ID,0.0476190476190476,33037,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -2886,0.75,/ /,ID,,6896,End Customer,SMB,,,,,,68,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,574, -19811,0.0,/ / Brazil,ID,0.0732484076433121,869,Channel Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278, -19065,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572, -20456,0.0,1410 Longwood Dr Sw Hospitality / Marietta / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,1410 Longwood Dr Sw Hospitality / Marietta / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449, -15710,0.5,/ San Miguel / Peru,AS,,45663,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San Miguel / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,125, -11393,0.75,2027 1st ave north / Birmingham /,ID,,42340,End Customer,SMB,7.0,,,,,3,Quotation or Purchase Consultation,,,,2027 1st ave north / Birmingham /,none,LGEUS,less than 3 months,0,0,,,,,566, -9697,0.25,Cloud IT / / United States,IT,,18259,,Enterprise,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,374, -19276,1.0,"/ Bali , Badung / Indonesia",AS,0.0109890109890109,33936,,Enterprise,,,,,engineering,218,Quotation or Purchase Consultation,chiller,,,"/ Bali , Badung / Indonesia",manager,LGEIN,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,658, -2270,1.0,/ / U.A.E,ID,,881,End Customer,SMB,,,,,purchasing,289,Quotation or Purchase Consultation,software solution,SuperSign Control & Control+,,/ / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308, -1196,1.0,//United Kingdom,ID,0.0199004975124378,43160,Channel Partner,SMB,,1.0,,1.0,operations,219,Request for Partnership,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185, -3693,0.75,/ Sidoarjo / Indonesia,AS,,11165,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Sidoarjo / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122, -12718,0.75,/ MANAGUA / Nicaragua,AS,,17786,Channel Partner,SMB,,,,,business development,84,,vrf,,,/ MANAGUA / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654, -1491,1.0,/ / Saudi Arabia,ID,,36738,End Customer,SMB,,,,,military and protective services,47,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209, -16408,0.25,/ / Italy,AS,,13781,End Customer,SMB,,,,,marketing,3,,,,,/ / Italy,ceo/founder,LGEIS,,0,0,,,,,341, -7636,1.0,/ / Brazil,IT,,40720,Channel Partner,SMB,,,,,others,14,Quotation or Purchase Consultation,projector,ProBeam,,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,821, -20908,0.0,/ / Peru,ID,0.0476190476190476,19804,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -9456,1.0,//United States,ID,,10168,End Customer,SMB,,,,,information technology,253,Technical Consultation,led signage,,,//United States,associate/analyst,LGEUS,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,206, -5964,0.5,/ São Paulo / Brazil,AS,,31311,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -3595,1.0,/ Siliguri / India,AS,,29357,End Customer,Enterprise,8.0,,,,business development,46,Quotation or Purchase Consultation,etc.,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,2, -4048,0.5,/Ormoc City/Philippines,AS,,23281,Specifier/ Influencer,Enterprise,0.0,,,,engineering,34,Quotation or Purchase Consultation,vrf,,,/Ormoc City/Philippines,manager,LGEPH,,0,0,,,,,8, -7162,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Mandaluyong City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,16, -7625,1.0,/ Ashford / United Kingdom,AS,,17248,End Customer,SMB,,,,,administrative,4,Usage or Technical Consultation,,,,/ Ashford / United Kingdom,partner,LGEIS,3 months ~ 6 months,0,0,,,,,341, -10028,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -7885,0.0,111 Huntington Ave General / Boston / United States,IT,,28004,End Customer,Enterprise,,,,,,157,,,,,111 Huntington Ave General / Boston / United States,none,LGEUS,,0,0,,,,,435, -20947,0.0,/ / Peru,ID,0.0476190476190476,21626,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258, -21130,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680, -9563,0.5,/ PEORIA / United States,ID,0.8333333333333334,4150,End Customer,SMB,,,,,operations,8,Quotation or Purchase Consultation,oled signage,,,/ PEORIA / United States,director,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,334, -15282,0.0,/ Santa Marta / Colombia,AS,,40660,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santa Marta / Colombia,none,LGECB,,0,0,,,,,39, -15200,0.5,/ SANTA AMRTA / Colombia,AS,,33745,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,vrf,,,/ SANTA AMRTA / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39, -6590,0.25,/ League City / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,22,Quotation or Purchase Consultation,etc.,,,/ League City / United States,none,LGEUS,,0,0,,,,,730, -6963,0.25,ss129jf / CA / United States,AS,,41098,,SMB,,,,,,257,Product Information,,,,ss129jf / CA / United States,none,LGEUS,,0,0,,,,,731, -4790,0.25,/Noida/India,AS,,13414,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9, -20293,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263, -11664,0.5,/ / India,ID,,36591,End Customer,Enterprise,,,,,education,47,Quotation or Purchase Consultation,interactive signage,,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174, -10653,1.0,/ GUAYAS/MILAGRO / Panama,ID,0.0749486652977412,23254,End Customer,Enterprise,,1.0,,1.0,engineering,333,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ GUAYAS/MILAGRO / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,192, -7013,0.25,10990 ROE AVE / KS / United States,AS,,46559,,SMB,,,,,,257,Others,,,,10990 ROE AVE / KS / United States,none,LGEUS,,0,0,,,,,731, -14234,0.75,/ JOÃO PESSOA / Brazil,AS,,19357,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ JOÃO PESSOA / Brazil,director,LGESP,less than 3 months,0,0,,,,,97, -11956,0.0,/ / Brazil,ID,,9935,,Enterprise,,,,,legal,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,278, -20491,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572, -10073,0.25,4615 University Dr Cloud IT / Durham / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4615 University Dr Cloud IT / Durham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437, -1430,1.0,/ shihor / India,ID,,42361,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ shihor / India,others,LGEIL,more than a year,0,0,,,,,174, -16849,0.75,//Philippines,AS,,18714,Specifier/ Influencer,Enterprise,,,,,others,18,Quotation or Purchase Consultation,,,,//Philippines,none,LGEPH,more than a year,0,0,,,,,0, -20751,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,44117,End Customer,SMB,,,,,purchasing,58,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Curitiba / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342, -11519,1.0,/ / Italy,ID,,14771,,SMB,,,,,information technology,100,Quotation or Purchase Consultation,,,,/ / Italy,ceo/founder,LGEIS,3 months ~ 6 months,0,0,,,,,302, -9435,0.25,/ Amarillo / United States,ID,,30924,,Enterprise,16.0,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Amarillo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194, -8710,0.25,/ Kottayam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,454,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34, -5528,0.5,/ São Paulo / Brazil,AS,,22390,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97, -10706,1.0,/São Paulo/Brazil,ID,0.0749486652977412,42748,End Customer,SMB,,1.0,,1.0,administrative,39,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,167, -8743,1.0,/ Hurgada / Egypt,AS,0.0496894409937888,15201,End Customer,SMB,,,,,engineering,402,Quotation or Purchase Consultation,multi-split,,,/ Hurgada / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,51, -13631,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,others,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97, -5496,0.5,/São paulo/Brazil,AS,,13584,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São paulo/Brazil,others,LGESP,,0,0,,,,,97, -19024,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572, -886,0.25,Corporate / /,ID,0.0446428571428571,29562,End Customer,SMB,1.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194, -12869,0.75,/ Sp / Brazil,AS,,1766,End Customer,Enterprise,0.0,,,,administrative,3,,multi-split,,,/ Sp / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97, -12799,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,9,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616, -15084,0.5,/ Santiago / Chile,AS,,34237,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728, -9946,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -10163,1.0,/ São Paulo/SP / Brazil,AS,0.0039370078740157,30840,End Customer,SMB,,,,,business development,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo/SP / Brazil,c-level executive,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97, -7283,0.75,/ Paranaque / Philippines,AS,,14263,End Customer,Enterprise,,,,,operations,20,,,,,/ Paranaque / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135, -4147,0.25,/ Quezon City / Philippines,AS,,23305,End Customer,Enterprise,,,,,,71,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,none,LGEPH,,0,0,,,,,121, -20371,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20161,End Customer,SMB,,1.0,,1.0,administrative,69,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231, -4218,0.25,/ Hajipur / India,AS,,36370,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Hajipur / India,none,LGEIL,,0,0,,,,,600, -18913,1.0,/ test / Greece,AS,,42067,,SMB,0.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,heating,,,/ test / Greece,partner,LGEHS,6 months ~ 9 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),732, -6591,0.25,/ New York / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,56,Quotation or Purchase Consultation,vrf,,,/ New York / United States,none,LGEUS,,0,0,,,,,730, -4935,0.5,/ / Brazil,AS,,30979,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,associate/analyst,LGESP,,0,0,,,,,97, -4571,0.25,/ Baradwar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,16,Quotation or Purchase Consultation,etc.,,,/ Baradwar / India,none,LGEIL,,0,0,,,,,115, -10030,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375, -6218,0.25,/ Goiânia / Brazil,AS,,27348,,Enterprise,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97, -11900,0.5,/Sandur /India,ID,,45457,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Sandur /India,asst prof.,LGEIL,,0,0,,,,,174, -8862,1.0,/ / India,ID,0.0289256198347107,34420,Channel Partner,Enterprise,0.0,,,,sales,18,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",,/ / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,174, -15236,0.5,/ Barranquilla / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,multi-split,,,/ Barranquilla / Colombia,none,LGECB,less than 3 months,0,0,,,,,39, -3832,0.75,/ Nizwa / Oman,AS,,5599,Specifier/ Influencer,Enterprise,,,,,engineering,12,,single-split,,,/ Nizwa / Oman,associate/analyst,LGEGF,less than 3 months,0,0,,,,,727, -9120,1.0,/ Mumbi / India,AS,0.0289855072463768,6034,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,multi-split,,,/ Mumbi / India,manager,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,90, -4179,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,55,Quotation or Purchase Consultation,multi-split,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,30, -13855,0.5,/São Paulo/Brazil,AS,,40292,,Enterprise,10.0,,,,sales,7,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,associate/analyst,LGESP,,0,0,,,,,97, -7979,0.25,General / / United States,IT,,47466,,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438, -12887,0.75,/ OURO BRANCO / Brazil,AS,,46227,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,39,,multi-split,,,/ OURO BRANCO / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97, -17530,0.0,/ / Germany,IT,,45667,End Customer,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429, -4330,0.25,/ Ongole / India,AS,,23646,End Customer,Enterprise,,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Ongole / India,none,LGEIL,,0,0,,,,,4, +19844,0.0,/ / Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +9738,0.25,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8491,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,0 +19895,0.5,/ Madison / United States,ID,0.1186440677966101,17204,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Madison / United States,none,LGEUS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,194,0 +10465,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,0 +17528,0.0,/ / Germany,IT,,22534,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +2853,1.0,/ / Egypt,ID,,32761,End Customer,Enterprise,,,,,marketing,62,Quotation or Purchase Consultation,standard signage,,,/ / Egypt,associate/analyst,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +3061,1.0,/ / France,ID,,46010,Service Partner,Enterprise,,,,,purchasing,214,Quotation or Purchase Consultation,interactive signage,,,/ / France,director,LGEFS,3 months ~ 6 months,0,0,,,,,577,0 +2909,0.75,/ /,ID,,2452,End Customer,Enterprise,0.0,,,,purchasing,308,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +9577,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +5462,0.5,/Blumenau/Brazil,AS,,25261,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Blumenau/Brazil,others,LGESP,,0,0,,,,,97,0 +10684,1.0,/Bauru/Brazil,ID,0.0749486652977412,38519,End Customer,SMB,11.0,1.0,,1.0,information technology,45,Quotation or Purchase Consultation,video wall signage,,,/Bauru/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,0 +3686,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,1 +7678,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 +20759,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,0 +7361,1.0,/Visakhapatnam/India,AS,,38603,,Enterprise,,,,,others,67,Product Information,etc.,,,/Visakhapatnam/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,116,0 +16387,0.25,/ / Italy,AS,,9115,Service Partner,Enterprise,,,,,support,3,,vrf,,,/ / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +11153,1.0,/ / Argentina,ID,,9857,,Enterprise,1.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 +6847,0.25,2726 Shelter Island Drive / CA / United States,AS,,1385,,Enterprise,,,,,,138,Product Information,,,,2726 Shelter Island Drive / CA / United States,none,LGEUS,,0,0,,,,,731,0 +8727,0.5,Ulus Mah. Manolya Cad. No:16/1 B?y?k?ekmece ISTANBUL / İstanbul / Türkiye,AS,0.0496894409937888,28428,Channel Partner,Enterprise,0.0,,,,marketing,13,Quotation or Purchase Consultation,heating,,,Ulus Mah. Manolya Cad. No:16/1 B?y?k?ekmece ISTANBUL / İstanbul / Türkiye,ceo/founder,LGETK,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,103,0 +14765,0.5,/Ribeirão Pires - São Paulo/Brazil,AS,,2859,,Enterprise,,,,,others,25,Quotation or Purchase Consultation,,,,/Ribeirão Pires - São Paulo/Brazil,partner,LGESP,,0,0,,,,,97,0 +8595,0.25,367 South Gulf Road Cloud IT / King Of Prussia / United States,IT,0.6428571428571429,43945,End Customer,Enterprise,,,,,,44,Quotation or Purchase Consultation,,,,367 South Gulf Road Cloud IT / King Of Prussia / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,374,1 +1486,1.0,/ / Saudi Arabia,ID,,34641,End Customer,SMB,,,,,finance,54,Quotation or Purchase Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 +1593,1.0,/ Mohali / India,ID,,16301,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,,,/ Mohali / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +7077,1.0,/ CALOOCAN CITY / Philippines,AS,,27420,End Customer,Enterprise,,,,,administrative,20,Quotation or Purchase Consultation,vrf,,,/ CALOOCAN CITY / Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,,,,,120,0 +4735,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,49,Quotation or Purchase Consultation,ventilation,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90,0 +18382,0.0,/ / Peru,ID,0.0327868852459016,30316,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10377,1.0,"Rua 15 de novembro, 1262 RS / RS / Brazil",AS,0.0039370078740157,37810,Specifier/ Influencer,SMB,,,,,operations,22,Quotation or Purchase Consultation,control,,,"Rua 15 de novembro, 1262 RS / RS / Brazil",partner,LGESP,6 months ~ 9 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Banking,97,0 +15431,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Channel Partner,SMB,,,,,engineering,20,Quotation or Purchase Consultation,ventilation,,,/ Hồ Chí Minh / Vietnam,manager,LGEVH,,0,0,,,,,745,0 +4722,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,single-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,30,0 +7249,1.0,/ Pasay City / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ Pasay City / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59,0 +93,1.0,/ Luddenham / Australia,AS,0.0666666666666666,24564,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,1 +9967,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +13764,0.5,/ Goiânia / Brazil,AS,,23402,Specifier/ Influencer,Enterprise,51.0,,,,sales,27,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,manager,LGESP,,0,0,,,,,97,0 +10665,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,28546,Service Partner,SMB,,1.0,,1.0,program and project management,38,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,480,1 +15029,0.5,/ Santiago / Chile,AS,,2790,End Customer,Enterprise,,,,,engineering,3,,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +15209,0.5,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,AS,,1862,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 +9896,0.25,Cloud IT / New Canaan / United States,IT,,5482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New Canaan / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +12748,1.0,/ west / Saudi Arabia,AS,,3745,Channel Partner,SMB,,,,,business development,59,Quotation or Purchase Consultation,vrf,,,/ west / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,6,1 +1150,0.25,Corporate / /,ID,0.0446428571428571,16587,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9620,1.0,/ Kolkata / India,AS,,20424,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2,1 +4180,0.25,/ Alappuzha / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,,,,,34,0 +15741,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +7677,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 +18670,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +4937,0.5,/ Florianópolis / Brazil,AS,,7763,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Florianópolis / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +16841,0.75,/ Bacoor Cavite / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,3,,,,,/ Bacoor Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +4700,0.25,/ Brahmapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,multi-split,,,/ Brahmapur / India,none,LGEIL,,0,0,,,,,3,1 +3703,0.5,/ Yogyakarta / Indonesia,AS,,11145,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Yogyakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +5673,0.5,/ São Paulo / Brazil,AS,,4087,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +7426,1.0,/ Abudhabi / U.A.E,AS,,40554,Specifier/ Influencer,Enterprise,,,,,engineering,52,Quotation or Purchase Consultation,chiller,,,/ Abudhabi / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 +11679,0.0,/ / India,ID,,37681,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +16627,0.25,Via Giovanni Paisiello 26 / Roma / Italy,AS,,9530,End Customer,SMB,,,,,engineering,3,,vrf,,,Via Giovanni Paisiello 26 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +13202,0.25,/ Metro Manila / Philippines,AS,,874,Specifier/ Influencer,Enterprise,,,,,engineering,19,,vrf,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,,0,0,,,,,83,0 +6528,0.5,/Mansoura /Egypt,AS,,26822,End Customer,Enterprise,,,,,education,64,Quotation or Purchase Consultation,vrf,,,/Mansoura /Egypt,trainee,LGEEG,,0,0,,,,,51,0 +6270,0.25,/ São Paulo / Brazil,AS,,42151,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +2844,1.0,/ / Egypt,ID,,3108,End Customer,Enterprise,,,,,consulting,46,Technical Consultation,standard signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +9875,0.25,Cloud IT / Norwalk / United States,IT,,14314,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Norwalk / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +10809,0.75,/ / Colombia,ID,0.0749486652977412,21648,,Enterprise,,1.0,,1.0,others,22,Others,,,,/ / Colombia,none,LGECB,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 +2987,1.0,/ / Saudi Arabia,ID,,38071,End Customer,SMB,,,,,operations,46,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,c-level executive,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 +9404,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146,1 +1562,1.0,/ Nashik / India,ID,,12256,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,314,0 +1420,1.0,/ amritsar / India,ID,,37680,,Enterprise,,,,,community and social services,13,Quotation or Purchase Consultation,interactive signage,,,/ amritsar / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +11517,1.0,/ / Hong Kong,ID,,30344,End Customer,SMB,,,,,others,72,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,,,,,337,1 +833,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +19997,1.0,/ Sp / Brazil,AS,0.004,41580,Specifier/ Influencer,SMB,,,,,others,51,Quotation or Purchase Consultation,,,,/ Sp / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +14706,0.25,/ Curitiba / Brazil,AS,,3910,End Customer,Enterprise,,,,,engineering,144,,vrf,,,/ Curitiba / Brazil,c-level executive,LGESP,,0,0,,,,,97,0 +19712,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,0 +5821,0.5,/ São Paulo / Brazil,AS,,27086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +18938,1.0,/ ARAÇATUBA/SP / Brazil,AS,0.0151515151515151,28383,End Customer,SMB,,,,,administrative,196,Quotation or Purchase Consultation,ventilation,,,/ ARAÇATUBA/SP / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,1 +21059,1.0,/ / Mexico,ID,0.0476190476190476,22975,End Customer,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189,0 +12275,1.0,/tlalnepantla estado de mexico/Mexico,AS,,3530,Specifier/ Influencer,Enterprise,,,,,information technology,71,Quotation or Purchase Consultation,single-split,,,/tlalnepantla estado de mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +17594,1.0,/ Lima / Peru,ID,0.0806916426512968,21326,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,366,0 +2138,1.0,/ Jaipur / India,ID,,43055,,Enterprise,,,,,media and communication,10,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,trainee,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +20026,1.0,/ กทม / Thailand,AS,0.0227272727272727,14528,Specifier/ Influencer,SMB,3.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/ กทม / Thailand,manager,LGETH,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,726,0 +7758,0.5,PO Box 2327 /Palm Springs/,IT,,10267,End Customer,Enterprise,,,,,,57,Quotation or Purchase Consultation,,,,PO Box 2327 /Palm Springs/,none,LGEUS,less than 3 months,0,0,,,,,436,0 +20883,0.0,/ / Australia,ID,,7157,,Enterprise,,,,,community and social services,14,,,,,/ / Australia,none,LGEAP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,202,0 +20629,1.0,/Cebu/Philippines,ID,0.1818181818181818,32714,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268,0 +12406,0.75,/ Ponta Grossa / Brazil,AS,,42064,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,single-split,,,/ Ponta Grossa / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +7476,0.75,/ Asyut / Egypt,AS,,2730,End Customer,Enterprise,,,,,,2,,,,,/ Asyut / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +342,0.0,/ / Peru,ID,0.0749486652977412,32240,,Enterprise,,1.0,,1.0,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,258,0 +20869,0.0,/ / India,ID,,20531,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 +10770,1.0,//Hong Kong,ID,0.0843373493975903,7223,Channel Partner,SMB,,1.0,,1.0,finance,7,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,//Hong Kong,associate/analyst,LGEHK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +10052,0.25,8627 Tara Pl Cloud IT / Lakeland / United States,IT,,24844,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,8627 Tara Pl Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +3194,0.25,/ / United States,ID,,44235,,SMB,,,,,,867,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 +395,0.25,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14011,0.5,/ Fortaleza / Brazil,AS,,8079,End Customer,Enterprise,,,,,support,17,Quotation or Purchase Consultation,multi-split,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 +17182,0.75,/ Cali / Colombia,AS,,37535,End Customer,Enterprise,,,,,engineering,3,,etc.,,,/ Cali / Colombia,partner,LGECB,less than 3 months,0,0,,,,,650,0 +16006,0.25,/ Zrenjanin / Serbia,AS,,4165,Specifier/ Influencer,SMB,1.0,,,,,3,,heating,,,/ Zrenjanin / Serbia,ceo/founder,LGEMK,,0,0,,,,,766,0 +11282,0.75,/ / Brazil,ID,,22363,,SMB,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,,,,,317,0 +20906,0.0,/ / Peru,ID,0.0476190476190476,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +6243,0.25,/ São Paulo / Brazil,AS,,44394,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9578,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +19237,0.0,/ / Peru,ID,0.0538922155688622,26135,,Enterprise,,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,0 +2795,1.0,/ / Egypt,ID,,7934,End Customer,SMB,,,,,information technology,61,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +20545,0.25,/ Sarajevo / Bosnia and Herzegovina,AS,,37980,Channel Partner,SMB,1.0,,,,,3,,etc.,"VRF,Multi-Split,Single-Split,Heating",,/ Sarajevo / Bosnia and Herzegovina,others,LGEMK,,0,0,0.0007167734380046,,hotel & accommodation,,765,0 +8048,1.0,//U.A.E,ID,0.043103448275862,32445,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,,//U.A.E,director,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),308,1 +8185,1.0,//India,ID,0.0311958405545927,2870,Service Partner,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,//India,trainee,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +8520,0.0,/ / United States,ID,,15542,,Enterprise,,,,,arts and design,7,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,591,0 +5100,0.5,/São Caetano do Sul/Brazil,AS,,9963,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/São Caetano do Sul/Brazil,others,LGESP,,0,0,,,,,97,0 +17216,0.75,/ Vinh - Nghệ An / Vietnam,AS,,10985,Channel Partner,Enterprise,,,,,,9,,vrf,,,/ Vinh - Nghệ An / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,937,0 +4054,0.5,/Pasig city/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/Pasig city/Philippines,manager,LGEPH,,0,0,,,,,0,1 +3193,0.25,/ / United States,ID,,44235,,SMB,,,,,,867,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 +2669,1.0,/ / U.A.E,ID,,887,End Customer,SMB,,,,,consulting,37,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +10688,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,support,1084,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +1685,1.0,/ Jabalpur / India,ID,,22724,,Enterprise,,,,,education,25,Quotation or Purchase Consultation,,,,/ Jabalpur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +19729,1.0,/São Paulo/Brazil,ID,0.0732484076433121,46435,End Customer,SMB,4.0,,,,operations,183,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/São Paulo/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 +19612,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,0 +10326,0.25,/ / Netherlands,AS,,39181,,SMB,,,,,marketing,3,,,,,/ / Netherlands,manager,LGEBN,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,144,0 +10459,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,4651,End Customer,SMB,,1.0,,1.0,marketing,175,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Belo Horizonte / Brazil,intern,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +16021,0.0,/ Budapest / Hungary,AS,,24061,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Budapest / Hungary,none,LGEMK,,0,0,,,,,960,1 +8878,1.0,/ / U.A.E,ID,0.0491803278688524,24862,End Customer,SMB,,,,,others,74,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,227,1 +9436,0.25,/ beafort / United States,ID,,5945,,Enterprise,,,,,,8,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ beafort / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +16822,0.75,/ / Philippines,AS,,11579,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +43,1.0,/Mangalore/India,AS,0.0888888888888888,32633,End Customer,Enterprise,,,,,healthcare services,68,Quotation or Purchase Consultation,single-split,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Healthcare,30,0 +269,1.0,/ / Türkiye,ID,0.075,9030,End Customer,SMB,,1.0,,1.0,operations,76,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ / Türkiye,manager,LGETK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,285,0 +20273,0.75,/ / Germany,IT,,27571,End Customer,SMB,,,,,,253,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 +19037,1.0,/Rio de Janeiro/Brazil,ID,0.2692307692307692,20358,End Customer,SMB,,,,,information technology,32,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/Rio de Janeiro/Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,572,0 +4972,0.5,/ Aquiraz / Brazil,AS,,29090,End Customer,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Aquiraz / Brazil,entry level,LGESP,,0,0,,,,,97,0 +4280,0.25,/ HYDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,1 +9408,1.0,/ / Italy,ID,0.0416666666666666,4264,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,0 +13197,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +1789,1.0,/Bangalore/India,ID,,44880,End Customer,SMB,,,,,media and communication,212,Quotation or Purchase Consultation,led signage,Ultra Lighit,GSCD100-GN,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +12295,1.0,/ SAN ANDRES TUXTLA / Mexico,AS,,37937,Specifier/ Influencer,SMB,4.0,,,,engineering,315,Usage or Technical Consultation,vrf,,,/ SAN ANDRES TUXTLA / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 +3143,0.75,/Dubai /U.A.E,ID,,20335,End Customer,Enterprise,,,,,operations,51,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/Dubai /U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308,0 +10020,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3909,1.0,/ Biñan City / Philippines,AS,,27712,Specifier/ Influencer,Enterprise,11.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Biñan City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46,0 +3060,1.0,/ / Hong Kong,ID,,39964,Specifier/ Influencer,Enterprise,,,,,sales,185,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/ / Hong Kong,manager,LGEHK,6 months ~ 9 months,0,0,,,,,248,0 +5220,0.5,/ Brasilia / Brazil,AS,,13218,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Brasilia / Brazil,others,LGESP,,0,0,,,,,97,0 +8219,1.0,/ Tupper Lake / United States,ID,0.3902439024390244,42493,Solution Eco-Partner,SMB,,,,,education,173,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ Tupper Lake / United States,director,LGEUS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,Others,867,0 +14065,0.25,/ Florianópolis / Brazil,AS,,10072,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Florianópolis / Brazil,entry level,LGESP,,0,0,,,,,97,0 +2686,1.0,/ / U.A.E,ID,,386,End Customer,SMB,,,,,information technology,54,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +5053,0.5,/ São Paulo / Brazil,AS,,1423,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 +5109,0.5,/ São Paulo / Brazil,AS,,14247,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +198,1.0,/ / Argentina,ID,0.0749486652977412,16813,,SMB,10.0,1.0,,1.0,administrative,24,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +15648,0.5,"/ Atizapan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,single-split,,,"/ Atizapan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 +494,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9966,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17609,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,1 +7471,1.0,/ Heliopolis / Egypt,AS,,28176,End Customer,SMB,,,,,others,11,Quotation or Purchase Consultation,,,,/ Heliopolis / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +17218,1.0,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,1046,1 +10225,1.0,/ PANAMA / Panama,AS,0.0039370078740157,6130,End Customer,Enterprise,,,,,engineering,161,Quotation or Purchase Consultation,multi-split,,,/ PANAMA / Panama,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,654,0 +9959,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20827,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,41137,End Customer,SMB,,,,,information technology,148,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ São Paulo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,1 +11883,0.5,/New Delhi/India,ID,,44916,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/New Delhi/India,educator,LGEIL,,0,0,,,,,155,0 +6788,0.25,2068 Seamans Neck Rd / NY / United States,AS,,42605,,Enterprise,,,,,,40,Product Information,,,,2068 Seamans Neck Rd / NY / United States,none,LGEUS,,0,0,,,,,730,0 +13684,0.25,/ Duque de Caxias / Brazil,AS,,5843,End Customer,Enterprise,,,,,operations,3,,multi-split,,,/ Duque de Caxias / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +5735,0.5,/ São Paulo / Brazil,AS,,38236,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +2564,1.0,/ Badnawar / India,ID,,41514,,Enterprise,,,,,education,18,Quotation or Purchase Consultation,interactive signage,,,/ Badnawar / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +8150,1.0,/ Najran / Saudi Arabia,ID,0.032258064516129,2747,Service Partner,Enterprise,,,,,product management,108,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Najran / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209,0 +9584,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +10118,1.0,/ / Egypt,ID,0.037037037037037,17194,End Customer,SMB,,,,,sales,100,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,234,0 +15490,0.25,/ القاهره / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,43,Quotation or Purchase Consultation,vrf,,,/ القاهره / Egypt,none,LGEEG,,0,0,,,,,51,0 +2021,1.0,/ Pathankot / India,ID,,31858,,Enterprise,,,,,education,10,Others,interactive signage,,,/ Pathankot / India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +17838,1.0,/ / Vietnam,ID,0.2142857142857142,42753,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +16637,0.25,Via Avigliana 21 / Torino / Italy,AS,,21595,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Avigliana 21 / Torino / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +2002,1.0,/ Barnala / India,ID,,18142,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,,,,/ Barnala / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +3887,1.0,/Cicero/United States,AS,,24550,Specifier/ Influencer,Enterprise,,,,,consulting,193,Usage or Technical Consultation,heating,,,/Cicero/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,730,0 +14779,0.25,/ Recife / Brazil,AS,,22170,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97,0 +2151,1.0,/ Haryana / India,ID,,11751,,Enterprise,,,,,information technology,91,Others,interactive signage,,,/ Haryana / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,165,0 +18262,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +3054,0.75,/ /,ID,,2058,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368,0 +15087,0.5,/ Santiago / Chile,AS,,41751,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,c-level executive,LGECL,more than a year,0,0,,,,,728,0 +4299,0.25,/ dhuri / India,AS,,47466,End Customer,Enterprise,19.0,,,,,53,Quotation or Purchase Consultation,multi-split,,,/ dhuri / India,none,LGEIL,,0,0,,,,,95,0 +11711,0.0,/ / India,ID,,45733,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +527,0.25,Corporate / /,ID,0.0446428571428571,16100,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +12036,0.5,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,ID,,30580,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,none,LGEUS,less than 3 months,0,0,,,,,502,0 +15723,0.5,/ Lima / Peru,AS,,11308,Specifier/ Influencer,Enterprise,16.0,,,,engineering,3,,vrf,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,,,,,125,0 +20327,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 +12468,0.75,/ นครราชสีมา / Thailand,AS,,387,Specifier/ Influencer,Enterprise,,,,,engineering,16,,vrf,,,/ นครราชสีมา / Thailand,manager,LGETH,less than 3 months,0,0,,,,,748,0 +6687,0.25,- / AL / United States,AS,,4867,,Enterprise,1.0,,,,,307,Services,,,,- / AL / United States,none,LGEUS,,0,0,,,,,731,0 +20015,1.0,/ Rio de Janeiro/RJ / Brazil,AS,0.004,42627,Channel Partner,SMB,,,,,purchasing,30,Quotation or Purchase Consultation,single-split,,,/ Rio de Janeiro/RJ / Brazil,partner,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +19466,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,0 +8148,0.75,/ / Mexico,ID,0.0327868852459016,12271,,Enterprise,2.0,,,,operations,2,Customer Suggestions,,,,/ / Mexico,none,LGEMS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,189,0 +17613,1.0,/ MEDELLÍN / Colombia,ID,0.0806916426512968,34079,Specifier/ Influencer,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ MEDELLÍN / Colombia,manager,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,187,0 +9740,0.25,230 John Wesley Ave Cloud IT / Atlanta / United States,IT,,4698,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,230 John Wesley Ave Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +5371,0.5,/Londrina/Brazil,AS,,14968,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,others,LGESP,,0,0,,,,,97,0 +3775,0.5,/ Bharatpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ Bharatpur / India,none,LGEIL,,0,0,,,,,48,0 +13218,0.25,/ Yogyakarta / Indonesia,AS,,1649,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Yogyakarta / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670,0 +14177,0.25,Rua Rui Barbosa n 1095 bairro Goiabeiras Mato Grosso / Cuiabá/MT / Brazil,AS,,18637,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,Rua Rui Barbosa n 1095 bairro Goiabeiras Mato Grosso / Cuiabá/MT / Brazil,director,LGESP,,0,0,,,,,97,0 +12804,0.75,"/ Badung, Kuta Selatan / Indonesia",AS,,32924,End Customer,SMB,,,,,engineering,8,,vrf,,,"/ Badung, Kuta Selatan / Indonesia",manager,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 +19157,1.0,/ UK / United Kingdom,IT,0.2307692307692307,1781,Channel Partner,SMB,,,,,administrative,9,Request a Demo,projector,,,/ UK / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,431,0 +9737,0.25,263 Seaboard Lane Cloud IT / Franklin / United States,IT,,40106,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,263 Seaboard Lane Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8065,1.0,/ / Saudi Arabia,ID,0.043103448275862,3725,End Customer,SMB,,,,,information technology,131,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 +2726,1.0,/ / South Africa,ID,,9411,End Customer,Enterprise,,,,,purchasing,27,Quotation or Purchase Consultation,oled signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +2890,0.75,235 E 7th Ave / Homestead /,ID,,28209,End Customer,SMB,,,,,purchasing,224,Quotation or Purchase Consultation,,,,235 E 7th Ave / Homestead /,none,LGEUS,less than 3 months,0,0,,,,,568,1 +2703,1.0,/ / U.A.E,ID,,16384,End Customer,SMB,,,,,consulting,50,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +13437,0.0,/ / India,AS,,12092,End Customer,Enterprise,1.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +4677,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,1 +452,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +11607,0.5,/ Ghaziabad / India,ID,,16982,,Enterprise,,,,,community and social services,3,Others,,,,/ Ghaziabad / India,manager,LGEIL,,0,0,,,,,174,0 +7737,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +7217,1.0,//Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,//Philippines,partner,LGEPH,6 months ~ 9 months,0,0,,,,,0,1 +9182,1.0,18010 Ashlea Drive / Brookfield / United States,IT,,14432,Channel Partner,SMB,,,,,engineering,62,Quotation or Purchase Consultation,monitor,,,18010 Ashlea Drive / Brookfield / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0011827288932506,,retail,,833,0 +3898,1.0,/ Male' / Maldives,AS,,18314,End Customer,SMB,29.0,,,,sales,9,Quotation or Purchase Consultation,vrf,,,/ Male' / Maldives,manager,LGESL,less than 3 months,0,0,,,,,109,0 +569,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9500,1.0,/ / India,ID,,38422,End Customer,Enterprise,,,,,entrepreneurship,451,Request for Partnership,special signage,LG Self-ordering Kiosk,27KC3PK-C,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 +8430,0.25,//United States,IT,,7444,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0005719551277132,,education,Higher Education (College & University),438,1 +1180,0.75,/ / United States,ID,0.0446428571428571,21107,End Customer,SMB,,1.0,,1.0,others,714,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,others,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,369,1 +16833,1.0,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,multi-split,,,/ Makati City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +13671,0.5,/ São Gonçalo / Brazil,AS,,10580,End Customer,Enterprise,,,,,others,186,Quotation or Purchase Consultation,multi-split,,,/ São Gonçalo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +7770,0.5,45525 Grand River Avenue / Novi /,IT,,11893,Channel Partner,SMB,,,,,,457,Usage or Technical Consultation,,,,45525 Grand River Avenue / Novi /,none,LGEUS,6 months ~ 9 months,0,0,,,,,833,1 +4788,0.25,//India,AS,,9522,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9,0 +8626,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227,0 +19361,1.0,/Cartagena de Indias/Colombia,AS,0.0037878787878787,41784,End Customer,Enterprise,,,,,administrative,400,Quotation or Purchase Consultation,multi-split,,,/Cartagena de Indias/Colombia,associate/analyst,LGECB,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,39,0 +7848,0.25,7027 Milne Blvd Education / New Orleans / United States,IT,,28841,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,7027 Milne Blvd Education / New Orleans / United States,none,LGEUS,,0,0,,,,,374,0 +20494,1.0,/ ARMAÇÃO DE BUZIOS / Brazil,ID,0.1241217798594847,35121,End Customer,SMB,,1.0,,1.0,administrative,349,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR762H (EU/CIS),/ ARMAÇÃO DE BUZIOS / Brazil,entry level,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,487,1 +9949,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10371,1.0,/ Vitória/ES / Brazil,AS,0.0039370078740157,5450,End Customer,SMB,,,,,administrative,50,Quotation or Purchase Consultation,multi-split,,,/ Vitória/ES / Brazil,director,LGESP,6 months ~ 9 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +9109,1.0,/ Singapore / Singapore,AS,0.0227272727272727,38090,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Singapore / Singapore,others,LGESL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,73,1 +13766,0.5,/ Olinda / Brazil,AS,,35228,,Enterprise,0.0,,,,operations,3,Quotation or Purchase Consultation,,,,/ Olinda / Brazil,manager,LGESP,,0,0,,,,,97,0 +1863,1.0,/ Ludhiana / India,ID,,8662,,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174,0 +9988,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +21,1.0,/ Kolkata / India,AS,0.0888888888888888,20424,End Customer,Enterprise,48.0,,,,finance,41,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Finance,2,1 +12173,1.0,/ / Mexico,ID,,16954,,SMB,,,,,community and social services,3,Technical Consultation,,,,/ / Mexico,vice president,LGEMS,9 months ~ 1 year,0,0,,,,,189,0 +16126,0.25,/ singapore / Singapore,AS,,18320,Specifier/ Influencer,SMB,22.0,,,,engineering,3,,,,,/ singapore / Singapore,manager,LGESL,,0,0,,,,,73,0 +17130,0.75,/ Santiago / Chile,AS,,41750,Specifier/ Influencer,Enterprise,6.0,,,,operations,22,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 +3084,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +10737,1.0,/ CDMX / Mexico,ID,0.0749486652977412,32868,End Customer,SMB,,1.0,,1.0,business development,45,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ CDMX / Mexico,ceo/founder,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,263,0 +13915,0.25,/ Palhoça / Brazil,AS,,9028,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Palhoça / Brazil,entry level,LGESP,,0,0,,,,,97,0 +21127,1.0,/ Goiás / Brazil,AS,,18090,End Customer,SMB,,,,,engineering,276,Quotation or Purchase Consultation,vrf,,,/ Goiás / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +21057,1.0,/ Bogota / Colombia,ID,0.0476190476190476,10896,End Customer,SMB,,,,,information technology,277,Quotation or Purchase Consultation,interactive signage,Touch Overlay Kit,KT-T55E,/ Bogota / Colombia,intern,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,231,0 +11239,1.0,/ Delhi / India,ID,,30178,,SMB,,,,,administrative,30,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +5035,0.25,/ CEARA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ CEARA / Brazil,none,LGESP,,0,0,,,,,97,0 +20103,1.0,/ riyadh / Saudi Arabia,AS,0.0196078431372549,3622,Specifier/ Influencer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,13,1 +12179,0.75,/ / Argentina,ID,,30207,,Enterprise,,,,,sales,3,Technical Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325,0 +578,0.25,Corporate / /,ID,0.0446428571428571,26585,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +13090,1.0,/ Manila / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,18,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +9995,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16949,1.0,/Vila velha/Brazil,AS,,17859,,Enterprise,,,,,operations,21,Services,vrf,,,/Vila velha/Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 +7071,1.0,/ rizal / Philippines,AS,,28442,Specifier/ Influencer,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,vrf,,,/ rizal / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +13509,0.0,/ / India,AS,,1351,,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +15927,0.0,/ / Ecuador,AS,,24415,,SMB,,,,,,3,,vrf,,,/ / Ecuador,none,LGEPS,,0,0,,,,,654,0 +20467,0.0,Hospitality / / United States,ID,,7241,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +17780,1.0,/ / Brazil,ID,0.0327868852459016,9672,End Customer,SMB,,,,,information technology,54,Quotation or Purchase Consultation,,,,/ / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,0 +1235,0.5,/Rajkot/India,IT,0.0666666666666666,45726,End Customer,SMB,,,1.0,1.0,information technology,104,Quotation or Purchase Consultation,monitor,,24MP88HV,/Rajkot/India,entry level,LGEIL,,1,0,0.0030792876608617,,corporate / office,IT/Software,414,1 +5879,0.5,/ São Paulo / Brazil,AS,,35571,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +17677,1.0,/ رابغ / Saudi Arabia,AS,0.0485436893203883,47146,End Customer,Enterprise,,,,,purchasing,77,Quotation or Purchase Consultation,ventilation,,,/ رابغ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,6,1 +7233,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +9743,0.25,205 Miller Springs Court Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Court Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +9954,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17532,0.25,//Germany,IT,,24322,,SMB,,,,,,17,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,1 +3055,0.75,/ /,ID,,8744,Channel Partner,Enterprise,,,,,,48,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,205,0 +3494,1.0,/ Patna / India,ID,,44307,,Enterprise,0.0,,,,education,1,Technical Consultation,interactive signage,,,/ Patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +12057,0.5,8889 concession 4 / Sandford /,ID,,32542,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,8889 concession 4 / Sandford /,none,LGEUS,less than 3 months,0,0,,,,,205,0 +21240,1.0,/ / Germany,IT,,4877,End Customer,SMB,,,,,others,295,Quotation or Purchase Consultation,,All Monitors,,/ / Germany,associate/analyst,LGEDG,less than 3 months,0,0,2.5889552307882245e-05,,public facility,,428,0 +20161,1.0,/ Rizal / Philippines,AS,0.0227272727272727,27735,Specifier/ Influencer,Enterprise,0.0,,,,consulting,10,Quotation or Purchase Consultation,vrf,"VRF,Multi-Split,Single-Split,Chiller,Heating,Etc.",,/ Rizal / Philippines,others,LGEPH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,46,1 +20637,1.0,/ Cajamar / Brazil,ID,0.0695652173913043,46753,End Customer,SMB,,,,,accounting,75,Quotation or Purchase Consultation,oled signage,,,/ Cajamar / Brazil,manager,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 +17207,1.0,/ HCM / Vietnam,AS,,32709,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +4160,0.25,/ / Philippines,AS,,26785,,Enterprise,,,,,,8,,,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,1 +13085,0.75,Hoogbocht 1 / Diessen / Netherlands,AS,,39801,,Enterprise,,,,,,219,Quotation or Purchase Consultation,,,,Hoogbocht 1 / Diessen / Netherlands,c-level executive,LGEBN,,0,0,,,,,772,0 +2275,0.75,/ / U.A.E,ID,,42181,End Customer,SMB,,,,,engineering,139,Quotation or Purchase Consultation,signage care solution,LG ConnectedCare,,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 +3944,1.0,/indore/India,AS,,11807,Specifier/ Influencer,Enterprise,,,,,consulting,40,Usage or Technical Consultation,multi-split,,,/indore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,137,0 +14244,0.25,/ Jaboatão dos Guararapes / Brazil,AS,,3899,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Jaboatão dos Guararapes / Brazil,director,LGESP,,0,0,,,,,97,0 +2701,1.0,/ / U.A.E,ID,,13138,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +9793,0.25,Cloud IT / Greenwich / United States,IT,,15641,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Greenwich / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +18824,0.0,/ / Peru,ID,0.0327868852459016,19927,,Enterprise,,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,,258,0 +436,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,118,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375,1 +12393,1.0,/ Noida / India,AS,,35314,Channel Partner,Enterprise,,,,,marketing,18,Quotation or Purchase Consultation,control,,,/ Noida / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,115,0 +20136,0.25,/ MINAS GERAIS / Brazil,AS,0.004,6942,End Customer,Enterprise,,,,,administrative,65,,multi-split,,,/ MINAS GERAIS / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +20357,1.0,Hospitality / Huntsville / United States,ID,,7234,End Customer,Enterprise,,1.0,,1.0,purchasing,34,Quotation or Purchase Consultation,,,,Hospitality / Huntsville / United States,c-level executive,LGEUS,6 months ~ 9 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,0 +14260,0.25,/ Uberaba MG / Brazil,AS,,6841,End Customer,SMB,26.0,,,,purchasing,3,,,,,/ Uberaba MG / Brazil,director,LGESP,,0,0,,,,,97,0 +8560,1.0,/ Mumbai / India,IT,,4951,End Customer,Enterprise,,,,,medical imaging specialist,102,Request a Demo,medical display,Diagnostic Monitors,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,404,0 +4256,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,chiller,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,603,0 +4593,0.25,/ New Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115,0 +2413,0.75,91 BRUNSWICK AVE / BLOOMSBURY /,ID,,6467,End Customer,SMB,,,,,,163,Quotation or Purchase Consultation,,,,91 BRUNSWICK AVE / BLOOMSBURY /,none,LGEUS,3 months ~ 6 months,0,0,,,,,568,0 +18561,0.0,/ / Peru,ID,0.0327868852459016,20587,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +20530,1.0,/ الخبر / Saudi Arabia,AS,,47258,End Customer,Enterprise,,,,,engineering,132,Usage or Technical Consultation,single-split,,,/ الخبر / Saudi Arabia,manager,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,44,1 +5126,0.5,/ São Paulo / Brazil,AS,,14385,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +4885,0.5,/Londrina/Brazil,AS,,12819,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,manager,LGESP,,0,0,,,,,97,0 +8848,1.0,//United States,ID,0.1186440677966101,14194,Service Partner,SMB,,,,,marketing,107,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,309,0 +14777,0.25,/ RECIFE / Brazil,AS,,22170,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ RECIFE / Brazil,partner,LGESP,,0,0,,,,,97,0 +11594,0.5,/ Mumbai / India,ID,,33121,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,,0,0,,,,,174,0 +20343,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32968,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +1331,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +2960,1.0,/ / Saudi Arabia,ID,,46664,End Customer,SMB,,,,,information technology,74,Technical Consultation,standard signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 +18007,0.25,/ / Australia,ID,0.2142857142857142,30008,End Customer,SMB,,,,,administrative,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +8705,1.0,/ BAHIA / Brazil,AS,0.0037878787878787,9211,Specifier/ Influencer,Enterprise,,,,,sales,12,Quotation or Purchase Consultation,etc.,,,/ BAHIA / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 +19117,1.0,/ Puebla / Mexico,IT,0.3333333333333333,14473,End Customer,Enterprise,,,,,clinical specialist,49,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Puebla / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,923,0 +4514,0.25,/ Bardoli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ Bardoli / India,none,LGEIL,,0,0,,,,,115,0 +20284,1.0,/ Altopascio / Italy,IT,,21454,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,monitor,,,/ Altopascio / Italy,c-level executive,LGEIS,less than 3 months,1,0,0.0011827288932506,,retail,,422,0 +9941,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19044,1.0,/ PUERTO ASIS / Colombia,ID,0.2692307692307692,14924,End Customer,Enterprise,,,,,operations,36,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ PUERTO ASIS / Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,344,0 +17631,0.25,/ / Mexico,ID,0.0806916426512968,12161,,Enterprise,,,,,arts and design,3,,,,,/ / Mexico,entry level,LGEMS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +12403,1.0,/ SAO PAULO / Brazil,AS,,24113,,SMB,,,,,operations,22,Quotation or Purchase Consultation,vrf,,,/ SAO PAULO / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +7604,1.0,/Singapore/Singapore,AS,,38952,End Customer,SMB,3.0,,,,purchasing,163,Quotation or Purchase Consultation,etc.,,,/Singapore/Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 +7613,1.0,/Singapore/Singapore,AS,,43851,,SMB,,,,,consulting,3,Others,vrf,,,/Singapore/Singapore,director,LGESL,3 months ~ 6 months,0,0,,,,,73,0 +9529,0.75,/ / Saudi Arabia,ID,,22156,Service Partner,Enterprise,,,,,support,60,,interactive signage,LG CreateBoard,86TR3DK-BG,/ / Saudi Arabia,others,LGESJ,more than a year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,209,0 +18245,0.0,/ / Peru,ID,0.0327868852459016,20561,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +20457,0.0,Hospitality / / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +15127,0.5,/ Santiago / Chile,AS,,45434,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +22,1.0,/ Mumbai / India,AS,0.0888888888888888,37070,End Customer,Enterprise,,,,,others,60,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,90,0 +19600,1.0,/ Alfredo Wagner / Brazil,ID,0.0732484076433121,31971,End Customer,Enterprise,,,,,administrative,129,Quotation or Purchase Consultation,led signage,,,/ Alfredo Wagner / Brazil,director,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +6426,0.25,/ Derby / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Derby / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +6888,0.25,"2526 State Hwy 71, Cedar Creek / TX / United States",AS,,14523,,SMB,,,,,,200,Product Information,,,,"2526 State Hwy 71, Cedar Creek / TX / United States",none,LGEUS,,0,0,,,,,731,0 +9953,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8393,0.75,/ / Hong Kong,ID,0.2142857142857142,13708,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +9725,0.25,8371 Front Gate Cir Cloud IT / Ooltewah / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,8371 Front Gate Cir Cloud IT / Ooltewah / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8577,1.0,/ Boise / United States,IT,0.6428571428571429,20766,End Customer,SMB,,,,,information technology,123,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Boise / United States,associate/analyst,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,567,1 +6858,0.25,5600 Fox Avenue / NV / United States,AS,,39131,,SMB,,,,,,269,Product Information,,,,5600 Fox Avenue / NV / United States,none,LGEUS,,0,0,,,,,731,0 +12246,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +274,1.0,/ / Egypt,ID,0.075,34687,End Customer,SMB,,1.0,,1.0,arts and design,217,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +15516,0.0,/ / Egypt,AS,,13574,Specifier/ Influencer,SMB,62.0,,,,,3,,vrf,,,/ / Egypt,none,LGEEG,,0,0,,,,,51,0 +20252,1.0,/ Bogota / Colombia,AS,0.004,1886,Specifier/ Influencer,Enterprise,,,,,administrative,198,Quotation or Purchase Consultation,control,,,/ Bogota / Colombia,director,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39,0 +16829,0.75,/ Romblon / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,3,,,,,/ Romblon / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +16824,0.75,/ Metro manila / Philippines,AS,,23181,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Metro manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +15470,0.5,/Hồ Chí Minh/Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,others,LGEVH,,0,0,,,,,759,0 +7168,1.0,/ / Philippines,AS,,36129,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +15699,0.5,/ Ciudad de México / Mexico,AS,,37835,Specifier/ Influencer,SMB,0.0,,,,others,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 +19023,1.0,/ Tolima / Venezuela,AS,0.0681818181818181,9239,Specifier/ Influencer,Enterprise,,,,,operations,122,Trainings,vrf,,,/ Tolima / Venezuela,entry level,LGEPS,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,654,0 +18990,1.0,/ Curitiba / Brazil,AS,0.0681818181818181,1979,Specifier/ Influencer,Enterprise,,,,,engineering,25,Trainings,vrf,,,/ Curitiba / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97,0 +10107,1.0,14100 Crawford St / Boys Town / NE,ID,0.4,6729,End Customer,SMB,0.0,,,,administrative,149,Quotation or Purchase Consultation,,,,14100 Crawford St / Boys Town / NE,others,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,377,0 +2982,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 +10721,1.0,/São Paulo/Brazil,ID,0.0749486652977412,22314,End Customer,Enterprise,,1.0,,1.0,others,111,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/São Paulo/Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,0 +21312,0.75,/ CDMX / Mexico,AS,0.04,8272,Channel Partner,SMB,0.0,,,,administrative,3,,vrf,,,/ CDMX / Mexico,manager,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42,1 +7685,0.75,688 hưương lộ 2 / / United Kingdom,IT,,742,End Customer,Enterprise,,,,,education,3,Quotation or Purchase Consultation,monitor,,,688 hưương lộ 2 / / United Kingdom,none,LGEUK,less than 3 months,0,0,,,,,431,0 +10164,1.0,/ MT/Sinop / Brazil,AS,0.0039370078740157,44852,End Customer,SMB,,,,,administrative,86,Quotation or Purchase Consultation,,,,/ MT/Sinop / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,1 +8147,1.0,/ Kolkata / India,ID,0.0311958405545927,25280,End Customer,Enterprise,,,,,operations,20,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Kolkata / India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,223,1 +19834,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +6106,0.25,/ Sao Paulo / Brazil,AS,,18782,,SMB,,,,,sales,3,,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +64,0.25,/ Neiva / Colombia,AS,0.0039370078740157,37729,,Enterprise,2.0,,,,,4,Quotation or Purchase Consultation,,,,/ Neiva / Colombia,none,LGECB,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39,0 +4596,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115,0 +14438,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 +9717,0.25,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,IT,,30081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +16060,0.0,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,AS,,22279,,SMB,,,,,marketing,3,,ess,"PVs, PV modules",,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,none,LGEUS,,0,0,,,,,731,0 +7655,1.0,2924 Lee Highway / Athens / United States,IT,,5548,End Customer,SMB,,,,,information technology,107,Quotation or Purchase Consultation,laptop,,,2924 Lee Highway / Athens / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,360,0 +19158,1.0,/DUITAMA/Colombia,IT,0.3333333333333333,19954,End Customer,Enterprise,,,,,medical imaging specialist,231,Quotation or Purchase Consultation,monitor,,,/DUITAMA/Colombia,other,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,0 +12212,1.0,/ Solteiro(a) / Brazil,AS,,22489,Channel Partner,Enterprise,3.0,,,,engineering,239,Quotation or Purchase Consultation,etc.,,,/ Solteiro(a) / Brazil,entry level,LGESP,more than a year,0,0,,,,,97,0 +1885,1.0,/Aurangabad/India,ID,,32240,,Enterprise,0.0,,,,,32,Quotation or Purchase Consultation,interactive digital board,,,/Aurangabad/India,entry level,LGEIL,less than 3 months,0,0,,,,,148,1 +3414,1.0,/ Dehra Dun / India,ID,,33108,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Dehra Dun / India,manager,LGEIL,less than 3 months,0,0,,,,,155,0 +9539,0.75,/UK/United Kingdom,ID,0.025,40788,Channel Partner,SMB,,,,,administrative,80,Request for Partnership,video wall signage,Ultra Slim Series,55VM5J-H,/UK/United Kingdom,none,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,185,1 +18083,0.25,/ Tampico / Mexico,ID,0.0327868852459016,41752,Channel Partner,Enterprise,,,,,information technology,3,,video wall signage,,,/ Tampico / Mexico,associate/analyst,LGEMS,,0,0,0.0005719551277132,0.048629531388152,education,,189,0 +14727,0.25,/ Uberlândia / Brazil,AS,,9207,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Uberlândia / Brazil,partner,LGESP,,0,0,,,,,97,0 +12358,0.75,/ Makassar / Indonesia,AS,,11142,End Customer,SMB,2.0,,,,engineering,5,,vrf,,,/ Makassar / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,1 +13214,0.25,/ Metro Manila / Philippines,AS,,31487,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,etc.,,,/ Metro Manila / Philippines,partner,LGEPH,,0,0,,,,,120,1 +17525,0.0,/ / Germany,IT,,43803,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +971,0.25,Corporate / /,ID,0.0446428571428571,720,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +4036,1.0,/ Hòa Bình / Vietnam,AS,,11234,Specifier/ Influencer,Enterprise,,,,,arts and design,17,Quotation or Purchase Consultation,chiller,,,/ Hòa Bình / Vietnam,entry level,LGEVH,3 months ~ 6 months,0,0,,,,,749,0 +9024,0.0,//United States,ID,0.1186440677966101,25911,End Customer,Enterprise,0.0,,,,,119,,,,,//United States,none,LGEUS,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,374,1 +5880,0.5,/ / Brazil,AS,,44394,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +5415,0.5,/São Paulo/Brazil,AS,,28370,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +3592,0.75,/ Jakarta Barat / Indonesia,AS,,35982,End Customer,SMB,8.0,,,,sales,2,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723,0 +18556,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +20167,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,7859,End Customer,Enterprise,,,,,purchasing,94,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +11179,1.0,/Pune/India,ID,,16280,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Pune/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,0 +11262,1.0,/ Etawah / India,ID,,18070,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Etawah / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +3343,0.75,/ / Hong Kong,ID,,18261,Channel Partner,SMB,,,,,business development,109,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,248,0 +10072,0.25,555 S Robins Parkway Cloud IT / Robins Afb / United States,IT,,44227,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,555 S Robins Parkway Cloud IT / Robins Afb / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +5574,0.5,/ Sao Paulo / Brazil,AS,,17014,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19413,0.25,/ القنفذة / Saudi Arabia,AS,0.0496894409937888,30360,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,6,1 +9945,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +122,1.0,/ Dubai / U.A.E,ID,0.075,29383,End Customer,SMB,,1.0,,1.0,information technology,59,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Holdings,308,0 +1264,0.25,Cloud IT / Canton / United States,IT,0.0434782608695652,42801,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Canton / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 +8974,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,0 +20053,1.0,/ Caruaru Pernambuco / Brazil,AS,0.004,20382,End Customer,SMB,,,,,others,63,Quotation or Purchase Consultation,etc.,,,/ Caruaru Pernambuco / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +20164,1.0,/ Carapicuiba / Brazil,AS,0.004,12122,Channel Partner,SMB,,,,,sales,233,Quotation or Purchase Consultation,multi-split,,,/ Carapicuiba / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +15833,0.5,/ Panama / Panama,AS,,9401,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +6342,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,78,0 +14096,0.25,/ Olinda / Brazil,AS,,4938,End Customer,Enterprise,,,,,operations,3,,,,,/ Olinda / Brazil,entry level,LGESP,,0,0,,,,,97,0 +12098,0.0,Israel,ID,,6193,,Enterprise,,,,,curation,3,,,,,Israel,none,LGEYK,,0,0,,,,,247,0 +11127,1.0,/ nalagonda / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ nalagonda / India,director,LGEIL,more than a year,0,0,,,,,174,0 +4333,0.25,/ Samastipur / India,AS,,36411,End Customer,Enterprise,14.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Samastipur / India,none,LGEIL,,0,0,,,,,600,0 +16312,0.25,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",AS,,21590,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 +9986,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +5733,0.5,/ Santos / Brazil,AS,,7814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santos / Brazil,others,LGESP,,0,0,,,,,97,0 +10004,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +6721,0.25,1006 Park Drive / KY / United States,AS,,30465,,Enterprise,,,,,,315,Services,,,,1006 Park Drive / KY / United States,none,LGEUS,,0,0,,,,,731,0 +19008,1.0,/ São Paulo / Brazil,AS,0.0681818181818181,25369,Specifier/ Influencer,SMB,0.0,,,,engineering,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,1 +1754,1.0,/ Pune / India,ID,,13386,,Enterprise,,,,,entrepreneurship,5,Technical Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +15475,0.25,/ Hồ chí Minh / Vietnam,AS,,34768,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Hồ chí Minh / Vietnam,others,LGEVH,,0,0,,,,,1046,1 +7534,1.0,/ / Egypt,AS,,25636,End Customer,Enterprise,,,,,others,67,Quotation or Purchase Consultation,,,,/ / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 +10669,1.0,/Içara/Brazil,ID,0.0749486652977412,32317,Channel Partner,SMB,,1.0,,1.0,administrative,65,Request for Partnership,interactive signage,,,/Içara/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,167,0 +9893,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +3757,1.0,/ Raipur / India,AS,,28727,Specifier/ Influencer,Enterprise,,,,,consulting,107,Quotation or Purchase Consultation,multi-split,,,/ Raipur / India,director,LGEIL,more than a year,0,0,,,,,123,0 +20801,1.0,/ Bogota / Colombia,ID,0.0476190476190476,37465,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,187,1 +15547,0.5,/ Monterrey / Mexico,AS,,31798,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +16781,0.25,/ / Austria,AS,,14496,,SMB,,,,,purchasing,3,,,,,/ / Austria,ceo/founder,LGEAG,,0,0,,,,,722,0 +9545,1.0,//United States,ID,0.8333333333333334,39179,Service Partner,SMB,,,,,business development,302,Other,standard signage,,,//United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 +11543,0.25,/ /,ID,,5091,,SMB,,,,,business development,3,,,,,/ /,others,LGEIN,,0,0,,,,,361,1 +16483,0.25,VIA BORGO ENIANO / MONTAGNANA / Italy,AS,,15796,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,VIA BORGO ENIANO / MONTAGNANA / Italy,entry level,LGEIS,,0,0,,,,,341,1 +9835,0.25,Cloud IT / New York / United States,IT,,29897,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4522,0.25,"/ Po-Tankua ,dist-koraput / India",AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,multi-split,,,"/ Po-Tankua ,dist-koraput / India",none,LGEIL,,0,0,,,,,115,0 +839,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +2639,1.0,/ / U.A.E,ID,,28588,Solution Eco-Partner,SMB,,,,,purchasing,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +19767,1.0,/ / Argentina,ID,0.0732484076433121,32539,,SMB,,,,,administrative,60,Others,,SuperSign CMS,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,1 +17088,0.75,/ Santiago / Chile,AS,,9552,Specifier/ Influencer,SMB,,,,,business development,71,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728,0 +16024,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,1 +19178,1.0,/ Santiago / Chile,ID,0.0538922155688622,36100,End Customer,Enterprise,,,,,arts and design,72,Quotation or Purchase Consultation,standard signage,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,357,1 +10186,1.0,/ Surat / India,AS,0.0888888888888888,23897,End Customer,SMB,,,,,entrepreneurship,40,Quotation or Purchase Consultation,multi-split,,,/ Surat / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,77,1 +9924,0.25,//United States,IT,,9324,End Customer,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20356,0.75,/ West Caldwell / New Jersey / United States,ID,,40217,,Enterprise,0.0,1.0,,1.0,operations,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ West Caldwell / New Jersey / United States,none,LGEUS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,159,0 +12342,0.75,/ sorsogon / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,3,,,,,/ sorsogon / Philippines,c-level executive,LGEPH,less than 3 months,0,0,,,,,616,1 +16647,0.25,Via Amsterdam / Roma / Italy,AS,,256,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Amsterdam / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +4331,0.25,/ Hyderabad / India,AS,,30174,End Customer,Enterprise,,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +15081,0.5,/ Arica / Chile,AS,,13955,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Arica / Chile,intern,LGECL,3 months ~ 6 months,0,0,,,,,728,0 +1337,0.25,Cloud IT / / United States,IT,0.0434782608695652,7130,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +13649,0.5,/ Niterói - Rio de janeiro / Brazil,AS,,54,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Niterói - Rio de janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +8576,1.0,/ CUERNAVACA / Mexico,IT,0.3333333333333333,36850,End Customer,SMB,,,,,information technology,498,Quotation or Purchase Consultation,cloud device,Thin Clients,,/ CUERNAVACA / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,878,0 +2551,1.0,/ludhiana/India,ID,,26027,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/ludhiana/India,other,LGEIL,less than 3 months,0,0,,,,,174,0 +7541,1.0,/Mustafa/Egypt,AS,,33334,End Customer,Enterprise,0.0,,,,others,61,Quotation or Purchase Consultation,etc.,,,/Mustafa/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +176,1.0,/ Dubai / U.A.E,ID,0.075,34222,End Customer,SMB,,1.0,,1.0,information technology,100,Quotation or Purchase Consultation,standard signage,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,308,1 +8166,1.0,/Rawatsar/India,ID,0.0311958405545927,11283,End Customer,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/Rawatsar/India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +10719,1.0,/São Paulo/Brazil,ID,0.0749486652977412,34464,Solution Eco-Partner,SMB,,1.0,,1.0,consulting,105,Quotation or Purchase Consultation,software solution,,,/São Paulo/Brazil,others,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,167,1 +3111,0.5,/ / India,ID,,25030,End Customer,Enterprise,,,,,others,27,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174,0 +10714,1.0,/ Teófilo Otoni / Brazil,ID,0.0749486652977412,44558,End Customer,Enterprise,,1.0,,1.0,media and communication,77,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Teófilo Otoni / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,316,1 +9934,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2170,1.0,/ lucknow / India,ID,,38529,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ lucknow / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +4363,0.25,/ SECUNDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,multi-split,,,/ SECUNDERABAD / India,none,LGEIL,,0,0,,,,,49,0 +14516,0.25,/ Paraná/ Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Paraná/ Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 +9196,1.0,/ ISTANBUL / Türkiye,ID,0.04,24491,Solution Eco-Partner,SMB,,1.0,,1.0,support,17,Quotation or Purchase Consultation,hotel tv,,,/ ISTANBUL / Türkiye,manager,LGETK,6 months ~ 9 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285,0 +1577,1.0,/Kolkata/India,ID,,27657,,Enterprise,,,,,administrative,7,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 +20902,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +12467,0.75,/ อุบลราชธานี / Thailand,AS,,47371,Specifier/ Influencer,Enterprise,,,,,engineering,16,,single-split,,,/ อุบลราชธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,775,0 +9153,1.0,/ Raxaul / India,AS,0.0289855072463768,46328,Specifier/ Influencer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,multi-split,,,/ Raxaul / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,89,1 +7410,1.0,/ São Paulo / Barueri / Brazil,AS,,5043,Specifier/ Influencer,SMB,,,,,engineering,213,Quotation or Purchase Consultation,vrf,,,/ São Paulo / Barueri / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +6616,0.25,/ Luck / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,251,Quotation or Purchase Consultation,multi-split,,,/ Luck / United States,none,LGEUS,,0,0,,,,,731,0 +13586,0.0,/ Kolkata / India,AS,,35850,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 +950,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +18618,0.0,/ / Peru,ID,0.0327868852459016,44015,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +17828,1.0,/ Bogota / Colombia,ID,0.0327868852459016,32240,End Customer,Enterprise,,,,,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),344,0 +20606,1.0,/Santa Rosa /Brazil,AS,,43308,End Customer,SMB,0.0,,,,engineering,360,Quotation or Purchase Consultation,etc.,,,/Santa Rosa /Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,97,0 +695,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9461,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174,0 +8427,0.25,Cloud IT / / United States,IT,,8184,,SMB,,,,,,318,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0005719551277132,,education,Others,374,0 +8735,1.0,/guwahati/India,AS,0.0677966101694915,33033,Specifier/ Influencer,Enterprise,,,,,arts and design,31,Quotation or Purchase Consultation,etc.,,,/guwahati/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,7,1 +20370,1.0,/ MEDELLIN / Colombia,ID,0.1241217798594847,20138,End Customer,Enterprise,,1.0,,1.0,administrative,77,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR761H (ASIA),/ MEDELLIN / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,0 +3236,0.5,1441 Winchester Ave / Ashland /,ID,,25044,End Customer,SMB,,,,,,65,Quotation or Purchase Consultation,,,,1441 Winchester Ave / Ashland /,none,LGEUS,less than 3 months,0,0,,,,,566,1 +9928,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10834,0.75,/Ranipet/India,ID,0.0575342465753424,7646,End Customer,SMB,,1.0,,1.0,administrative,20,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Ranipet/India,other,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,149,1 +9983,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17437,0.75,VIA RASTRELLO 22 / PORTOGRUARO / Italy,AS,,40406,End Customer,SMB,,,,,arts and design,217,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,VIA RASTRELLO 22 / PORTOGRUARO / Italy,ceo/founder,LGEIS,,0,0,,,,,1063,0 +15890,0.5,/ Guatemala / Guatemala,AS,,1890,Specifier/ Influencer,SMB,,,,,marketing,3,,vrf,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +12347,1.0,/ muntinlupa / Philippines,AS,,45711,Specifier/ Influencer,Enterprise,3.0,,,,operations,16,Quotation or Purchase Consultation,chiller,,,/ muntinlupa / Philippines,others,LGEPH,less than 3 months,0,0,,,,,46,0 +17681,0.5,/ urk / Belgium,AS,,30681,End Customer,Enterprise,,,,,,547,Usage or Technical Consultation,,,,/ urk / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,892,0 +755,0.0,Corporate / /,ID,0.0446428571428571,27164,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +11152,1.0,IRALA 1950 /CABA/Argentina,ID,,44385,Specifier/ Influencer,SMB,122.0,,,,other,107,Quotation or Purchase Consultation,led signage,Window Facing Display,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,0,,,,,345,0 +3846,1.0,/ Nizwa / Oman,AS,,1677,Specifier/ Influencer,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,727,0 +1096,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +2674,1.0,/ / U.A.E,ID,,34215,End Customer,SMB,,,,,information technology,23,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +2425,0.75,/ Shorewood / United States,ID,,38351,End Customer,SMB,,,,,operations,231,Technical Consultation,interactive signage,,,/ Shorewood / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,570,0 +4812,0.25,/Mumbai/India,AS,,18938,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,0 +20311,0.75,/ / Mexico,ID,0.1241217798594847,17076,,Enterprise,,1.0,,1.0,administrative,34,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 +4367,0.25,/ Bahraich / India,AS,,47466,End Customer,Enterprise,19.0,,,,,15,Quotation or Purchase Consultation,multi-split,,,/ Bahraich / India,none,LGEIL,,0,0,,,,,22,0 +9944,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3401,1.0,/Coimbatore/India,ID,,30943,,Enterprise,,,,,business development,4,Technical Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +21110,1.0,/ Sao Paulo - SP / Brazil,AS,,5786,End Customer,Enterprise,,,,,finance,80,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo - SP / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +14364,0.25,/ Aracaju - se / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,single-split,,,/ Aracaju - se / Brazil,none,LGESP,,0,0,,,,,97,0 +1428,1.0,/ Bhopal / India,ID,,33463,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +12819,0.5,/ Malang / Indonesia,AS,,24124,Specifier/ Influencer,Enterprise,,,,,engineering,9,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743,1 +4537,0.25,/ Puducherry / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,etc.,,,/ Puducherry / India,none,LGEIL,,0,0,,,,,115,0 +4646,0.25,/ Gurugram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,624,Quotation or Purchase Consultation,vrf,,,/ Gurugram / India,none,LGEIL,,0,0,,,,,129,0 +11634,0.5,/ Ahmedabad / India,ID,,30990,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,entry level,LGEIL,,0,0,,,,,174,0 +1533,1.0,/Ferozepur/India,ID,,38538,,Enterprise,98.0,,,,education,27,Quotation or Purchase Consultation,interactive digital board,,,/Ferozepur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165,0 +2279,0.75,IT/SW / Riyadh / U.A.E,ID,,12637,End Customer,SMB,,,,,sales,414,Quotation or Purchase Consultation,video wall signage,SVM5F Series,55SVM5F-H,IT/SW / Riyadh / U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308,0 +9580,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +2383,0.75,701 Broadway St. / Cincinnati /,ID,,19764,End Customer,SMB,,,,,,21,Quotation or Purchase Consultation,,,,701 Broadway St. / Cincinnati /,none,LGEUS,less than 3 months,0,0,,,,,566,0 +16853,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16279,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +15080,0.5,/ Santiago / Chile,AS,,17012,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728,0 +8225,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 +17669,1.0,/ Santa Maria RS / Brazil,AS,0.0118577075098814,26468,Specifier/ Influencer,Enterprise,,,,,operations,141,Services,single-split,,,/ Santa Maria RS / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,97,0 +5361,0.5,/Joinville/Brazil,AS,,35563,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 +12859,1.0,/ Rio de Janeiro / Brazil,AS,,30,Channel Partner,Enterprise,16.0,,,,administrative,383,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +368,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14376,0.25,/ RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,137,Quotation or Purchase Consultation,single-split,,,/ RS / Brazil,none,LGESP,,0,0,,,,,97,0 +8372,0.25,/ miami / United States,ID,0.3902439024390244,41505,,Enterprise,,,,,,8,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ miami / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 +18448,0.0,/ / Peru,ID,0.0327868852459016,20864,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +10895,0.25,/ / Tunisia,ID,0.075,4169,End Customer,SMB,,1.0,,1.0,,3,,led signage,,,/ / Tunisia,ceo/founder,LGEEG,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +5399,0.5,/São Paulo/Brazil,AS,,45301,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +12616,1.0,/Hà Nội/Vietnam,AS,,25870,End Customer,Enterprise,0.0,,,,engineering,62,Quotation or Purchase Consultation,chiller,,,/Hà Nội/Vietnam,manager,LGEVH,less than 3 months,0,0,,,,,1028,1 +9752,0.25,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,IT,,22739,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +3190,0.25,/ / United States,ID,,9647,,SMB,,,,,,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 +5840,0.5,/ São Paulo / Brazil,AS,,32086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +17836,1.0,/ / Vietnam,ID,0.2142857142857142,28158,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +6568,0.0,/ Zrenjanin / Serbia,AS,,19700,Specifier/ Influencer,Enterprise,,,,,others,14,,,,,/ Zrenjanin / Serbia,none,LGEMK,,0,0,,,,,766,0 +2381,0.75,"118 Shawan Road, STE AA /Hunt Valley/",ID,,28027,Specifier/ Influencer,SMB,,,,,,182,Quotation or Purchase Consultation,,,,"118 Shawan Road, STE AA /Hunt Valley/",none,LGEUS,less than 3 months,0,0,,,,,152,1 +10358,1.0,/ Sorocaba / Brazil,AS,0.0039370078740157,32171,End Customer,Enterprise,0.0,,,,administrative,70,Usage or Technical Consultation,vrf,,,/ Sorocaba / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97,1 +2675,1.0,/ / U.A.E,ID,,3806,End Customer,Enterprise,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +18709,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7142,1.0,/ Antipolo City / Philippines,AS,,32691,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Antipolo City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46,0 +15481,0.25,/ Egypt / Egypt,AS,,2246,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Egypt / Egypt,manager,LGEEG,,0,0,,,,,51,0 +4894,0.5,/sao paulo/Brazil,AS,,18436,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/sao paulo/Brazil,manager,LGESP,,0,0,,,,,97,0 +3742,1.0,/ Nagpur / India,AS,,20696,End Customer,Enterprise,,,,,operations,55,Quotation or Purchase Consultation,ventilation,,,/ Nagpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,136,0 +9554,1.0,/ SANTIAGO / Chile,ID,0.0476190476190476,9569,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ SANTIAGO / Chile,director,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,0 +9701,0.25,Cloud IT / Danbury / United States,IT,,43850,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Danbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +2188,1.0,/ Indore / India,ID,,25420,,Enterprise,5.0,,,,business development,16,Quotation or Purchase Consultation,interactive signage,IDB,75TR3DJ,/ Indore / India,others,LGEIL,less than 3 months,0,0,,,,,222,0 +9125,1.0,"/Deira, Dubai/U.A.E",AS,0.0196078431372549,27100,,SMB,,,,,marketing,379,Quotation or Purchase Consultation,etc.,,,"/Deira, Dubai/U.A.E",director,LGEGF,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,25,1 +2874,0.75,/ Orlando / United States,ID,,43141,End Customer,SMB,,,,,arts and design,20,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Orlando / United States,director,LGEUS,,0,0,,,,,348,0 +18779,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +961,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +12782,1.0,corso S. ignazio 88 / santhià / Italy,AS,,35725,Specifier/ Influencer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,corso S. ignazio 88 / santhià / Italy,director,LGEIS,less than 3 months,0,0,,,,,1032,1 +17026,1.0,/Minas Gerais / Belo Horizonte/Brazil,AS,,6166,End Customer,Enterprise,,,,,sales,168,Quotation or Purchase Consultation,etc.,,,/Minas Gerais / Belo Horizonte/Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +2910,0.75,/ / United States,ID,,36772,,SMB,,,,,purchasing,126,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360,0 +20790,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21681,End Customer,Enterprise,172.0,,,,operations,80,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212,0 +20880,0.0,/ / Brazil,ID,0.0476190476190476,24619,End Customer,SMB,26.0,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +15873,0.5,/ Quito / Ecuador,AS,,29015,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +9927,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16644,0.25,Via Gregorio XI 20 / Roma / Italy,AS,,24675,Channel Partner,Enterprise,,,,,sales,3,,vrf,,,Via Gregorio XI 20 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 +2065,1.0,/ cananda / India,ID,,12720,,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,interactive signage,,,/ cananda / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +16381,0.25,Via Dante Alighieri 7 / Cavour / Italy,AS,,39375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,vrf,,,Via Dante Alighieri 7 / Cavour / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +7787,0.25,1013 E. Creswell Ln. Education / Opelousas / United States,IT,,39974,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1013 E. Creswell Ln. Education / Opelousas / United States,none,LGEUS,,0,0,,,,,374,0 +16167,0.25,/ SINGAPORE / Singapore,AS,,37773,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,1 +18865,0.5,/ / Saudi Arabia,ID,0.032258064516129,19829,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Saudi Arabia,associate/analyst,LGESJ,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209,0 +14904,0.5,/ Recife / Brazil,AS,,4455,Specifier/ Influencer,Enterprise,3.0,,,,others,3,,etc.,,,/ Recife / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +2943,1.0,/ / Saudi Arabia,ID,,40983,End Customer,SMB,,,,,operations,44,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +7318,1.0,/ Semarang / Indonesia,AS,,33815,Specifier/ Influencer,Enterprise,1.0,,,,consulting,15,Quotation or Purchase Consultation,vrf,,,/ Semarang / Indonesia,director,LGEIN,6 months ~ 9 months,0,0,,,,,670,0 +13996,0.5,/ Santo Amaro Da Imperatriz / Brazil,AS,,27105,Specifier/ Influencer,Enterprise,,,,,operations,15,Quotation or Purchase Consultation,single-split,,,/ Santo Amaro Da Imperatriz / Brazil,entry level,LGESP,,0,0,,,,,97,0 +709,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +20649,1.0,/ lima / Peru,ID,0.0695652173913043,40069,End Customer,Enterprise,,,,,operations,38,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ lima / Peru,associate/analyst,LGEPR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,190,0 +10752,1.0,/ SAN MIGUEL DE ALLENDE / Mexico,ID,0.0749486652977412,33697,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,hotel tv,US670H Series,55US670H (NA),/ SAN MIGUEL DE ALLENDE / Mexico,intern,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,189,0 +14284,0.5,/ Caxias do Sul / Brazil,AS,,28762,Specifier/ Influencer,Enterprise,1.0,,,,entrepreneurship,3,,vrf,,,/ Caxias do Sul / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 +1832,1.0,/Theni/India,ID,,7648,,Enterprise,,,,,administrative,17,Other,interactive digital board,,,/Theni/India,manager,LGEIL,more than a year,0,0,,,,,174,0 +20736,1.0,/ Chiapas / Mexico,AS,,23077,Channel Partner,Enterprise,,,,,administrative,299,Quotation or Purchase Consultation,multi-split,,,/ Chiapas / Mexico,director,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Renewable Energy,42,0 +14236,0.25,/ Salvador / Brazil,AS,,18426,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Salvador / Brazil,director,LGESP,,0,0,,,,,97,0 +17219,0.75,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,"VRF,Multi-Split",,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,759,0 +9930,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1339,0.25,General / / United States,IT,0.0434782608695652,31998,End Customer,Enterprise,0.0,,1.0,1.0,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,Others,438,1 +14214,0.5,/ Guapimirim / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,51,Quotation or Purchase Consultation,vrf,,,/ Guapimirim / Brazil,director,LGESP,,0,0,,,,,97,0 +9977,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4705,0.25,/ gaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,single-split,,,/ gaziabad / India,none,LGEIL,,0,0,,,,,17,1 +10109,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,0 +7568,1.0,/ Managua / Nicaragua,AS,,4731,,Enterprise,,,,,,2,Trainings,etc.,,,/ Managua / Nicaragua,trainee,LGEPS,more than a year,0,0,,,,,654,0 +8750,1.0,/ London / United Kingdom,IT,,42369,End Customer,SMB,,,,,3d/vfx art,219,Quotation or Purchase Consultation,monitor,,,/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,0.0002983104051378,,residential (home),,427,0 +9216,0.75,/ / United States,ID,,19587,End Customer,SMB,,1.0,,1.0,others,396,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +17145,0.75,/ Santiago / Chile,AS,,8134,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 +16298,0.25,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",AS,,28081,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +15049,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 +17129,0.75,/ Santiago / Chile,AS,,37498,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 +20600,0.25,/ Woodlands / Singapore,AS,0.1363636363636363,40119,Specifier/ Influencer,Enterprise,17.0,,,,others,3,,,,,/ Woodlands / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,1 +12556,1.0,/ Derwent Park / Australia,AS,,35119,Channel Partner,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,heating,,,/ Derwent Park / Australia,c-level executive,LGEAP,less than 3 months,0,0,,,,,689,0 +14976,0.5,/ Santiago / Chile,AS,,9189,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +259,1.0,/Dubai/U.A.E,ID,0.075,46158,End Customer,SMB,,1.0,,1.0,program and project management,35,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Dubai/U.A.E,others,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,227,0 +18138,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +7922,0.25,//United States,IT,,5961,Channel Partner,Enterprise,1.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 +9354,1.0,/ bhiwadi / India,AS,0.0714285714285714,39702,End Customer,SMB,,,,,operations,144,Quotation or Purchase Consultation,vrf,,,/ bhiwadi / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,608,1 +11339,0.75,/ / Mexico,ID,,9263,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +5364,0.5,/Joinville/Brazil,AS,,35563,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 +13109,1.0,/ Balneário Camboriu / Brazil,AS,,15937,Specifier/ Influencer,SMB,1.0,,,,engineering,98,Usage or Technical Consultation,vrf,,,/ Balneário Camboriu / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +12531,0.75,/ กรุงเทพมหานคร / Thailand,AS,,21306,Specifier/ Influencer,Enterprise,,,,,engineering,26,,single-split,,,/ กรุงเทพมหานคร / Thailand,others,LGETH,less than 3 months,0,0,,,,,748,0 +19683,0.75,/ / Peru,ID,0.0732484076433121,15905,,Enterprise,,,,,sales,35,Others,,,,/ / Peru,none,LGEPR,9 months ~ 1 year,0,0,0.0011827288932506,0.0498402555910543,retail,,258,0 +8289,0.25,/ / Australia,ID,0.2142857142857142,39968,End Customer,SMB,,,,,program and project management,7,,,,,/ / Australia,director,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +11973,0.0,/ / Brazil,ID,,4936,,Enterprise,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +10847,0.0,/ / Brazil,ID,0.0749486652977412,43186,End Customer,Enterprise,,1.0,,1.0,administrative,103,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,342,1 +14116,0.25,/ Recife - Pernambuco / Brazil,AS,,22222,,Enterprise,,,,,entrepreneurship,3,,,,,/ Recife - Pernambuco / Brazil,entry level,LGESP,,0,0,,,,,97,0 +18160,0.0,/ / Peru,ID,0.0327868852459016,16780,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +4468,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Delhi / India,none,LGEIL,,0,0,,,,,115,0 +4029,1.0,/ Somalia / Somalia,AS,,5729,End Customer,Enterprise,,,,,engineering,73,Quotation or Purchase Consultation,vrf,,,/ Somalia / Somalia,manager,LGEEF,less than 3 months,0,0,,,,,747,0 +16795,1.0,/ Rizal / Philippines,AS,,15824,End Customer,Enterprise,1.0,,,,program and project management,23,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +16866,1.0,/ MANILA / Philippines,AS,,11578,End Customer,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,/ MANILA / Philippines,others,LGEPH,less than 3 months,0,0,,,,,135,0 +18191,0.0,/ / Peru,ID,0.0327868852459016,8712,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +8044,1.0,/ / U.A.E,ID,0.043103448275862,40908,End Customer,SMB,,,,,information technology,238,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 +7969,0.25,5335 Gate Pkwy Education / Jacksonville / United States,IT,,13178,,SMB,0.0,,,,,165,Quotation or Purchase Consultation,,,,5335 Gate Pkwy Education / Jacksonville / United States,none,LGEUS,,0,0,,,,,374,0 +13852,0.5,/ Gravataí / Brazil,AS,,9085,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Gravataí / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +12628,1.0,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,AS,,11003,End Customer,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,vrf,,,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,,,,,759,0 +15435,0.25,/ Ho Chi Minh / Vietnam,AS,,11249,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,manager,LGEVH,,0,0,,,,,759,0 +9974,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10001,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2996,1.0,/Lucknow/India,ID,,26016,,SMB,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147,1 +2994,1.0,/ / China,ID,,7992,End Customer,SMB,,,,,finance,52,Quotation or Purchase Consultation,high brightness signage,,,/ / China,manager,LGECH,6 months ~ 9 months,0,0,,,,,379,0 +8971,1.0,/ Atlanta / United States,ID,0.1186440677966101,26799,Channel Partner,SMB,,,,,purchasing,459,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Atlanta / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,348,0 +20574,1.0,/San Luis Potosi/Mexico,AS,,10332,End Customer,Enterprise,,,,,engineering,88,Quotation or Purchase Consultation,chiller,,,/San Luis Potosi/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 +18484,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +6589,0.25,/ Honolulu / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Honolulu / United States,none,LGEUS,,0,0,,,,,730,0 +8929,0.75,/ Doral / United States,ID,0.1186440677966101,12852,,SMB,,,,,purchasing,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Doral / United States,none,LGEUS,3 months ~ 6 months,0,0,0.0011827288932506,0.0498402555910543,retail,,360,0 +7412,1.0,/ PONTA GROSSA-PR / Brazil,AS,,9715,Channel Partner,Enterprise,,,,,sales,91,Quotation or Purchase Consultation,multi-split,,,/ PONTA GROSSA-PR / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +12302,0.75,/Piura/Peru,AS,,21679,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/Piura/Peru,associate/analyst,LGEPR,9 months ~ 1 year,0,0,,,,,125,0 +8631,1.0,/ / United States,ID,0.1666666666666666,8959,End Customer,SMB,,,,,others,293,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,309,0 +19766,1.0,/ / Argentina,ID,0.0732484076433121,34365,,SMB,16.0,,,,administrative,19,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 +4653,0.25,/ Bareilly / India,AS,,47466,End Customer,Enterprise,19.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Bareilly / India,none,LGEIL,,0,0,,,,,22,0 +1461,1.0,/ Gauteng / South Africa,ID,,30267,Service Partner,SMB,,,,,purchasing,229,Quotation or Purchase Consultation,video wall signage,,,/ Gauteng / South Africa,director,LGESA,less than 3 months,0,0,,,,,554,0 +8458,1.0,/Fatehnagar /India,AS,0.4615384615384615,26749,End Customer,Enterprise,,,,,healthcare services,12,Product Information,vrf,,,/Fatehnagar /India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 +1355,1.0,/ Ahmedabad / India,ID,,40289,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,166,0 +10843,0.0,/ / Brazil,ID,0.0749486652977412,46009,End Customer,SMB,4.0,1.0,,1.0,business development,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +7227,1.0,/ Bulacan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,/ Bulacan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +15033,0.5,/ santiago / Chile,AS,,21633,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +11992,0.25,/ / Colombia,ID,,12195,End Customer,SMB,0.0,,,,administrative,1056,Quotation or Purchase Consultation,led signage,,,/ / Colombia,none,LGECB,,0,0,,,,,977,1 +475,0.25,Corporate / /,ID,0.0446428571428571,19843,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +4695,0.25,/ Vijayawada / India,AS,,47466,End Customer,Enterprise,19.0,,,,,8,Quotation or Purchase Consultation,single-split,,,/ Vijayawada / India,none,LGEIL,,0,0,,,,,116,0 +7671,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405,0 +3313,0.25,Education / / United States,ID,,41482,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,,,,,194,0 +20355,1.0,/ / Panama,ID,0.1241217798594847,30787,End Customer,Enterprise,,1.0,,1.0,business development,129,Quotation or Purchase Consultation,hotel tv,,,/ / Panama,partner,LGEPS,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,327,0 +18986,1.0,/Goiânia/Brazil,AS,0.0681818181818181,9258,End Customer,Enterprise,,,,,operations,156,Quotation or Purchase Consultation,etc.,,,/Goiânia/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,0 +7258,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,multi-split,,,/ / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 +1335,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +13264,0.25,/Palu/Indonesia,AS,,11155,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Palu/Indonesia,none,LGEIN,,0,0,,,,,670,0 +10120,0.75,/ ONTARIO / Canada,ID,0.4,19271,Service Partner,Enterprise,,,,,business development,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ ONTARIO / Canada,none,LGECI,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,171,1 +8104,1.0,/ / United States,ID,0.3333333333333333,38701,Specifier/ Influencer,SMB,0.0,,,,business development,181,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5PG-S,/ / United States,c-level executive,LGEUS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),311,0 +9978,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +6405,0.25,/ london / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ london / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +5743,0.5,/ São Paulo / Brazil,AS,,22440,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8658,0.25,/ La Follette / United States,ID,0.1666666666666666,18873,,Enterprise,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ La Follette / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 +8481,1.0,/ Rancho Palos Verdes / United States,ID,,6299,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 +20690,1.0,//Brazil,ID,0.0695652173913043,33543,End Customer,Enterprise,,,,,engineering,465,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,//Brazil,intern,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,0 +19592,1.0,/ são paulo / Brazil,ID,0.0732484076433121,45302,Service Partner,Enterprise,,,,,others,150,Quotation or Purchase Consultation,hotel tv,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +16770,0.25,"VIA NOVARA, 143 / MILANO / Italy",AS,,32766,Service Partner,SMB,,,,,support,3,,vrf,,,"VIA NOVARA, 143 / MILANO / Italy",others,LGEIS,,0,0,,,,,341,1 +19500,0.0,/ / Peru,ID,0.0544217687074829,23370,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 +10081,0.5,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,IT,,25368,End Customer,SMB,,,,,others,23,Quotation or Purchase Consultation,,,,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +4049,0.5,/Ormoc /Philippines,AS,,15235,Specifier/ Influencer,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/Ormoc /Philippines,manager,LGEPH,,0,0,,,,,8,1 +17991,0.5,/ / India,ID,0.0311958405545927,21551,,Enterprise,,,,,,3,Others,,,,/ / India,others,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +1597,1.0,/Mumbai/India,ID,,24204,,Enterprise,,,,,business development,55,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +10827,1.0,/ C.A.B.A. / Argentina,ID,0.0749486652977412,1466,End Customer,Enterprise,2.0,1.0,,1.0,purchasing,129,Quotation or Purchase Consultation,oled signage,,,/ C.A.B.A. / Argentina,others,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +9316,1.0,/ Itliy / Saudi Arabia,AS,,3463,Specifier/ Influencer,Enterprise,,,,,marketing,64,Services,single-split,,,/ Itliy / Saudi Arabia,others,LGESJ,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,13,0 +7141,1.0,/ MUNTINLUPA / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,41,Quotation or Purchase Consultation,vrf,,,/ MUNTINLUPA / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,46,0 +8181,1.0,/ Hyderabad / India,ID,0.0311958405545927,46452,End Customer,Enterprise,,,,,education,519,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3DJ,/ Hyderabad / India,partner,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,277,1 +17640,0.25,/ Feltham / United States,ID,0.3333333333333333,3366,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Feltham / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 +4270,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,1 +17793,0.75,/ / Brazil,ID,0.0327868852459016,43801,,Enterprise,,,,,operations,28,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406,0 +19291,1.0,/Niteroi Rj/Brazil,AS,0.0037878787878787,34432,Specifier/ Influencer,Enterprise,,,,,operations,223,Quotation or Purchase Consultation,etc.,,,/Niteroi Rj/Brazil,entry level,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +15362,0.25,/ Edirne / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ Edirne / Türkiye,none,LGETK,,0,0,,,,,103,0 +12763,0.75,/ / Singapore,AS,,23958,End Customer,SMB,0.0,,,,others,3,,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,1 +822,0.25,Corporate / /,ID,0.0446428571428571,45971,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +10068,0.25,3545 Lakeland Drive Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Drive Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +2536,1.0,/ Didwana / India,ID,,37680,,Enterprise,,,,,education,3,Technical Consultation,interactive signage,,,/ Didwana / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +6655,0.25,3301 Sunrise Road / TX / United States,AS,,40692,,SMB,1.0,,,,,134,Services,,,,3301 Sunrise Road / TX / United States,none,LGEUS,,0,0,,,,,730,0 +19062,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,7515,End Customer,SMB,,,,,information technology,108,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Rio de Janeiro / Brazil,intern,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,342,0 +18392,0.0,/ / Peru,ID,0.0327868852459016,44014,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +17568,1.0,/ / Egypt,ID,0.043103448275862,36708,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,234,1 +3053,0.75,/ /,ID,,2057,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368,0 +9735,0.25,520 Air Park Dr Cloud IT / Tullahoma / United States,IT,,4343,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,520 Air Park Dr Cloud IT / Tullahoma / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +9240,0.0,/ / India,ID,,21337,,Enterprise,,1.0,,1.0,business development,30,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,174,0 +8509,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209,0 +5864,0.5,/ / Brazil,AS,,7777,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +4810,0.25,/Mumbai/India,AS,,21194,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,0 +4277,0.25,/ Dhanbad / India,AS,,36411,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600,1 +7974,0.25,Cloud IT / / United States,IT,,2469,,SMB,,,,,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,436,0 +2570,1.0,/ UJJAIN / India,ID,,27719,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ UJJAIN / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,166,0 +4654,0.25,/ Amreli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Amreli / India,none,LGEIL,,0,0,,,,,37,0 +9641,1.0,/ Bukavu / Democratic Republic of the Congo,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,139,Quotation or Purchase Consultation,ventilation,,,/ Bukavu / Democratic Republic of the Congo,director,LGEAF,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,104,0 +10813,1.0,/ Cali / Argentina,ID,0.0749486652977412,43570,Specifier/ Influencer,Enterprise,,1.0,,1.0,consulting,115,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ Cali / Argentina,others,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,187,0 +7719,1.0,/dubai /U.A.E,IT,,15872,End Customer,SMB,,,,,marketing,150,Quotation or Purchase Consultation,monitor,,,/dubai /U.A.E,vice president,LGEGF,less than 3 months,0,0,,,,,227,0 +5548,0.5,/ Sao Paulo / Brazil,AS,,15888,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +7358,1.0,/ Tiruvarur / India,AS,,36693,End Customer,Enterprise,,,,,business development,17,Quotation or Purchase Consultation,chiller,,,/ Tiruvarur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,19,0 +13969,0.5,/ Fortaleza / Brazil,AS,,36373,Specifier/ Influencer,Enterprise,,,,,operations,6,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 +17574,1.0,/San isidro/Argentina,ID,0.0806916426512968,29029,Channel Partner,Enterprise,,,,,engineering,146,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/San isidro/Argentina,ceo/founder,LGEAR,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",345,0 +2269,1.0,/ / U.A.E,ID,,14346,End Customer,SMB,,,,,arts and design,86,Technical Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +730,0.0,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +921,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +970,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9474,0.25,/ Los Angeles / United States,ID,,2876,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Los Angeles / United States,none,LGEUS,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,194,0 +15892,0.5,/ Panama / Panama,AS,,7539,Specifier/ Influencer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Panama / Panama,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +13387,0.25,/ Chandigarh / India,AS,,40723,,Enterprise,0.0,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672,0 +9390,1.0,IRALA 1950 /CABA/Argentina,ID,0.0695652173913043,33674,Specifier/ Influencer,SMB,179.0,,,,other,10,Quotation or Purchase Consultation,standard signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,1 +12581,1.0,/Małopolskie/Poland,AS,,30703,Specifier/ Influencer,Enterprise,,,,,arts and design,429,Usage or Technical Consultation,single-split,,,/Małopolskie/Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694,1 +141,1.0,/ Nagpur / India,ID,0.0575342465753424,23981,End Customer,SMB,,1.0,,1.0,information technology,181,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ Nagpur / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,314,1 +6194,0.25,/ Barueri / Brazil,AS,,23857,,SMB,,,,,others,3,,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97,0 +12014,0.25,/ / Argentina,ID,,20667,,Enterprise,26.0,,,,sales,3,Others,,,,/ / Argentina,none,LGEAR,,0,0,,,,,325,0 +8829,1.0,/ QUEZON CITY / Philippines,AS,0.04,26207,End Customer,Enterprise,,,,,engineering,650,Usage or Technical Consultation,ventilation,,,/ QUEZON CITY / Philippines,entry level,LGEPH,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,Military,0,1 +16068,0.25,/ / United States,AS,,42088,,SMB,0.0,,,,,7,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,731,0 +6607,0.25,/ San Diego / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ San Diego / United States,none,LGEUS,,0,0,,,,,731,0 +2997,1.0,/ Chalakudy / India,ID,,5128,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ Chalakudy / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +13212,0.5,/CALOOCAN CITY/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/CALOOCAN CITY/Philippines,intern,LGEPH,,0,0,,,,,0,1 +4241,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,139,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +14508,0.25,/ Sorocaba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,12,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,none,LGESP,,0,0,,,,,97,0 +14922,0.25,/ / Thailand,AS,,47397,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753,0 +7345,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 +20078,1.0,/ São Paulo / Brazil,AS,0.004,4186,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,34,Quotation or Purchase Consultation,single-split,,,/ São Paulo / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +9968,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19728,1.0,/Ponta Grossa/Brazil,ID,0.0732484076433121,40806,End Customer,SMB,,,,,administrative,31,Quotation or Purchase Consultation,video wall signage,,,/Ponta Grossa/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279,0 +9503,0.75,/ / India,ID,,36557,End Customer,SMB,,,,,purchasing,20,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / India,manager,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,271,0 +4586,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115,0 +8557,1.0,/ Montvale / NJ / United States,ID,,32150,,SMB,,,,,,139,Quotation or Purchase Consultation,,Medical Displays- Surgical- ALL,"27HK510S, 27HQ710S,32HL714S, 55MH5K",/ Montvale / NJ / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,832,0 +16936,1.0,/ TANHAÇU / Brazil,AS,,36811,End Customer,Enterprise,,,,,product management,137,Quotation or Purchase Consultation,single-split,,,/ TANHAÇU / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 +11384,0.75,/ / Dominican Republic,ID,,41777,,Enterprise,,,,,entrepreneurship,3,Request for Partnership,,,,/ / Dominican Republic,none,LGEPS,more than a year,0,0,,,,,260,0 +8765,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148,0 +5367,0.5,/São Paulo/Brazil,AS,,24848,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +5549,0.5,/ São Paulo / Brazil,AS,,32809,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8738,1.0,/SP/Brazil,AS,0.0037878787878787,26851,Specifier/ Influencer,Enterprise,,,,,support,187,Usage or Technical Consultation,single-split,,,/SP/Brazil,manager,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 +506,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +13890,0.5,/ franca / Brazil,AS,,2427,Specifier/ Influencer,SMB,,,,,operations,3,,vrf,,,/ franca / Brazil,associate/analyst,LGESP,less than 3 months,0,0,,,,,97,0 +8493,1.0,/ / Poland,ID,,18685,Specifier/ Influencer,Enterprise,,,,,business development,407,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,343,0 +20709,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278,1 +8004,1.0,//Spain,ID,0.0135135135135135,41274,Service Partner,SMB,,,,,engineering,917,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,//Spain,director,LGEES,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),179,0 +10858,0.0,/ / Brazil,ID,0.0749486652977412,35701,Channel Partner,Enterprise,10.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +2780,1.0,/ / Türkiye,ID,,69,Specifier/ Influencer,SMB,,,,,consulting,53,Technical Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285,0 +10859,0.0,/ / Brazil,ID,0.0749486652977412,45657,Channel Partner,SMB,143.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +868,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9549,1.0,/ Goleta / United States,ID,0.8333333333333334,10109,Channel Partner,SMB,,,,,administrative,59,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Goleta / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Bus Terminal,568,0 +6421,0.25,/ Cambridgeshire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Cambridgeshire / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +8145,0.25,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375,1 +19965,1.0,/ / Hong Kong,ID,0.1184210526315789,42067,End Customer,SMB,0.0,,,,sales,43,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195,0 +6680,0.25,2242 Joyce / TX / United States,AS,,12906,,SMB,,,,,,478,Services,,,,2242 Joyce / TX / United States,none,LGEUS,,0,0,,,,,731,0 +4271,0.25,/ New delhi / India,AS,0.0677966101694915,1931,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,9,1 +77,1.0,/Sriperumbudur/India,AS,0.0888888888888888,39827,End Customer,Enterprise,0.0,,,,engineering,331,Quotation or Purchase Consultation,vrf,,,/Sriperumbudur/India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,10,1 +10257,1.0,/ Pomorskie/Subkowy / Poland,AS,,4,Specifier/ Influencer,SMB,,,,,others,93,Quotation or Purchase Consultation,multi-split,,,/ Pomorskie/Subkowy / Poland,ceo/founder,LGEPL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,642,0 +748,0.0,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +11954,0.0,/ / Brazil,ID,,10325,,Enterprise,,,,,legal,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,278,0 +12441,0.75,/ / Brazil,AS,,17875,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97,0 +2345,1.0,/ / Egypt,ID,,3468,End Customer,SMB,,,,,information technology,29,Quotation or Purchase Consultation,oled signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +8007,1.0,/ Pune / India,ID,0.0330578512396694,24588,,SMB,,,,,legal,81,Quotation or Purchase Consultation,interactive signage,One:Quick Flex,43HT3WJ,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,148,1 +16859,1.0,/ Bataan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +12142,1.0,/ Mohali / India,ID,,44604,,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,interactive signage,,,/ Mohali / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +3434,1.0,/ Chandigarh / India,ID,,7205,,Enterprise,,,,,engineering,1,Technical Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +9962,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +359,0.25,2106 Florence Avenue Cloud IT / Cincinnati / United States,ID,0.0446428571428571,9914,Channel Partner,SMB,,1.0,,1.0,,114,Quotation or Purchase Consultation,others,,,2106 Florence Avenue Cloud IT / Cincinnati / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,372,1 +2705,1.0,/ / U.A.E,ID,,11906,End Customer,SMB,,,,,information technology,83,Technical Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +2496,1.0,/ Bharuch / India,ID,,37680,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Bharuch / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4868,0.5,/ São Paulo / Brazil,AS,,46034,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +17907,0.25,/ Lucknow / India,ID,0.0311958405545927,8870,End Customer,SMB,1.0,,,,support,16,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Lucknow / India,none,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,356,1 +15443,0.25,/ HO Chi Minh / Vietnam,AS,,11263,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ HO Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745,0 +2893,0.75,/ / United States,ID,,13006,,Enterprise,,,,,purchasing,114,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 +13999,0.5,/ Nova crixas / Brazil,AS,,27803,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Nova crixas / Brazil,entry level,LGESP,,0,0,,,,,97,0 +19993,1.0,/ Jaraguá do Sul SC / Brazil,AS,0.004,23545,End Customer,Enterprise,,,,,sales,84,Quotation or Purchase Consultation,single-split,,,/ Jaraguá do Sul SC / Brazil,ceo/founder,LGESP,9 months ~ 1 year,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),97,0 +2023,1.0,/ Kannad / India,ID,,4833,,Enterprise,,,,,education,18,Others,interactive signage,,,/ Kannad / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +10457,1.0,/Cordilheira Alta - SC/Brazil,ID,0.0749486652977412,26032,End Customer,SMB,,1.0,,1.0,operations,211,Quotation or Purchase Consultation,one:quick series,,,/Cordilheira Alta - SC/Brazil,director,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,1 +19679,0.5,/ / Peru,ID,0.0732484076433121,5511,End Customer,Enterprise,,,,,others,10,,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,1 +7849,0.25,1600 N. Broadway Education / Tooele / United States,IT,,42875,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1600 N. Broadway Education / Tooele / United States,none,LGEUS,,0,0,,,,,374,0 +1407,0.75,/ Chennai / India,ID,,21473,,SMB,,,,,administrative,10,,,,,/ Chennai / India,c-level executive,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +17038,1.0,/ Itabuna / Brazil,AS,,21554,Channel Partner,Enterprise,,,,,sales,95,Quotation or Purchase Consultation,multi-split,,,/ Itabuna / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +19605,1.0,/ Ribeirão Preto / Brazil,ID,0.0732484076433121,31630,Service Partner,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,480,0 +5898,0.5,/ São Paulo / Brazil,AS,,38975,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9190,0.25,300 Eva Davis Way Se Education / Atlanta / United States,IT,,8474,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Eva Davis Way Se Education / Atlanta / United States,none,LGEUS,,0,0,0.0011827288932506,,retail,Gas Station,374,0 +6086,0.25,/ Goiânia / Brazil,AS,,10047,,Enterprise,,,,,engineering,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 +17601,1.0,/ / Mexico,ID,0.0806916426512968,33418,End Customer,SMB,,,,,marketing,104,Quotation or Purchase Consultation,video wall signage,,,/ / Mexico,manager,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,257,0 +18924,1.0,/ São Paulo / Brazil,AS,0.0151515151515151,26939,Channel Partner,Enterprise,,,,,education,82,Quotation or Purchase Consultation,etc.,,,/ São Paulo / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,97,1 +19144,1.0,/ Barranquilla / Colombia,IT,0.3333333333333333,21321,End Customer,Enterprise,,,,,radiology professional,65,Quotation or Purchase Consultation,medical display,,,/ Barranquilla / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,837,1 +7774,0.25,401 Greensboro Street Education / Starkville / United States,IT,,40130,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,401 Greensboro Street Education / Starkville / United States,none,LGEUS,,0,0,,,,,374,0 +1343,0.25,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",IT,0.0434782608695652,39599,Channel Partner,SMB,0.0,,1.0,1.0,,20,Quotation or Purchase Consultation,,,,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,439,1 +11985,0.25,/ / Poland,ID,,21405,End Customer,SMB,,,,,,3,,high brightness signage,,,/ / Poland,manager,LGEPL,,0,0,,,,,343,0 +11586,0.5,/ Mumbai / India,ID,,21409,,SMB,,,,,community and social services,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +8995,1.0,/ / Greece,ID,,44508,End Customer,SMB,,,,,operations,382,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / Greece,manager,LGEHS,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,479,1 +17431,0.75,/ / Greece,AS,,9769,Specifier/ Influencer,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,9 months ~ 1 year,0,0,,,,,1062,1 +6251,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 +17077,1.0,/ Doha / Qatar,AS,,4563,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 +3164,0.5,/ / Hungary,ID,,26517,,Enterprise,,,,,,78,Others,,,,/ / Hungary,others,LGEMK,,0,0,,,,,158,0 +8151,1.0,//Hong Kong,ID,0.2142857142857142,24632,Service Partner,Enterprise,,,,,engineering,50,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Hong Kong,manager,LGEHK,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,337,1 +12835,0.5,/ Bandung / Indonesia,AS,,33815,Specifier/ Influencer,Enterprise,1.0,,,,,49,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,773,0 +8205,1.0,Great Bend / KS / United States,ID,0.3902439024390244,1400,End Customer,SMB,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,Createboard,Createboard,Great Bend / KS / United States,director,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333,0 +13477,0.0,/ / India,AS,,39396,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +19467,1.0,/ Bogota / Colombia,ID,0.0544217687074829,16779,Service Partner,Enterprise,,,,,military and protective services,48,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ Bogota / Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,187,0 +7433,1.0,/ / U.A.E,AS,,6542,Specifier/ Influencer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,vrf,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,777,0 +20235,1.0,/ Três barras Santa Catarina / Brazil,AS,0.004,34428,Channel Partner,Enterprise,,,,,administrative,36,Quotation or Purchase Consultation,single-split,,,/ Três barras Santa Catarina / Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +2896,0.75,3033 Wilshire blvd 1606 / Los Angeles /,ID,,35628,,Enterprise,,,,,purchasing,11,Quotation or Purchase Consultation,,,,3033 Wilshire blvd 1606 / Los Angeles /,none,LGEUS,less than 3 months,0,0,,,,,205,0 +5552,0.5,/ Sao Paulo / Brazil,AS,,7906,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +5816,0.5,/ Araçariguama / Brazil,AS,,25633,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Araçariguama / Brazil,others,LGESP,,0,0,,,,,97,0 +13120,1.0,/ SP/MARILIA / Brazil,AS,,41214,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,vrf,,,/ SP/MARILIA / Brazil,others,LGESP,more than a year,0,0,,,,,724,0 +4998,0.5,/ São Paulo / Brazil,AS,,14156,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +2406,0.75,"100 Rialto Place, suite 605 / Melbourne /",ID,,17697,End Customer,SMB,,,,,purchasing,282,Quotation or Purchase Consultation,,,,"100 Rialto Place, suite 605 / Melbourne /",none,LGEUS,less than 3 months,0,0,,,,,310,0 +14467,0.25,/ Sc / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Sc / Brazil,none,LGESP,,0,0,,,,,97,0 +11056,0.75,/ / Mexico,ID,0.0749486652977412,41273,,Enterprise,,1.0,,1.0,information technology,13,Technical Consultation,,,,/ / Mexico,none,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 +4621,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123,0 +949,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +14843,0.5,/ Pernambuco / Brazil,AS,,23582,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Pernambuco / Brazil,others,LGESP,,0,0,,,,,97,0 +8052,1.0,/ / Egypt,ID,0.043103448275862,27540,End Customer,SMB,,,,,purchasing,107,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,446,1 +19952,1.0,/ Monterrey / Mexico,ID,0.0732484076433121,19335,End Customer,SMB,1.0,,,,information technology,95,Quotation or Purchase Consultation,video wall signage,,,/ Monterrey / Mexico,others,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,257,0 +2870,1.0,/ / United States,ID,,18225,Solution Eco-Partner,SMB,,,,,operations,140,Technical Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,369,0 +7163,1.0,/ / Philippines,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,32,Quotation or Purchase Consultation,chiller,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +16642,0.25,via rimembranze 3 / castellanza / Italy,AS,,8563,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,via rimembranze 3 / castellanza / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +20300,1.0,/ Contagem / Brazil,ID,0.1241217798594847,31307,End Customer,Enterprise,,1.0,,1.0,administrative,108,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Contagem / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +10421,1.0,/San Luis Potosí/Mexico,AS,0.0039370078740157,38767,,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,vrf,,,/San Luis Potosí/Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42,0 +13150,0.75,/ San Pedro de la Paz / Chile,AS,,6047,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,69,,etc.,,,/ San Pedro de la Paz / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +15583,0.5,/ Tijuana / Mexico,AS,,20443,Specifier/ Influencer,Enterprise,,,,,sales,3,,multi-split,,,/ Tijuana / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +1314,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43912,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +20005,1.0,/ Pará / Brazil,AS,0.004,23270,End Customer,Enterprise,,,,,operations,88,Quotation or Purchase Consultation,single-split,,,/ Pará / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +12757,1.0,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 +4424,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,270,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,1 +3297,0.25,//United States,ID,,35523,,SMB,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,376,1 +12988,0.75,/CD MX/Mexico,AS,,35181,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,/CD MX/Mexico,ceo/founder,LGEMS,9 months ~ 1 year,0,0,,,,,42,0 +19352,1.0,/ Bahia/Vitória da Conquista. / Brazil,AS,0.0037878787878787,14092,Specifier/ Influencer,Enterprise,,,,,operations,107,Quotation or Purchase Consultation,single-split,,,/ Bahia/Vitória da Conquista. / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 +9135,0.25,/ Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,8,,etc.,"VRF,Multi-Split,Single-Split,Chiller,Heating",,/ Beograd / Serbia,manager,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766,0 +8857,1.0,"/ Changanacherry, Kottayam / India",ID,0.0289256198347107,16912,Specifier/ Influencer,SMB,,,,,business development,260,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,"/ Changanacherry, Kottayam / India",ceo/founder,LGEIL,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,224,0 +12934,0.75,/ กทม / Thailand,AS,,12778,End Customer,SMB,,,,,engineering,16,,vrf,,,/ กทม / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,1026,0 +2153,1.0,/ Nagpur / India,ID,,41386,End Customer,SMB,,,,,purchasing,532,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Nagpur / India,others,LGEIL,less than 3 months,0,0,,,,,314,0 +8980,1.0,/ / United States,ID,0.1186440677966101,37537,Channel Partner,SMB,,,,,arts and design,189,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,director,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,309,0 +13913,0.25,/ Belo Horizonte/MG / Brazil,AS,,35237,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,entry level,LGESP,,0,0,,,,,97,0 +4863,0.5,/ São Paulo / Brazil,AS,,3281,End Customer,SMB,,,,,entrepreneurship,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +10254,1.0,/ SP / Americana / Brazil,AS,0.0039370078740157,21782,End Customer,SMB,,,,,administrative,121,Quotation or Purchase Consultation,single-split,,,/ SP / Americana / Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Energy,97,0 +13105,1.0,/ Goiânia / Brazil,AS,,25656,Specifier/ Influencer,SMB,,,,,engineering,121,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,manager,LGESP,more than a year,0,0,,,,,680,0 +14254,0.25,/ Cotia / Brazil,AS,,28609,End Customer,SMB,,,,,engineering,3,,,,,/ Cotia / Brazil,director,LGESP,,0,0,,,,,97,0 +20117,1.0,/ MT / Brazil,AS,0.004,26342,End Customer,Enterprise,,,,,administrative,147,Quotation or Purchase Consultation,multi-split,,,/ MT / Brazil,entry level,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Gas Station,97,0 +8339,0.25,Education / / United States,ID,0.3902439024390244,35544,End Customer,SMB,3.0,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542,1 +20993,0.0,/ / Spain,ID,0.025,23584,End Customer,Enterprise,0.0,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20000,1.0,/ Guanhães Mg / Brazil,AS,0.004,4198,Specifier/ Influencer,Enterprise,0.0,,,,purchasing,98,Quotation or Purchase Consultation,multi-split,,,/ Guanhães Mg / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97,0 +20562,1.0,/ Bangkok / Thailand,AS,,31326,Specifier/ Influencer,SMB,,,,,real estate,16,Quotation or Purchase Consultation,vrf,,,/ Bangkok / Thailand,others,LGETH,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,969,0 +15432,0.5,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",AS,,42650,Specifier/ Influencer,SMB,,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",manager,LGEVH,,0,0,,,,,759,0 +19812,0.0,/ / Brazil,ID,0.0732484076433121,869,Solution Eco-Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +18158,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10322,0.25,/ Singapore / Singapore,AS,0.0666666666666666,32741,Channel Partner,SMB,42.0,,,,sales,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,73,1 +14619,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 +9432,0.25,/ Lostine / United States,ID,,44559,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lostine / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +11434,1.0,/ Lalru / India,ID,,23183,,Enterprise,,,,,business development,6,Technical Consultation,interactive signage,,,/ Lalru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +765,0.25,/ Hoover / United States,ID,0.0446428571428571,45484,,Enterprise,,1.0,,1.0,,211,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hoover / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,333,1 +19888,0.25,/ / Trinidad and Tobago,ID,0.0732484076433121,10556,Service Partner,SMB,,,,,,3,,led signage,,,/ / Trinidad and Tobago,c-level executive,LGEPS,,0,1,0.0011827288932506,0.0498402555910543,retail,,291,1 +11270,1.0,/itu/Brazil,ID,,20232,End Customer,SMB,55.0,,,,purchasing,107,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/itu/Brazil,manager,LGESP,less than 3 months,0,0,,,,,487,0 +9729,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,38137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +6929,0.25,10279 Dyer St. / TX / United States,AS,,32005,,SMB,,,,,,270,Product Information,,,,10279 Dyer St. / TX / United States,none,LGEUS,,0,0,,,,,731,0 +9699,0.25,Houston 1400 Smith Street Cloud IT / Houston / United States,IT,,8555,End Customer,Enterprise,2.0,,,,,45,Quotation or Purchase Consultation,,,,Houston 1400 Smith Street Cloud IT / Houston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831,0 +15379,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,44,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103,0 +4669,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,127,0 +3378,1.0,/ Indore / India,ID,,37680,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Indore / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +484,0.25,Corporate / /,ID,0.0446428571428571,8475,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +1529,1.0,/Sultanpur/India,ID,,21334,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive digital board,,,/Sultanpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147,0 +8170,1.0,/ / India,ID,0.0311958405545927,26587,,Enterprise,,,,,entrepreneurship,2,Technical Consultation,software solution,SuperSign WB,,/ / India,entry level,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +15373,0.25,/ istanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,82,Quotation or Purchase Consultation,heating,,,/ istanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 +10077,0.25,5003 Lady Of The Lake Dr Raleigh NC,IT,,6975,Solution Eco-Partner,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,5003 Lady Of The Lake Dr Raleigh NC,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19444,1.0,/ Santiago / Mexico,AS,0.0037878787878787,17295,Specifier/ Influencer,Enterprise,0.0,,,,engineering,77,Trainings,chiller,,,/ Santiago / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42,0 +8498,1.0,//United States,ID,,26580,End Customer,Enterprise,,,,,healthcare services,375,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//United States,partner,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,541,0 +4449,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,41,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 +11662,0.25,/ Madhepura / India,ID,,11514,End Customer,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Madhepura / India,none,LGEIL,,0,0,,,,,155,0 +17513,0.5,/ / Egypt,IT,,21138,End Customer,Enterprise,2.0,,,,operations,3,Usage or Technical Consultation,,,,/ / Egypt,c-level executive,LGEEG,,0,0,,,,,425,0 +276,1.0,/ / Egypt,ID,0.075,24137,End Customer,SMB,,1.0,,1.0,operations,30,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +10126,0.5,/ /,ID,0.4,42488,End Customer,Enterprise,0.0,,,,,116,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,312,1 +13719,0.25,/ Belo Horizonte / Brazil,AS,,32601,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte / Brazil,manager,LGESP,,0,0,,,,,97,0 +9289,0.75,/ kolkata / India,ID,,38233,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,65EP5G,/ kolkata / India,none,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,223,0 +11413,1.0,/ / Saudi Arabia,ID,,34852,Channel Partner,SMB,,,,,information technology,40,Technical Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 +18294,0.0,/ / Peru,ID,0.0327868852459016,20560,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +14117,0.25,/ Santo André / Brazil,AS,,34434,End Customer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santo André / Brazil,entry level,LGESP,,0,0,,,,,97,0 +9381,1.0,/ Tabuk / Saudi Arabia,AS,0.0202020202020202,14714,End Customer,SMB,,,,,program and project management,119,Quotation or Purchase Consultation,ventilation,,,/ Tabuk / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6,1 +8294,0.25,//Australia,ID,0.2142857142857142,11731,End Customer,SMB,,,,,education,1126,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Australia,none,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),156,1 +12743,1.0,/ Gornji Milanovac / Serbia,AS,,25211,End Customer,Enterprise,,,,,product management,50,Quotation or Purchase Consultation,heating,,,/ Gornji Milanovac / Serbia,others,LGEMK,less than 3 months,0,0,,,,,766,0 +6727,0.25,0160 W 750 N / IN / United States,AS,,13061,,SMB,,,,,,255,Services,,,,0160 W 750 N / IN / United States,none,LGEUS,,0,0,,,,,731,0 +9957,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2556,1.0,/ Shahdol / India,ID,,5856,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,,,,/ Shahdol / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +18892,0.75,/ / Chile,ID,0.0327868852459016,30959,,SMB,,,,,engineering,3,Technical Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357,1 +21281,0.0,/ / Peru,ID,0.0422535211267605,15067,,Enterprise,,,,,community and social services,36,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 +16457,0.25,Via al Pian 1 / Cadenazzo / Italy,AS,,13339,Specifier/ Influencer,SMB,33.0,,,,support,3,,vrf,,,Via al Pian 1 / Cadenazzo / Italy,manager,LGEIS,,0,0,,,,,341,1 +13330,0.25,/ LUCKNOW / India,AS,,47466,End Customer,Enterprise,19.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ LUCKNOW / India,none,LGEIL,,0,0,,,,,115,0 +16081,0.25,Santa ana 2 mza 24 casa 5 / AR / United States,AS,,36749,,Enterprise,,,,,,95,Others,,,,Santa ana 2 mza 24 casa 5 / AR / United States,none,LGEUS,,0,0,,,,,731,0 +5648,0.5,/ São Paulo / Brazil,AS,,24909,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9719,0.25,6206 Aviation Ave. Cloud IT / Jacksonville / United States,IT,,44245,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,6206 Aviation Ave. Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +9495,1.0,/ / Indonesia,ID,,33845,Channel Partner,Enterprise,,,,,entrepreneurship,51,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49UH5J-H,/ / Indonesia,c-level executive,LGEIN,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,313,0 +18188,0.0,/ / Peru,ID,0.0327868852459016,9560,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +15408,0.25,/ Balıkesir Burhaniye / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,61,Quotation or Purchase Consultation,heating,,,/ Balıkesir Burhaniye / Türkiye,none,LGETK,,0,0,,,,,103,0 +10554,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,15055,End Customer,SMB,,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,manager,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344,0 +9185,1.0,/ SABANETA / Colombia,IT,,6271,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,monitor,,,/ SABANETA / Colombia,manager,LGECB,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,231,0 +11334,1.0,/ / Mexico,ID,,16609,,Enterprise,,,,,legal,3,Others,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +19648,1.0,/ Bogota / Colombia,ID,0.0732484076433121,17400,Channel Partner,Enterprise,,,,,operations,35,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,32SM5J-B,/ Bogota / Colombia,others,LGECB,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,344,0 +17976,0.0,/ / India,ID,0.0311958405545927,16598,,SMB,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,,174,0 +6393,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,77,Quotation or Purchase Consultation,etc.,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +9285,0.25,/ Joshua Tree / United States,ID,,8208,,Enterprise,,1.0,,1.0,,39,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Joshua Tree / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205,0 +17539,0.0,/ / Kosovo,IT,,29812,Channel Partner,SMB,,,,,product management,3,,,,,/ / Kosovo,none,LGEMK,,0,0,,,,,243,0 +18617,0.0,/ / Peru,ID,0.0327868852459016,12744,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +16963,0.75,/ São Paulo / Brazil,AS,,8406,Specifier/ Influencer,SMB,11.0,,,,engineering,3,,vrf,,,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +20342,1.0,/ monte verde / Brazil,ID,0.1241217798594847,32964,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ monte verde / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,572,1 +9040,0.25,1705 Enterprise Way Suite 102 General/Marietta/United States,ID,0.1186440677966101,44742,End Customer,SMB,0.0,,,,,94,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,1705 Enterprise Way Suite 102 General/Marietta/United States,none,LGEUS,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,348,1 +2746,1.0,/ / South Africa,ID,,13331,End Customer,SMB,,,,,information technology,41,Quotation or Purchase Consultation,oled signage,,,/ / South Africa,associate/analyst,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +12612,0.5,/ Ain mlila / Algeria,AS,,45558,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ain mlila / Algeria,none,LGEAS,,0,0,,,,,739,0 +3640,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Laguna / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,1 +15644,0.5,"/ Puebla, Puebla / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,49,Quotation or Purchase Consultation,etc.,,,"/ Puebla, Puebla / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 +17644,1.0,/Curicó/Chile,ID,0.0806916426512968,983,End Customer,Enterprise,,,,,education,54,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/Curicó/Chile,others,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,357,0 +20699,1.0,"Via Mura dei Francesi, 26 / Ciampino / Italy",IT,,15857,End Customer,SMB,,,,,purchasing,115,Quotation or Purchase Consultation,monitor,,,"Via Mura dei Francesi, 26 / Ciampino / Italy",entry level,LGEIS,less than 3 months,0,0,0.0002153634176709,,factory,,422,0 +12764,1.0,/ / Singapore,AS,,38090,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 +16212,0.25,ΕΘΝΙΚΗΣ ΑΝΤΙΣΤΑΣΕΩΣ / THESSALONIKI / Greece,AS,,20805,Specifier/ Influencer,SMB,30.0,,,,consulting,3,,heating,,,ΕΘΝΙΚΗΣ ΑΝΤΙΣΤΑΣΕΩΣ / THESSALONIKI / Greece,entry level,LGEHS,,0,0,,,,,732,0 +20797,1.0,/ Bogotá / Colombia,ID,0.0476190476190476,9266,End Customer,Enterprise,,,,,operations,140,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,0 +18401,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +19984,1.0,/ Torres / Brazil,AS,0.004,28715,End Customer,Enterprise,,,,,others,132,Quotation or Purchase Consultation,single-split,,,/ Torres / Brazil,partner,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Sports Entertainment,97,0 +3651,1.0,/ Leyte / Philippines,AS,,3778,End Customer,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,single-split,,,/ Leyte / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616,0 +9603,1.0,/ Bangalore / India,ID,,41410,End Customer,SMB,,,,,healthcare services,62,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch,55EW5TF,/ Bangalore / India,associate/analyst,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,146,0 +258,1.0,/ / U.A.E,ID,0.075,23514,End Customer,SMB,,1.0,,1.0,arts and design,38,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,227,0 +20505,1.0,/ mexico / Mexico,ID,0.1241217798594847,1127,Channel Partner,Enterprise,,1.0,,1.0,operations,56,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with NanoCell Display,65UR577H (NA),/ mexico / Mexico,partner,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 +7626,1.0,//India,IT,,38272,Channel Partner,SMB,,,,,administrative,30,OEM/ODM Request,monitor,,,//India,ceo/founder,LGEIL,more than a year,0,0,,,,,388,0 +21055,1.0,/ Santiago / Chile,ID,0.0476190476190476,14288,End Customer,Enterprise,0.0,,,,others,94,Quotation or Purchase Consultation,interactive signage,TA3E Series,32TA3E,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,1 +19020,1.0,/SP/Brazil,AS,0.0681818181818181,19924,End Customer,SMB,,,,,support,175,Quotation or Purchase Consultation,etc.,,,/SP/Brazil,others,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97,0 +20632,1.0,/Cebu/Philippines,ID,0.1818181818181818,32073,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268,0 +6819,0.25,1325 N Walker Ave / OK / United States,AS,,45750,,SMB,,,,,,149,Product Information,,,,1325 N Walker Ave / OK / United States,none,LGEUS,,0,0,,,,,730,0 +3034,1.0,/ Lucknow / India,ID,,37680,,Enterprise,,,,,consulting,6,Technical Consultation,interactive signage,,,/ Lucknow / India,director,LGEIL,more than a year,0,0,,,,,174,0 +8771,1.0,/ Solana Beach / United States,ID,0.6153846153846154,8885,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,/ Solana Beach / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,500,0 +8590,0.25,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,IT,0.6428571428571429,8584,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,567,1 +10396,1.0,/Villavicencio/Colombia,AS,0.0039370078740157,19693,Specifier/ Influencer,Enterprise,,,,,engineering,548,Quotation or Purchase Consultation,etc.,,,/Villavicencio/Colombia,associate/analyst,LGECB,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,649,0 +3273,0.5,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",ID,,8039,Channel Partner,SMB,5.0,,,,,703,Technical Consultation,,,,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",none,LGEUS,less than 3 months,0,0,,,,,310,0 +16096,0.25,/ المدينه المنوره / Saudi Arabia,AS,,27626,End Customer,Enterprise,,,,,,38,Quotation or Purchase Consultation,chiller,,,/ المدينه المنوره / Saudi Arabia,none,LGESJ,,0,0,,,,,6,1 +9399,1.0,/ / Greece,ID,0.0416666666666666,46962,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476,1 +13397,0.25,/ Noida / India,AS,,12080,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 +11086,1.0,/ / Hong Kong,ID,0.0843373493975903,19859,End Customer,SMB,,1.0,,1.0,others,278,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,195,0 +9405,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146,1 +17428,1.0,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,AS,,46960,End Customer,Enterprise,3.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,entry level,LGEHS,more than a year,0,0,,,,,1037,1 +20769,1.0,/ São Bernardo do Campo / Brazil,ID,0.0476190476190476,13368,End Customer,SMB,,,,,information technology,20,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,0 +9020,0.25,/ / United States,ID,0.1186440677966101,6804,Service Partner,Enterprise,,,,,business development,58,,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,ceo/founder,LGEUS,,0,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,205,0 +21046,0.0,/ / Spain,ID,0.025,16590,End Customer,Enterprise,,,,,others,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +19825,0.0,/ / Brazil,ID,0.0732484076433121,6815,End Customer,SMB,4.0,,,,operations,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,317,1 +15991,0.25,/ Amman / Jordan,AS,,19796,,SMB,,,,,,22,Quotation or Purchase Consultation,,,,/ Amman / Jordan,none,LGELF,,0,0,,,,,105,0 +10705,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 +17546,0.25,/ / United States,IT,,18030,,Enterprise,4.0,,,,,40,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,194,0 +9713,0.25,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +9223,1.0,/ / India,ID,,42479,End Customer,Enterprise,,1.0,,1.0,purchasing,25,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,165,0 +1266,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,27795,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 +10011,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9258,0.25,/ Denver / United States,ID,,4378,,Enterprise,,1.0,,1.0,,149,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205,0 +4818,0.25,/Delhi/India,AS,,10779,Specifier/ Influencer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Delhi/India,none,LGEIL,,0,0,,,,,608,0 +2293,1.0,/ / South Africa,ID,,113,End Customer,SMB,,,,,marketing,100,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 +21263,0.75,/ / Chile,ID,0.0422535211267605,9722,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,357,0 +4429,0.25,/ Lucknow / India,AS,,47466,End Customer,Enterprise,19.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Lucknow / India,none,LGEIL,,0,0,,,,,22,0 +14829,0.25,/ Goiânia / Brazil,AS,,23405,End Customer,SMB,51.0,,,,administrative,3,,,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 +543,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +10560,1.0,/ Bogota / Colombia,ID,0.0749486652977412,41383,End Customer,Enterprise,,1.0,,1.0,marketing,77,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,187,0 +12407,0.75,/ Bayeux / Brazil,AS,,23104,Specifier/ Influencer,Enterprise,,,,,administrative,3,,single-split,,,/ Bayeux / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 +12968,1.0,/Birkhadem/Algeria,AS,,10601,,Enterprise,,,,,others,714,Quotation or Purchase Consultation,vrf,,,/Birkhadem/Algeria,others,LGEAS,3 months ~ 6 months,0,0,,,,,739,0 +4334,0.25,/ Kolkata / India,AS,,18316,End Customer,Enterprise,,,,,,215,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 +5113,0.5,/ rio de janeiro / Brazil,AS,,5787,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ rio de janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +1737,1.0,/ Kolkata / India,ID,,14467,,Enterprise,,,,,consulting,4,Technical Consultation,interactive signage,,,/ Kolkata / India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +19750,1.0,//Mexico,ID,0.0732484076433121,9890,Channel Partner,SMB,,,,,information technology,15,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,263,0 +14677,0.25,/ / Brazil,AS,,46454,,Enterprise,,,,,,80,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,97,0 +17086,0.75,/ Santiago / Chile,AS,,9200,End Customer,SMB,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +13158,1.0,/ Barranquilla / Colombia,AS,,5717,Channel Partner,Enterprise,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,39,0 +1596,1.0,/Bangalore/India,ID,,42922,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 +6755,0.25,322 S Sandalwood Ave / CA / United States,AS,,32245,,Enterprise,1.0,,,,,266,Product Information,,,,322 S Sandalwood Ave / CA / United States,none,LGEUS,,0,0,,,,,731,0 +144,0.75,/ Thiruvananthapuram / India,ID,0.0575342465753424,8050,End Customer,SMB,1.0,1.0,,1.0,engineering,238,Technical Consultation,hotel tv,,,/ Thiruvananthapuram / India,associate/analyst,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,224,0 +10774,1.0,/ / Hong Kong,ID,0.0843373493975903,36881,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 +13009,1.0,/Ciudad de México/Mexico,AS,,21282,End Customer,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,multi-split,,,/Ciudad de México/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 +20686,0.25,/ Pueblo / United States,ID,,18873,,Enterprise,,,,,,19,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pueblo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +2189,1.0,/ Kanpur / India,ID,,45452,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +5703,0.5,/ São Paulo / Brazil,AS,,4719,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +5535,0.5,/ Cajamar / Brazil,AS,,28645,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Cajamar / Brazil,others,LGESP,,0,0,,,,,97,0 +19634,1.0,/ Bogota / Colombia,ID,0.0732484076433121,8242,End Customer,SMB,,,,,administrative,26,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,212,0 +6813,0.25,189 Paramus Rd. Paramus / NJ / United States,AS,,19152,,SMB,,,,,,197,Product Information,,,,189 Paramus Rd. Paramus / NJ / United States,none,LGEUS,,0,0,,,,,730,0 +5395,0.5,/Sao Paulo/Brazil,AS,,22884,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Sao Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +16739,0.25,VIA SAN'ANNA 57 / SOMMA VESUVIANA / Italy,AS,,11720,Channel Partner,SMB,0.0,,,,sales,3,,vrf,,,VIA SAN'ANNA 57 / SOMMA VESUVIANA / Italy,others,LGEIS,,0,0,,,,,341,0 +17235,1.0,/ المنوفية / Egypt,AS,,47135,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,,,,/ المنوفية / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +20722,0.0,/ / India,ID,0.3333333333333333,10924,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,174,0 +14169,0.25,/ rio de janeiro / Brazil,AS,,46478,End Customer,SMB,,,,,engineering,3,,,,,/ rio de janeiro / Brazil,director,LGESP,,0,0,,,,,97,0 +373,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +10732,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,21213,Specifier/ Influencer,Enterprise,57.0,1.0,,1.0,information technology,553,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Healthcare,212,0 +1090,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1192,1.0,/ Tekkali / India,ID,0.0575342465753424,10111,End Customer,Enterprise,,1.0,,1.0,information technology,140,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,65EJ5E-B,/ Tekkali / India,partner,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,265,0 +13725,0.25,/ Maceió / Brazil,AS,,20169,End Customer,Enterprise,,,,,engineering,3,,,,,/ Maceió / Brazil,manager,LGESP,,0,0,,,,,97,0 +16850,0.5,/ cebu city / Philippines,AS,,21738,End Customer,Enterprise,1.0,,,,engineering,3,,,,,/ cebu city / Philippines,none,LGEPH,less than 3 months,0,0,,,,,120,0 +15628,0.5,/ Panama oeste / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Panama oeste / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 +5926,0.5,/ São Paulo / Brazil,AS,,26922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +3912,1.0,/ Makati / Philippines,AS,,1485,End Customer,Enterprise,0.0,,,,accounting,4,Quotation or Purchase Consultation,chiller,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +10444,1.0,/São Paulo/Brazil,ID,0.0749486652977412,14449,Channel Partner,SMB,,1.0,,1.0,administrative,416,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +20183,1.0,/DF/Brazil,AS,0.004,3548,End Customer,SMB,,,,,purchasing,253,Quotation or Purchase Consultation,single-split,,,/DF/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Gas Station,97,0 +7505,0.75,/ Cairo / Egypt,AS,,24758,End Customer,Enterprise,,,,,,19,,,,,/ Cairo / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51,0 +13752,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,Enterprise,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +9282,0.25,/ State College / United States,ID,,28747,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ State College / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 +1446,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,information technology,73,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +9940,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20633,1.0,/CEBU/Philippines,ID,0.1818181818181818,32072,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/CEBU/Philippines,entry level,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268,0 +11016,1.0,/ Cuiabá / Brazil,ID,0.0749486652977412,25893,End Customer,Enterprise,,1.0,,1.0,marketing,183,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Cuiabá / Brazil,partner,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278,1 +12323,0.75,/ / Greece,AS,,12816,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,6 months ~ 9 months,0,0,,,,,1025,0 +3711,0.5,/ Makassar / Indonesia,AS,,27558,End Customer,SMB,2.0,,,,engineering,2,,vrf,,,/ Makassar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +3723,0.75,/ Jakarta Barat / Indonesia,AS,,33895,Specifier/ Influencer,Enterprise,8.0,,,,engineering,1,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723,0 +1943,1.0,/ Nizamabad / India,ID,,12966,,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,,,/ Nizamabad / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +8815,1.0,/Western Cape/South Africa,ID,0.0869565217391304,22638,End Customer,SMB,,,,,education,208,Request for Partnership,video wall signage,,,/Western Cape/South Africa,director,LGESA,6 months ~ 9 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,151,0 +9583,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +11134,1.0,/Umuarama /Brazil,ID,,12130,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,hotel tv,,,/Umuarama /Brazil,partner,LGESP,9 months ~ 1 year,0,0,,,,,487,0 +1354,1.0,/ Ranchi / India,ID,,3221,,SMB,,,,,administrative,7,Quotation or Purchase Consultation,,,,/ Ranchi / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +8316,0.0,/ / Peru,ID,0.0327868852459016,8249,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +15056,0.5,/ Valparaíso / Chile,AS,,18628,Specifier/ Influencer,Enterprise,,,,,others,3,,heating,,,/ Valparaíso / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 +7035,0.25,20755 WILLIAMSON / MI / United States,AS,,12891,,SMB,3.0,,,,,101,Media Inquiry,,,,20755 WILLIAMSON / MI / United States,none,LGEUS,,0,0,,,,,731,0 +2919,0.75,/ / United States,ID,,16118,End Customer,SMB,0.0,,,,information technology,168,Quotation or Purchase Consultation,led signage,LG LED All-in-One,LAEC015-GN2,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,369,0 +2547,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +16727,0.25,/ / Italy,AS,,26924,Specifier/ Influencer,SMB,,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +5366,0.5,/São Paulo/Brazil,AS,,18633,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +20724,0.25,/ Cascavel / Brazil,ID,0.25,26141,End Customer,Enterprise,,,,,sales,15,,high brightness signage,Outdoor Display,,/ Cascavel / Brazil,ceo/founder,LGESP,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316,1 +8419,1.0,/Epping/Australia,IT,,2201,End Customer,SMB,,,,,information technology,195,Quotation or Purchase Consultation,monitor,,,/Epping/Australia,associate/analyst,LGEAP,less than 3 months,1,0,0.0005719551277132,,education,K12 Kindergarten & Schools,424,0 +7348,0.75,/ Denpasar / Indonesia,AS,,25343,End Customer,Enterprise,,,,,others,5,,vrf,,,/ Denpasar / Indonesia,others,LGEIN,more than a year,0,0,,,,,122,0 +7124,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +13012,0.75,/Cdmx/Mexico,AS,,35130,Specifier/ Influencer,Enterprise,,,,,legal,3,,heating,,,/Cdmx/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 +16814,0.75,/ / Philippines,AS,,838,Specifier/ Influencer,Enterprise,0.0,,,,real estate,3,,,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +1518,1.0,/ Lucknow / India,ID,,1418,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +1082,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9758,0.25,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,IT,,21256,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +4347,0.25,/ hyderabad / India,AS,,24255,End Customer,Enterprise,,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +19699,1.0,/ Americana / Brazil,ID,0.0732484076433121,12376,Service Partner,SMB,,,,,administrative,91,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Americana / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +20426,0.0,Hospitality / / United States,ID,,29719,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +9444,1.0,/ Mc Leansboro / United States,ID,,13000,End Customer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mc Leansboro / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,335,0 +6555,0.25,/ Amman / Jordan,AS,,36037,,Enterprise,,,,,,21,Quotation or Purchase Consultation,,,,/ Amman / Jordan,none,LGELF,,0,0,,,,,105,0 +3833,0.75,/ Nizwa / Oman,AS,,5597,Specifier/ Influencer,Enterprise,,,,,engineering,2,,etc.,,,/ Nizwa / Oman,associate/analyst,LGEGF,less than 3 months,0,0,,,,,727,0 +21159,1.0,/ PR/Cascavel / Brazil,AS,,10435,End Customer,Enterprise,,,,,accounting,83,Quotation or Purchase Consultation,etc.,,,/ PR/Cascavel / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +14721,0.25,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Sao Paulo / Brazil,partner,LGESP,,0,0,,,,,97,0 +17222,1.0,/ HO CHI MINH / Vietnam,AS,,35622,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HO CHI MINH / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +9202,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,0 +6694,0.25,244 whetstone / CA / United States,AS,,10385,,Enterprise,,,,,,15,Services,,,,244 whetstone / CA / United States,none,LGEUS,,0,0,,,,,731,0 +897,0.25,Corporate / /,ID,0.0446428571428571,29734,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +15553,0.5,/ Leon Guanajuato / Mexico,AS,,18518,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Leon Guanajuato / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +16035,0.0,/ София / Bulgaria,AS,,46974,Channel Partner,SMB,,,,,others,3,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710,0 +4201,0.25,/ Navi Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Navi Mumbai / India,none,LGEIL,,0,0,,,,,2,1 +442,0.25,//United States,ID,0.0446428571428571,8830,,SMB,,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14410,0.25,/ AM//Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,246,Quotation or Purchase Consultation,single-split,,,/ AM//Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 +19625,1.0,/ SAO PAULO / Brazil,ID,0.0732484076433121,4723,End Customer,SMB,,,,,others,221,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ SAO PAULO / Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,1 +17151,1.0,/Śląskie /Poland,AS,,43691,Specifier/ Influencer,SMB,,,,,arts and design,106,Quotation or Purchase Consultation,etc.,,,/Śląskie /Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694,0 +16276,0.25,Strada dei Palazzi 5D / Torgiano Brufa / Italy,AS,,21597,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Strada dei Palazzi 5D / Torgiano Brufa / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +8603,0.25,14334 E Layton Pl Medical / Denver / United States,IT,0.6428571428571429,1568,End Customer,Enterprise,,,,,,32,Quotation or Purchase Consultation,,,,14334 E Layton Pl Medical / Denver / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,833,1 +19556,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,482,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480,1 +8079,0.75,/ / Australia,ID,0.1162790697674418,10929,End Customer,SMB,0.0,,,,engineering,134,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),307,0 +20335,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +3439,1.0,/ Surat / India,ID,,19090,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,,,,/ Surat / India,associate/analyst,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +19148,0.75,/Bogotá/Colombia,IT,0.3333333333333333,21147,End Customer,SMB,3.0,,,,engineering,144,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Bogotá/Colombia,associate/analyst,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,1 +10865,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +6364,0.25,/ Poznań / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,20,Quotation or Purchase Consultation,heating,,,/ Poznań / Poland,none,LGEPL,,0,0,,,,,754,0 +21213,1.0,/ جده / Saudi Arabia,AS,,25309,End Customer,Enterprise,3.0,,,,others,5,Quotation or Purchase Consultation,etc.,,,/ جده / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13,0 +3249,0.5,/ shenzhen /,ID,,22632,Channel Partner,SMB,,,,,,2,Quotation or Purchase Consultation,,,,/ shenzhen /,none,LGEUS,less than 3 months,0,0,,,,,194,0 +21117,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42,0 +5993,0.5,/ A 94753 9 / Brazil,AS,,38685,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ A 94753 9 / Brazil,others,LGESP,,0,0,,,,,97,0 +20128,1.0,/ Warszawa / Poland,AS,,34192,End Customer,SMB,,,,,business development,608,Quotation or Purchase Consultation,single-split,,,/ Warszawa / Poland,associate/analyst,LGEPL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,694,0 +8638,1.0,/ / Saudi Arabia,ID,,12850,End Customer,SMB,,,,,real estate,74,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,209,0 +11414,1.0,/ / Saudi Arabia,ID,,777,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,,,,,295,0 +9546,1.0,//United States,ID,0.8333333333333334,43693,End Customer,SMB,,,,,arts and design,37,Request for Partnership,special signage,Ultra Stretch Signage,86BH5F-M,//United States,ceo/founder,LGEUS,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 +9991,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +6678,0.25,2349 Solomons Island Rd / MD / United States,AS,,42616,,SMB,0.0,,,,,223,Services,,,,2349 Solomons Island Rd / MD / United States,none,LGEUS,,0,0,,,,,731,0 +14939,0.25,/ / Thailand,AS,,47334,,Enterprise,,,,,education,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753,0 +10056,0.25,1550 E Glenn Ave Cloud IT / Auburn University / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E Glenn Ave Cloud IT / Auburn University / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15382,0.25,/ Izmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,79,Quotation or Purchase Consultation,heating,,,/ Izmir / Türkiye,none,LGETK,,0,0,,,,,103,0 +306,1.0,//India,ID,0.0575342465753424,22166,End Customer,SMB,,1.0,,1.0,community and social services,57,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,75UQ801C (INDIA),//India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,277,1 +17499,0.75,5310 Cypress Center Drive Suite 200 /Tampa/United States,IT,,22262,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,5310 Cypress Center Drive Suite 200 /Tampa/United States,none,LGEUS,less than 3 months,0,0,,,,,310,0 +2282,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 +21113,1.0,/ REIBEIRÃO PRETO-SP / Brazil,AS,,23539,End Customer,Enterprise,,,,,others,53,Quotation or Purchase Consultation,single-split,,,/ REIBEIRÃO PRETO-SP / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +12337,0.75,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0,1 +20341,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32969,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +6034,0.5,/ São Paulo / Brazil,AS,,31922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +2423,0.75,/ / United States,ID,,28327,End Customer,SMB,,,,,administrative,42,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,371,0 +17170,0.75,/ Soledad / Colombia,AS,,1874,Specifier/ Influencer,Enterprise,,,,,operations,45,,etc.,,,/ Soledad / Colombia,manager,LGECB,3 months ~ 6 months,0,0,,,,,39,0 +11697,0.0,/ / India,ID,,38449,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +2416,0.75,576 Eccles Ave. / South San Francisco /,ID,,20746,Channel Partner,SMB,10.0,,,,,163,Quotation or Purchase Consultation,,,,576 Eccles Ave. / South San Francisco /,none,LGEUS,3 months ~ 6 months,0,0,,,,,311,0 +4933,0.5,/SP/Brazil,AS,,18646,,SMB,,,,,sales,3,Quotation or Purchase Consultation,,,,/SP/Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +9075,0.5,/ / Hong Kong,ID,0.1184210526315789,130,Channel Partner,SMB,0.0,,,,marketing,24,,high brightness signage,Outdoor Display,,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,195,0 +6578,0.25,/ Brooklyn / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Brooklyn / United States,none,LGEUS,,0,0,,,,,730,0 +2710,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,media and communication,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,director,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +9721,0.25,1581 Beech Springs Rd Cloud IT / Greenfield / United States,IT,,18698,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1581 Beech Springs Rd Cloud IT / Greenfield / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +9548,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,0 +19804,0.25,/ / Brazil,ID,0.0732484076433121,37255,End Customer,SMB,,,,,sales,29,,,,,/ / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +10076,0.25,1550 E. Glenn Ave. Cloud IT / Auburn / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E. Glenn Ave. Cloud IT / Auburn / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +16414,0.25,/ / Italy,AS,,25405,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Italy,manager,LGEIS,,0,0,,,,,341,0 +6150,0.25,/ São Paulo / Brazil,AS,,28419,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +13203,0.25,/ Cebu / Philippines,AS,,165,Specifier/ Influencer,Enterprise,,,,,arts and design,3,,,,,/ Cebu / Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +3528,1.0,/ Ludhiana / India,ID,,23489,,Enterprise,4.0,,,,engineering,3,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +19736,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,27060,End Customer,SMB,,,,,business development,35,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279,1 +17459,0.75,1600 w loop S / houston /,IT,,42067,End Customer,SMB,0.0,,,,,3,Quotation or Purchase Consultation,,,,1600 w loop S / houston /,none,LGEUS,3 months ~ 6 months,0,0,,,,,194,0 +5602,0.5,/ Arujá / Brazil,AS,,31980,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Arujá / Brazil,others,LGESP,,0,0,,,,,97,0 +11842,0.5,/ Bodh Gaya / India,ID,,12622,,Enterprise,,,,,education,3,Others,,,,/ Bodh Gaya / India,others,LGEIL,,0,0,,,,,164,0 +351,0.5,//United States,ID,0.0446428571428571,44719,End Customer,Enterprise,5.0,1.0,,1.0,consulting,63,Quotation or Purchase Consultation,standard signage,LT340C Series,28LT340C (CIS),//United States,ceo/founder,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,205,1 +178,1.0,/ Doha / Qatar,ID,0.075,30535,Channel Partner,SMB,,1.0,,1.0,sales,86,Quotation or Purchase Consultation,interactive signage,,,/ Doha / Qatar,associate/analyst,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,320,0 +19816,0.0,/ / Brazil,ID,0.0732484076433121,45685,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +19604,1.0,/ Canela / RS / Brazil,ID,0.0732484076433121,32857,Service Partner,SMB,,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Canela / RS / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +8928,0.75,/ Eureka / United States,ID,0.1186440677966101,9452,,SMB,17.0,,,,purchasing,22,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Eureka / United States,none,LGEUS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,311,0 +20980,0.0,/ / Spain,ID,0.025,9607,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +11023,1.0,/ Małopolska / Poland,ID,0.0199004975124378,39255,Service Partner,SMB,,1.0,,1.0,operations,431,Quotation or Purchase Consultation,led signage,Digital Floor Series,,/ Małopolska / Poland,director,LGEPL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,343,1 +20760,1.0,/ Botucatu / Brazil,ID,0.0476190476190476,32613,End Customer,SMB,,,,,administrative,106,Request for Partnership,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Botucatu / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,1 +8482,1.0,/ Rancho Palos Verdes / United States,ID,,6300,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 +5931,0.5,/ São Paulo / Brazil,AS,,7886,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +18980,1.0,/ Rio de Janeiro / Brazil,AS,0.0681818181818181,39371,End Customer,SMB,,,,,engineering,97,Others,multi-split,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,97,1 +7138,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,finance,40,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +17629,0.0,/ / Brazil,ID,0.0806916426512968,45685,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +1174,0.5,/ / United States,ID,0.0446428571428571,28160,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377,1 +19696,0.75,via tortona 37 / Milano / Italy,ID,,4313,Specifier/ Influencer,SMB,0.0,,,,product management,405,Quotation or Purchase Consultation,led signage,,,via tortona 37 / Milano / Italy,manager,LGEIS,,0,1,0.0011827288932506,0.0498402555910543,retail,,302,0 +992,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +14504,0.25,/ Piauí - Teresina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,152,Quotation or Purchase Consultation,multi-split,,,/ Piauí - Teresina / Brazil,none,LGESP,,0,0,,,,,97,0 +6601,0.25,/ Bainbridge Island / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,194,Quotation or Purchase Consultation,etc.,,,/ Bainbridge Island / United States,none,LGEUS,,0,0,,,,,731,0 +13489,0.0,/ / India,AS,,16996,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +3166,0.5,//United States,ID,,5072,Channel Partner,SMB,,,,,product management,113,Quotation or Purchase Consultation,standard signage,UHD TV Signage,65UR640S (ASIA),//United States,manager,LGEUS,,0,0,,,,,360,0 +20461,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +19838,0.0,/ / Brazil,ID,0.0732484076433121,28519,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +13868,0.25,/ São Paulo / Brazil,AS,,22587,End Customer,SMB,40.0,,,,engineering,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +13020,0.75,/ lima / Peru,AS,,8038,End Customer,SMB,,,,,engineering,3,,vrf,,,/ lima / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,741,0 +1939,1.0,/ Gorakhpur / India,ID,,17062,,Enterprise,2.0,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +20462,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +2358,1.0,/ / Egypt,ID,,3846,End Customer,SMB,,,,,arts and design,39,Technical Consultation,led signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +11738,0.0,/ / India,ID,,5128,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +9980,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3100,0.5,/ Pune / India,ID,,5412,End Customer,Enterprise,,,,,sales,4,Quotation or Purchase Consultation,standard signage,,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148,1 +15438,0.5,/Hồ Chí Minh/Vietnam,AS,,39362,Specifier/ Influencer,Enterprise,,,,,engineering,18,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,entry level,LGEVH,,0,0,,,,,702,0 +11298,0.75,/ / Brazil,ID,,13679,,Enterprise,,,,,media and communication,3,Request for Partnership,,,,/ / Brazil,none,LGESP,3 months ~ 6 months,0,0,,,,,317,0 +8680,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,1 +21270,0.0,/ / India,ID,,3686,,Enterprise,,,,,support,3,,,,,/ / India,none,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,174,0 +2119,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,0 +8191,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560,1 +11130,1.0,/ Rajnagar / India,ID,,15536,,Enterprise,,,,,engineering,12,Technical Consultation,interactive signage,,,/ Rajnagar / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +7767,0.5,/ Nellis AFB /,IT,,44228,End Customer,SMB,0.0,,,,,124,Quotation or Purchase Consultation,,,,/ Nellis AFB /,none,LGEUS,3 months ~ 6 months,0,0,,,,,334,1 +6462,0.5,/Cairo/Egypt,AS,,832,,Enterprise,,,,,operations,14,Quotation or Purchase Consultation,vrf,,,/Cairo/Egypt,director,LGEEG,,0,0,,,,,51,0 +12425,1.0,/ Rio de janeiro / Brazil,AS,,20716,,Enterprise,,,,,operations,11,Trainings,single-split,,,/ Rio de janeiro / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +20333,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +9186,1.0,/ SABANETA / Colombia,IT,,6271,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,monitor,,,/ SABANETA / Colombia,manager,LGECB,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,231,0 +8986,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371,0 +16031,0.0,/ Пловдив / Bulgaria,AS,,46972,Specifier/ Influencer,SMB,,,,,others,3,,,,,/ Пловдив / Bulgaria,none,LGEMK,,0,0,,,,,710,0 +15006,0.5,/ SANTIAGO / Chile,AS,,19184,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ SANTIAGO / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 +11675,0.0,/ / India,ID,,4365,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +13782,0.25,/ Goiânia/GO / Brazil,AS,,23408,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Goiânia/GO / Brazil,manager,LGESP,,0,0,,,,,97,0 +13269,0.25,/Depok/Indonesia,AS,,14230,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Depok/Indonesia,none,LGEIN,,0,0,,,,,670,0 +8340,0.25,Education / / United States,ID,0.3902439024390244,18027,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542,1 +18673,0.0,/ / Peru,ID,0.0327868852459016,15162,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +1471,1.0,/ / Egypt,ID,,3734,End Customer,Enterprise,,,,,operations,86,Technical Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +14861,0.25,/ São Paulo / Brazil,AS,,1438,End Customer,Enterprise,0.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8910,1.0,/ / Argentina,ID,0.0732484076433121,10369,,SMB,32.0,,,,human resources,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 +4327,0.25,/ Hyderabad / India,AS,,22930,End Customer,SMB,,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +20141,0.5,Carrera 18 N. 48-52 / Bucaramanga / Colombia,AS,0.004,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,etc.,,,Carrera 18 N. 48-52 / Bucaramanga / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 +16589,0.0,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,,3,,vrf,,,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",none,LGEIS,,0,0,,,,,341,1 +1,1.0,/Rajahmundry /India,AS,0.0888888888888888,28522,End Customer,Enterprise,,,,,sales,44,Usage or Technical Consultation,multi-split,,,/Rajahmundry /India,partner,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,116,1 +20728,0.0,/ / Peru,ID,0.25,14365,,Enterprise,0.0,,,,support,3,,,,,/ / Peru,none,LGEPR,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,258,0 +17577,1.0,/Santiago/Chile,ID,0.0806916426512968,17396,End Customer,SMB,,,,,marketing,279,Quotation or Purchase Consultation,one:quick series,,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 +3225,0.5,7125 W. Jefferson Ave / Lakewood /,ID,,14462,Channel Partner,SMB,1.0,,,,,151,Quotation or Purchase Consultation,,,,7125 W. Jefferson Ave / Lakewood /,none,LGEUS,9 months ~ 1 year,0,0,,,,,567,0 +1572,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +13614,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +17169,0.75,/ Cali / Colombia,AS,,3656,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cali / Colombia,manager,LGECB,less than 3 months,0,0,,,,,962,1 +5142,0.5,/ São Paulo / Brazil,AS,,25633,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +12682,0.75,/Arequipa/Peru,AS,,1820,,Enterprise,,,,,engineering,3,,vrf,,,/Arequipa/Peru,entry level,LGEPR,more than a year,0,0,,,,,125,0 +7431,1.0,//U.A.E,AS,,28572,End Customer,SMB,16.0,,,,engineering,29,Quotation or Purchase Consultation,etc.,,,//U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,78,0 +14929,0.25,/ กทม / Thailand,AS,,47314,End Customer,Enterprise,115.0,,,,,33,Quotation or Purchase Consultation,etc.,,,/ กทม / Thailand,none,LGETH,,0,0,,,,,744,0 +11041,1.0,/ Ciudad de mexico / Mexico,ID,0.0749486652977412,22321,Channel Partner,SMB,,1.0,,1.0,engineering,65,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Ciudad de mexico / Mexico,manager,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,263,0 +19011,1.0,/ Mato Grosso - Alta Floresta / Brazil,AS,0.0681818181818181,3649,End Customer,Enterprise,,,,,healthcare services,184,Quotation or Purchase Consultation,vrf,,,/ Mato Grosso - Alta Floresta / Brazil,director,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,680,0 +5007,0.5,/ / Brazil,AS,,39482,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97,0 +19886,0.25,/ / Argentina,ID,0.0732484076433121,38492,,Enterprise,0.0,,,,program and project management,11,,,,,/ / Argentina,manager,LGEAR,,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,325,1 +14759,0.5,/ Aracaju - Sergipe / Brazil,AS,,26002,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Aracaju - Sergipe / Brazil,partner,LGESP,,0,0,,,,,97,0 +9060,0.25,/ / Greece,ID,,25354,Channel Partner,SMB,2.0,,,,education,5,,,,Integrated LSVP,/ / Greece,c-level executive,LGEHS,,0,0,0.0011827288932506,0.0498402555910543,retail,Cosmetics,593,1 +14586,0.25,/ Paraná / Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,92,Quotation or Purchase Consultation,vrf,,,/ Paraná / Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 +11601,0.5,/ Gandhidham / India,ID,,39146,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,interactive signage,,,/ Gandhidham / India,manager,LGEIL,,0,0,,,,,174,0 +18362,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +18107,0.0,/ / Peru,ID,0.0327868852459016,46420,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +4335,0.25,/ Hyderabad / India,AS,,40707,End Customer,Enterprise,,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +6116,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +72,1.0,/ Metro Manila / Philippines,AS,0.0666666666666666,41108,End Customer,SMB,,,,,engineering,355,Quotation or Purchase Consultation,control,,,/ Metro Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,0,1 +6579,0.25,/ pompton lakes / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,209,Quotation or Purchase Consultation,multi-split,,,/ pompton lakes / United States,none,LGEUS,,0,0,,,,,730,0 +11271,1.0,/ / Brazil,ID,,29217,End Customer,SMB,,,,,engineering,119,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Brazil,director,LGESP,more than a year,0,0,,,,,480,0 +15956,0.5,/ Cuenca / Ecuador,AS,,14013,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Cuenca / Ecuador,partner,LGEPS,less than 3 months,0,0,,,,,654,0 +2277,0.75,/ / U.A.E,ID,,30746,Solution Eco-Partner,SMB,,,,,information technology,455,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,219,0 +19194,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,0 +16484,0.25,Via Borgo Eniano 38 / Montagnana / Italy,AS,,15797,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,Via Borgo Eniano 38 / Montagnana / Italy,entry level,LGEIS,,0,0,,,,,341,1 +5753,0.5,/ Vitoria / Brazil,AS,,32294,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Vitoria / Brazil,others,LGESP,,0,0,,,,,97,0 +9619,1.0,/ Kolkata / India,AS,,16452,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2,1 +19256,0.25,/ / Singapore,ID,,47466,End Customer,Enterprise,10.0,,,,,3,,oled signage,,,/ / Singapore,entry level,LGESL,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,198,0 +292,1.0,/ / United States,ID,0.0446428571428571,1128,End Customer,SMB,,1.0,,1.0,marketing,60,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,348,0 +4528,0.25,/ Kharghar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Kharghar / India,none,LGEIL,,0,0,,,,,115,0 +12184,1.0,/ Bandung / Indonesia,AS,,11121,Specifier/ Influencer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Bandung / Indonesia,director,LGEIN,6 months ~ 9 months,0,0,,,,,670,0 +7827,0.25,"1200 First Street, Ne 8Th Floor Education / Washington / United States",IT,,12597,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"1200 First Street, Ne 8Th Floor Education / Washington / United States",none,LGEUS,,0,0,,,,,374,0 +10398,1.0,/Cali/Colombia,AS,0.0039370078740157,27952,Specifier/ Influencer,SMB,,,,,consulting,156,Quotation or Purchase Consultation,vrf,,,/Cali/Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Logistics,699,0 +14223,0.5,/ PORTO ALEGRE / Brazil,AS,,24661,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ PORTO ALEGRE / Brazil,director,LGESP,,0,0,,,,,97,0 +14482,0.25,/ Salvador / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,57,Quotation or Purchase Consultation,etc.,,,/ Salvador / Brazil,none,LGESP,,0,0,,,,,97,0 +6642,0.25,16424 Old Frederick Rd / MD / United States,AS,,19790,,SMB,,,,,,192,Services,,,,16424 Old Frederick Rd / MD / United States,none,LGEUS,,0,0,,,,,731,0 +12928,1.0,/ Marabá/PA / Brazil,AS,,6967,Specifier/ Influencer,Enterprise,,,,,support,60,Quotation or Purchase Consultation,vrf,,,/ Marabá/PA / Brazil,trainee,LGESP,more than a year,0,0,,,,,97,0 +17745,1.0,/ Münster / Germany,IT,,11187,End Customer,SMB,,,,,others,521,Quotation or Purchase Consultation,,,,/ Münster / Germany,c-level executive,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,0 +21261,1.0,/ Cuiaba / Brazil,ID,0.0422535211267605,37784,End Customer,Enterprise,,,,,information technology,1132,Quotation or Purchase Consultation,led signage,,,/ Cuiaba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,342,1 +10079,0.25,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,IT,,42910,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +7418,0.75,/ PP / Cambodia,AS,,22600,,SMB,,,,,consulting,65,Quotation or Purchase Consultation,vrf,,,/ PP / Cambodia,none,LGETH,3 months ~ 6 months,0,0,,,,,684,0 +19647,1.0,/ Bogota / Colombia,ID,0.0732484076433121,13921,End Customer,Enterprise,,,,,operations,23,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187,0 +19830,0.0,/ / Brazil,ID,0.0732484076433121,46009,Specifier/ Influencer,SMB,4.0,,,,media and communication,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +20415,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19600,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +4284,0.25,/ VISAKHAPATNAM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,etc.,,,/ VISAKHAPATNAM / India,none,LGEIL,,0,0,,,,,116,0 +8996,1.0,/ / Romania,ID,,14743,End Customer,Enterprise,,,,,entrepreneurship,790,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Romania,ceo/founder,LGERO,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,303,0 +12964,0.75,/ Medellin / Colombia,AS,,27671,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Medellin / Colombia,director,LGECB,3 months ~ 6 months,0,0,,,,,650,0 +4511,0.25,/ Areraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ Areraj / India,none,LGEIL,,0,0,,,,,115,0 +7246,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,14,Quotation or Purchase Consultation,vrf,,,/ makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +8884,1.0,/ / Georgia,ID,0.0491803278688524,12232,End Customer,Enterprise,,,,,administrative,51,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,/ / Georgia,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,907,0 +8795,0.25,/ Phoenix / United States,ID,0.6153846153846154,20682,,Enterprise,,,,,,215,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Phoenix / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,333,1 +10591,1.0,/ Bogota / Colombia,ID,0.0749486652977412,38736,End Customer,Enterprise,,1.0,,1.0,media and communication,30,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,intern,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344,0 +20328,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 +5678,0.5,/ São Paulo / Brazil,AS,,7367,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +14359,0.25,/ SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,158,Quotation or Purchase Consultation,heating,,,/ SP / Brazil,none,LGESP,,0,0,,,,,97,0 +9576,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +18915,1.0,/ Kolkata / India,AS,0.1470588235294117,20424,End Customer,Enterprise,48.0,,,,sales,77,Quotation or Purchase Consultation,ventilation,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Institute & Academy,2,1 +6909,0.25,121 park Ave. Suite 20 Williston / VT / United States,AS,,10349,,SMB,,,,,,220,Product Information,,,,121 park Ave. Suite 20 Williston / VT / United States,none,LGEUS,,0,0,,,,,731,0 +4611,0.25,/ Ghaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ Ghaziabad / India,none,LGEIL,,0,0,,,,,115,0 +18674,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +18975,0.75,/Loja/Ecuador,AS,0.0681818181818181,38807,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Loja/Ecuador,associate/analyst,LGEPS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,654,1 +16043,0.25,/ Варна / Bulgaria,AS,,46982,Channel Partner,SMB,,,,,,3,,etc.,,,/ Варна / Bulgaria,partner,LGEMK,,0,0,,,,,710,0 +1315,0.25,Rockefeller Plaza Cloud IT / Nyc / United States,IT,0.0434782608695652,46011,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Rockefeller Plaza Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +16785,1.0,/ Parañaque City / Philippines,AS,,14617,End Customer,Enterprise,0.0,,,,administrative,14,Quotation or Purchase Consultation,vrf,,,/ Parañaque City / Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,,,,,120,0 +3121,0.25,/ / India,ID,,30112,End Customer,Enterprise,0.0,,,,operations,442,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015-GN2,/ / India,none,LGEIL,,0,0,,,,,174,0 +4920,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +14110,0.25,/ São José / Brazil,AS,,23628,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,chiller,,,/ São José / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20295,1.0,/ Cebu / Philippines,ID,,27986,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/ Cebu / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,268,0 +17214,1.0,/ Hồ Chí Minh / Vietnam,AS,,43492,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +10514,1.0,/ BRASÍLIA / Brazil,ID,0.0749486652977412,43214,End Customer,SMB,,1.0,,1.0,others,90,Quotation or Purchase Consultation,webos,,,/ BRASÍLIA / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,342,1 +522,0.25,Corporate / /,ID,0.0446428571428571,29993,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9011,0.0,/ / Brazil,ID,0.0732484076433121,44885,End Customer,SMB,,,,,others,1,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,316,1 +130,0.75,/ / Saudi Arabia,ID,0.075,15444,End Customer,SMB,,1.0,,1.0,legal,4,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,55EF5K-P,/ / Saudi Arabia,none,LGESJ,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Insurance,209,0 +15078,0.5,/ santiago / Chile,AS,,18733,Specifier/ Influencer,SMB,,,,,information technology,3,,etc.,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728,0 +432,0.0,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +20240,1.0,/ PIAUI / Brazil,AS,0.004,24187,End Customer,Enterprise,,,,,administrative,114,Quotation or Purchase Consultation,,,,/ PIAUI / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +11189,1.0,/ Dabhoi / India,ID,,19183,,Enterprise,,,,,accounting,19,Quotation or Purchase Consultation,interactive signage,,,/ Dabhoi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +12528,1.0,/ พระนครศรีอยุธยา / Thailand,AS,,47323,End Customer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ พระนครศรีอยุธยา / Thailand,others,LGETH,less than 3 months,0,0,,,,,1026,0 +3240,0.5,31 east 31st. street Store front (ground floor) /New York City/,ID,,7701,Specifier/ Influencer,SMB,,,,,,131,Quotation or Purchase Consultation,,,,31 east 31st. street Store front (ground floor) /New York City/,none,LGEUS,less than 3 months,0,0,,,,,360,0 +1357,1.0,/Karimganj/India,ID,,38263,,Enterprise,,,,,education,10,other_,interactive digital board,,,/Karimganj/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +12554,0.75,/ NSW / Australia,AS,,13733,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,none,LGEAP,less than 3 months,0,0,,,,,139,0 +8106,1.0,/Najran/Saudi Arabia,ID,0.043103448275862,2747,Service Partner,Enterprise,,,,,other,288,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,,/Najran/Saudi Arabia,manager,LGESJ,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,209,0 +3142,0.5,/Dubai/U.A.E,ID,,46356,End Customer,SMB,,,,,program and project management,376,Quotation or Purchase Consultation,video wall signage,,,/Dubai/U.A.E,manager,LGEGF,,0,0,,,,,308,0 +1410,1.0,/ Lucknow / India,ID,,28739,,Enterprise,,,,,community and social services,26,Technical Consultation,interactive signage,,,/ Lucknow / India,c-level executive,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +10335,1.0,/ Imbituba SC / Brazil,AS,0.0039370078740157,34193,Specifier/ Influencer,SMB,,,,,arts and design,135,Quotation or Purchase Consultation,,,,/ Imbituba SC / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 +2637,1.0,/ / U.A.E,ID,,42069,Channel Partner,Enterprise,,,,,consulting,10,Quotation or Purchase Consultation,high brightness signage,TR3DJ Series,75TR3DJ,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +7984,0.75,/ / China,IT,,2589,Solution Eco-Partner,SMB,,,,,business development,576,Request a Demo,,Other,,/ / China,manager,LGECH,3 months ~ 6 months,0,0,,,,,802,0 +2764,1.0,/ / Türkiye,ID,,15178,End Customer,SMB,,,,,information technology,77,Quotation or Purchase Consultation,standard signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +7498,0.75,/ القاهرة / Egypt,AS,,19280,End Customer,Enterprise,,,,,,34,,,,,/ القاهرة / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +7976,0.25,General / Lake Zurich / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Lake Zurich / United States,none,LGEUS,,0,0,,,,,375,1 +7881,0.25,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,IT,,44259,,SMB,,,,,,43,Quotation or Purchase Consultation,,,,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,none,LGEUS,,0,0,,,,,436,0 +2118,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,0 +19196,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167,1 +3274,0.5,/ /,ID,,44104,End Customer,SMB,,,,,,143,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,194,0 +19814,0.0,/ / Brazil,ID,0.0732484076433121,45686,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +9234,1.0,/ / Hong Kong,ID,,12543,End Customer,SMB,,1.0,,1.0,marketing,96,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,337,0 +21181,1.0,/ Marilândia do Sul Pr / Brazil,AS,,27116,End Customer,Enterprise,,,,,engineering,99,Quotation or Purchase Consultation,single-split,,,/ Marilândia do Sul Pr / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +11071,1.0,/ Formosa / Argentina,ID,0.0749486652977412,12576,End Customer,Enterprise,,1.0,,1.0,business development,259,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Formosa / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,325,0 +8719,0.25,/ Kochi / India,AS,0.0677966101694915,23303,End Customer,Enterprise,,,,,,55,Quotation or Purchase Consultation,multi-split,,,/ Kochi / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +10857,0.0,/ / Brazil,ID,0.0749486652977412,24619,End Customer,Enterprise,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +9538,1.0,/Middx/United Kingdom,ID,0.025,6205,End Customer,SMB,,,,,information technology,288,Quotation or Purchase Consultation,led signage,Flat OLED Signage,55EF5F-L,/Middx/United Kingdom,director,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,185,0 +8612,0.5,200 S. Manchester STE 500 Medical/Orange/United States,IT,0.6428571428571429,43604,,SMB,0.0,,,,healthcare,140,Quotation or Purchase Consultation,,,,200 S. Manchester STE 500 Medical/Orange/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 +11620,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +5942,0.5,/ São Paulo / Brazil,AS,,3230,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9679,1.0,/ Berlin / Germany,IT,,45900,End Customer,SMB,,,,,healthcare services,642,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,entry level,LGEDG,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,428,0 +490,0.25,Corporate / /,ID,0.0446428571428571,2961,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +678,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +2731,1.0,/ / South Africa,ID,,5871,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +16898,0.5,/ Purwokerto / Indonesia,AS,,42659,Specifier/ Influencer,Enterprise,,,,,engineering,14,,single-split,,,/ Purwokerto / Indonesia,none,LGEIN,more than a year,0,0,,,,,122,1 +5047,0.25,/ Joinvielle / Brazil,AS,,6044,Specifier/ Influencer,SMB,4.0,,,,engineering,1,,vrf,,,/ Joinvielle / Brazil,intern,LGESP,,0,0,,,,,97,0 +2550,1.0,/Dharmaj Anand Gujarat/India,ID,,42310,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive digital board,,,/Dharmaj Anand Gujarat/India,other,LGEIL,less than 3 months,0,0,,,,,166,0 +19595,1.0,/brasilia/Brazil,ID,0.0732484076433121,9839,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,video wall signage,,,/brasilia/Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 +17290,0.75,/ Cairo / Egypt,AS,,14140,End Customer,SMB,,,,,others,11,,,,,/ Cairo / Egypt,others,LGEEG,9 months ~ 1 year,0,0,,,,,51,0 +6073,0.5,/ São Paulo / Brazil,AS,,44470,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19376,0.5,/ São Paulo / Brazil,AS,0.0037878787878787,35916,,Enterprise,,,,,others,46,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,others,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +10098,1.0,/Sydney/Australia,ID,,24895,End Customer,Enterprise,,,,,support,681,Quotation or Purchase Consultation,standard signage,SM5KE Series,43SM5KE-B,/Sydney/Australia,other,LGEAP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,168,1 +17142,0.75,/Santiago /Chile,AS,,10614,,Enterprise,,,,,others,3,,chiller,,,/Santiago /Chile,others,LGECL,less than 3 months,0,0,,,,,100,0 +2124,1.0,/ Seoni / India,ID,,30686,,Enterprise,4.0,,,,education,4,Quotation or Purchase Consultation,,,,/ Seoni / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +15986,0.25,/ جدة / Jordan,AS,,47466,End Customer,Enterprise,3.0,,,,,23,Quotation or Purchase Consultation,etc.,,,/ جدة / Jordan,none,LGELF,,0,0,,,,,638,0 +6981,0.25,12270 Leesville Rd / VA / United States,AS,,42107,,SMB,2219.0,,,,,251,Others,,,,12270 Leesville Rd / VA / United States,none,LGEUS,,0,0,,,,,731,0 +15639,0.5,"/ Naucalpan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,55,Quotation or Purchase Consultation,etc.,,,"/ Naucalpan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 +5830,0.5,/ / Brazil,AS,,30626,,Enterprise,4.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +8188,1.0,/Seven Hills/Australia,ID,0.2142857142857142,10558,Channel Partner,SMB,,,,,education,105,Request for Partnership,high brightness signage,,,/Seven Hills/Australia,director,LGEAP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,157,0 +7999,1.0,//India,ID,0.0330578512396694,43223,Service Partner,Enterprise,1.0,,,,arts and design,176,Quotation or Purchase Consultation,led signage,Ultra High Brightness Series,GSEG100,//India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),174,0 +9252,0.25,/ Cedar City / United States,ID,,8096,,Enterprise,,1.0,,1.0,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Cedar City / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205,0 +1994,1.0,/ Thane / India,ID,,36117,,SMB,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Thane / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +7981,0.25,Cloud IT / / United States,IT,,24946,,SMB,,,,,,51,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,375,1 +4000,1.0,/ الرياض / Saudi Arabia,AS,,46119,End Customer,Enterprise,,,,,business development,105,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13,0 +21244,1.0,/ Dianopolis / Brazil,ID,0.0422535211267605,25283,End Customer,Enterprise,,,,,media and communication,191,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/ Dianopolis / Brazil,others,LGESP,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480,1 +20243,1.0,/ santiago / Chile,AS,0.004,8814,Specifier/ Influencer,SMB,,,,,administrative,53,Quotation or Purchase Consultation,vrf,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,729,0 +10829,0.25,/ / Indonesia,ID,0.0843373493975903,25360,End Customer,Enterprise,,1.0,,1.0,,3,,special signage,,,/ / Indonesia,partner,LGEIN,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,253,0 +5194,0.5,/ São Paulo / Brazil,AS,,3255,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +7232,1.0,/ Makati City / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,39,Quotation or Purchase Consultation,vrf,,,/ Makati City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +11212,1.0,/ Mumbai / India,ID,,45824,,Enterprise,,,,,business development,13,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,145,0 +14160,0.25,/ São Paulo / Brazil,AS,,14565,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +15315,0.25,/ Ankara / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,47,Quotation or Purchase Consultation,,,,/ Ankara / Türkiye,none,LGETK,,0,0,,,,,103,0 +8135,1.0,/ dubai / U.A.E,AS,0.0485436893203883,39392,,Enterprise,,,,,engineering,215,Quotation or Purchase Consultation,vrf,,,/ dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),25,1 +6054,0.5,/ São Paulo / Brazil,AS,,4936,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19709,1.0,/ Sao Paulo / Brazil,ID,0.0732484076433121,23025,End Customer,Enterprise,,,,,healthcare services,66,Quotation or Purchase Consultation,standard signage,,,/ Sao Paulo / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,572,1 +2001,1.0,/ Kherli / India,ID,,8578,,Enterprise,1.0,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ Kherli / India,director,LGEIL,more than a year,0,0,,,,,174,0 +3817,1.0,/ Mysore / India,AS,,33334,End Customer,Enterprise,,,,,healthcare services,59,Usage or Technical Consultation,vrf,,,/ Mysore / India,others,LGEIL,less than 3 months,0,0,,,,,36,1 +13364,0.25,/ / India,AS,,20594,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 +19029,1.0,/Ceres/Brazil,ID,0.2692307692307692,7031,End Customer,Enterprise,,,,,administrative,62,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/Ceres/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,487,0 +14713,0.5,/ barueri / Brazil,AS,,9059,Specifier/ Influencer,Enterprise,,,,,administrative,3,,chiller,,,/ barueri / Brazil,vice president,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +11860,0.5,/ Indore / India,ID,,6595,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Indore / India,others,LGEIL,,0,0,,,,,174,0 +1984,1.0,/ Munger / India,ID,,13696,,Enterprise,,,,,administrative,21,Quotation or Purchase Consultation,,,,/ Munger / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +6571,0.25,/ Beograd / Serbia,AS,,21873,End Customer,Enterprise,,,,,,14,,heating,,,/ Beograd / Serbia,others,LGEMK,,0,0,,,,,766,0 +10765,1.0,/ 32257 Bünde / Germany,ID,0.0199004975124378,12356,Channel Partner,SMB,1.0,1.0,,1.0,administrative,455,Request for Partnership,standard signage,UL3G Series,43UL3G-B,/ 32257 Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326,0 +8199,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,0 +7898,0.0,Medical / Worcester / United States,IT,,43721,,SMB,,,,,,157,,,,,Medical / Worcester / United States,none,LGEUS,,0,0,,,,,435,1 +1877,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 +876,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +12639,1.0,Hà Nội / / Vietnam,AS,,10987,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,Hà Nội / / Vietnam,others,LGEVH,less than 3 months,0,0,,,,,963,0 +5334,0.5,/São Paulo/Brazil,AS,,26987,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +1784,1.0,/ Bulandshahr / India,ID,,42207,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Bulandshahr / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +10300,0.5,/Balikpapan/Indonesia,AS,0.0666666666666666,32255,End Customer,Enterprise,,,,,others,129,,,,,/Balikpapan/Indonesia,others,LGEIN,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955,1 +2436,1.0,/ / Saudi Arabia,ID,,20411,End Customer,SMB,,,,,marketing,52,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 +15742,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +21254,1.0,/ Brasília / Brazil,ID,0.0422535211267605,27307,End Customer,Enterprise,,,,,media and communication,236,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,ceo/founder,LGESP,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,480,1 +9342,1.0,/ machilipatnam / India,AS,0.0714285714285714,6075,End Customer,Enterprise,5.0,,,,product management,50,Quotation or Purchase Consultation,vrf,,,/ machilipatnam / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,,116,0 +17379,0.75,/ san salvador / El Salvador,AS,,17094,Specifier/ Influencer,SMB,,,,,sales,3,,vrf,,,/ san salvador / El Salvador,director,LGEPS,6 months ~ 9 months,0,0,,,,,654,0 +4336,0.25,/ Hyderabad / India,AS,,34603,End Customer,Enterprise,,,,,,95,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +13666,0.5,/ PERNAMBUCO / Brazil,AS,,26727,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ PERNAMBUCO / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +9705,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +2361,1.0,/ / Jamaica,ID,,2645,End Customer,Enterprise,65.0,,,,military and protective services,47,Quotation or Purchase Consultation,led signage,,,/ / Jamaica,ceo/founder,LGEPS,less than 3 months,0,0,,,,,239,0 +19512,1.0,/ / Mexico,ID,0.0544217687074829,41880,,Enterprise,9.0,,,,engineering,3,Technical Consultation,,,,/ / Mexico,manager,LGEMS,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,189,0 +931,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +17206,1.0,/ / Vietnam,AS,,30100,Specifier/ Influencer,Enterprise,,,,,media and communication,3,Quotation or Purchase Consultation,,,,/ / Vietnam,entry level,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +15655,0.5,/ Poza Rica / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,111,Quotation or Purchase Consultation,etc.,,,/ Poza Rica / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 +9493,1.0,/ / Brazil,ID,0.0476190476190476,32727,Service Partner,SMB,,,,,media and communication,981,Request for Partnership,led signage,LG MAGNIT,LBAF015,/ / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 +265,1.0,/İstanbul/Türkiye,ID,0.075,43443,Solution Eco-Partner,SMB,,1.0,,1.0,engineering,47,Request for Partnership,led signage,Transparent LED Film,LAT240,/İstanbul/Türkiye,ceo/founder,LGETK,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,285,0 +3237,0.5,625 W James St / Kent /,ID,,978,End Customer,SMB,,,,,,298,Quotation or Purchase Consultation,,,,625 W James St / Kent /,none,LGEUS,less than 3 months,0,0,,,,,373,0 +9385,1.0,/ HOSUR / India,ID,0.036036036036036,28099,End Customer,SMB,,,,,business development,73,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,,/ HOSUR / India,vice president,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,149,1 +11515,1.0,/ / Hong Kong,ID,,41584,Channel Partner,Enterprise,,,,,sales,26,Quotation or Purchase Consultation,interactive signage,TR3BF Series,65TR3BF-B,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,195,0 +15898,0.75,/ caracas / Venezuela,AS,,21440,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Product Information,vrf,,,/ caracas / Venezuela,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +11472,1.0,/ / Türkiye,ID,,4263,End Customer,SMB,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +11727,0.0,/ / India,ID,,11410,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +4022,1.0,/ Metro Manila / Philippines,AS,,23341,End Customer,Enterprise,,,,,marketing,30,Quotation or Purchase Consultation,vrf,,,/ Metro Manila / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 +11597,0.5,/ Coimbatore / India,ID,,37713,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,interactive signage,,,/ Coimbatore / India,manager,LGEIL,,0,0,,,,,149,0 +2911,0.75,/ / United States,ID,,23062,,SMB,,,,,purchasing,106,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360,0 +9442,1.0,/ Nashik / India,ID,0.036036036036036,8401,End Customer,Enterprise,,,,,engineering,298,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Nashik / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,277,0 +20705,1.0,/Porto Velho/Brazil,ID,0.25,18611,End Customer,Enterprise,,,,,information technology,55,Technical Consultation,software solution,SuperSign Simple Editor,,/Porto Velho/Brazil,associate/analyst,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,167,0 +222,1.0,/ / Saudi Arabia,ID,0.075,40645,End Customer,SMB,,1.0,,1.0,engineering,33,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,295,0 +11238,1.0,/Mumbai/India,ID,,21248,,Enterprise,,,,,business development,24,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,director,LGEIL,more than a year,0,0,,,,,174,0 +20490,1.0,/ Gramado / Brazil,ID,0.1241217798594847,35473,End Customer,SMB,,1.0,,1.0,purchasing,288,Quotation or Purchase Consultation,hotel tv,,,/ Gramado / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487,1 +7396,1.0,/Mumbai/India,AS,,1983,,SMB,,,,,purchasing,2,Quotation or Purchase Consultation,vrf,,,/Mumbai/India,others,LGEIL,less than 3 months,0,0,,,,,76,0 +4880,0.5,/ / Brazil,AS,,11368,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,manager,LGESP,,0,0,,,,,97,0 +323,0.75,/Nagpur/India,ID,0.0575342465753424,34083,Service Partner,Enterprise,,1.0,,1.0,engineering,52,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/Nagpur/India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 +6753,0.25,1022 West Main st bowling green / KY / United States,AS,,45612,,Enterprise,,,,,,244,Product Information,,,,1022 West Main st bowling green / KY / United States,none,LGEUS,,0,0,,,,,731,0 +17612,1.0,/ BUCARAMANGA / Colombia,ID,0.0806916426512968,33563,End Customer,SMB,,,,,engineering,120,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ BUCARAMANGA / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,187,0 +310,1.0,/BUCARAMANGA/Colombia,ID,0.0749486652977412,45406,End Customer,Enterprise,,1.0,,1.0,administrative,71,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/BUCARAMANGA/Colombia,others,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,187,0 +21184,1.0,/ Minas Gerais Joaíma / Brazil,AS,,15587,End Customer,Enterprise,,,,,administrative,283,Quotation or Purchase Consultation,single-split,,,/ Minas Gerais Joaíma / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +16857,1.0,/ Cebu City / Philippines,AS,,21423,End Customer,SMB,,,,,engineering,40,Quotation or Purchase Consultation,vrf,,,/ Cebu City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +10253,1.0,/ PR / Brazil,AS,0.0039370078740157,18013,Specifier/ Influencer,Enterprise,27.0,,,,arts and design,643,Quotation or Purchase Consultation,,,,/ PR / Brazil,entry level,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +5137,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9698,0.25,1780 Jay Ell Dr Cloud IT / Richardson / United States,IT,,22958,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,,,,1780 Jay Ell Dr Cloud IT / Richardson / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831,0 +6226,0.25,/ Americana / Brazil,AS,,5703,,Enterprise,,,,,others,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97,0 +15743,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +10750,0.75,/ / Mexico,ID,0.0749486652977412,41880,,Enterprise,9.0,1.0,,1.0,others,20,Others,,,,/ / Mexico,none,LGEMS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 +7438,1.0,/ Tbilisi / Georgia,AS,,1907,Specifier/ Influencer,SMB,,,,,business development,489,Quotation or Purchase Consultation,vrf,,,/ Tbilisi / Georgia,partner,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 +2248,1.0,/ / U.A.E,ID,,14806,End Customer,Enterprise,,,,,business development,70,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +4953,0.25,/ Fortaleza / Brazil,AS,,403,,Enterprise,,,,,engineering,1,,,,,/ Fortaleza / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +3017,1.0,/ Tulsipur / India,ID,,7484,,Enterprise,1.0,,,,education,19,Quotation or Purchase Consultation,,,,/ Tulsipur / India,manager,LGEIL,less than 3 months,0,0,,,,,356,0 +8859,1.0,/Navi Mumbai /India,ID,0.0289256198347107,1280,End Customer,Enterprise,,,,,marketing,9,Quotation or Purchase Consultation,video wall signage,LV35A Series,55LV35A,/Navi Mumbai /India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,174,0 +7108,0.75,/ / Philippines,AS,,11654,End Customer,Enterprise,,,,,engineering,4,,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +20711,1.0,//Mexico,ID,0.25,41880,,Enterprise,9.0,,,,engineering,3,Other,,,,//Mexico,other,LGEMS,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,189,0 +1706,1.0,/Ahmedabad/India,ID,,19515,,Enterprise,,,,,education,36,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +2952,1.0,/ / Saudi Arabia,ID,,37190,End Customer,SMB,,,,,information technology,28,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +10383,1.0,/PE / Garanhuns/Brazil,AS,0.0039370078740157,6398,End Customer,SMB,2.0,,,,purchasing,161,Quotation or Purchase Consultation,single-split,,,/PE / Garanhuns/Brazil,others,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,0 +20831,1.0,/ Bento Gonçalves / Brazil,ID,0.0476190476190476,22546,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,software solution,,,/ Bento Gonçalves / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +1580,1.0,/Chennai/India,ID,,13611,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +3239,0.5,//,ID,,9405,Specifier/ Influencer,SMB,,,,,,40,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,332,0 +20741,0.0,Italia / / Italy,AS,,18677,Channel Partner,SMB,,,,,,3,,vrf,,,Italia / / Italy,none,LGEIS,,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,341,0 +6585,0.25,/ Kingsville / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,120,Quotation or Purchase Consultation,etc.,,,/ Kingsville / United States,none,LGEUS,,0,0,,,,,730,0 +2019,1.0,/ delhi / India,ID,,46353,,Enterprise,,,,,education,3,Others,interactive signage,,,/ delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +20334,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +1353,1.0,/ Mumbai / India,ID,,30171,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +9161,1.0,/dubai/U.A.E,AS,0.0196078431372549,8944,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,multi-split,,,/dubai/U.A.E,partner,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25,1 +12566,0.75,/ Nizwa / Oman,AS,,26467,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Nizwa / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727,0 +9607,1.0,/ Dubai / U.A.E,ID,,183,Channel Partner,SMB,,,,,others,888,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ Dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219,0 +14682,0.25,/ Uberlândia - MG / Brazil,AS,,21974,End Customer,SMB,,,,,engineering,3,,,,,/ Uberlândia - MG / Brazil,intern,LGESP,,0,0,,,,,97,0 +20638,1.0,/ Maracanaú / Brazil,ID,0.0695652173913043,17462,End Customer,SMB,1.0,,,,engineering,42,Quotation or Purchase Consultation,led signage,,,/ Maracanaú / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,1 +7121,0.75,/ bocaue / Philippines,AS,,11579,End Customer,Enterprise,,,,,operations,34,,multi-split,,,/ bocaue / Philippines,manager,LGEPH,more than a year,0,0,,,,,135,0 +14629,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,105,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 +7363,1.0,/Pathanamthitta/India,AS,,28106,End Customer,Enterprise,,,,,business development,62,Quotation or Purchase Consultation,multi-split,,,/Pathanamthitta/India,manager,LGEIL,less than 3 months,0,0,,,,,34,1 +7490,1.0,/ Sohag / Egypt,AS,,36798,End Customer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Sohag / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +9057,0.5,/ / Hong Kong,ID,0.1184210526315789,35696,End Customer,SMB,,,,,purchasing,56,Request for Partnership,video wall signage,,,/ / Hong Kong,manager,LGEHK,,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337,1 +9958,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4291,0.25,/ Mohali / India,AS,,47466,End Customer,Enterprise,19.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,/ Mohali / India,none,LGEIL,,0,0,,,,,95,0 +2508,1.0,/ Jaunpur / India,ID,,38860,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Jaunpur / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +6707,0.25,14300 Cherry Lane Ct / MD / United States,AS,,23020,,SMB,0.0,,,,,241,Services,,,,14300 Cherry Lane Ct / MD / United States,none,LGEUS,,0,0,,,,,731,0 +18087,0.5,/ / Peru,ID,0.0327868852459016,4189,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Peru,ceo/founder,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +19118,1.0,//Germany,IT,0.2307692307692307,7722,Channel Partner,SMB,,,,,,461,Quotation or Purchase Consultation,medical display,Surgical Monitors,,//Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,0 +16812,0.75,/ Makati / Philippines,AS,,45711,End Customer,Enterprise,3.0,,,,program and project management,3,,multi-split,,,/ Makati / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +13217,0.25,/ JAKARTA / Indonesia,AS,,13207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ JAKARTA / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670,0 +11268,1.0,/ Jaggayyapeta / India,ID,,37680,,Enterprise,,,,,education,24,Others,interactive signage,,,/ Jaggayyapeta / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +14121,0.25,/ ba / Brazil,AS,,10915,Specifier/ Influencer,Enterprise,,,,,support,3,,,,,/ ba / Brazil,entry level,LGESP,,0,0,,,,,97,0 +10452,1.0,/Belo Horizonte/Brazil,ID,0.0749486652977412,10005,End Customer,Enterprise,1.0,1.0,,1.0,administrative,50,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/Belo Horizonte/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,0 +13845,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,SMB,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +3465,1.0,/Bongaon/India,ID,,44918,,Enterprise,,,,,education,40,Quotation or Purchase Consultation,interactive digital board,,,/Bongaon/India,director,LGEIL,less than 3 months,0,0,,,,,223,0 +6923,0.25,242 n New York / KS / United States,AS,,11434,,Enterprise,,,,,,81,Product Information,,,,242 n New York / KS / United States,none,LGEUS,,0,0,,,,,731,0 +13697,0.5,/ Salvador / Brazil,AS,,15791,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Salvador / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +13342,0.25,/ Umbergaon / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Umbergaon / India,none,LGEIL,,0,0,,,,,77,0 +12625,0.75,/ Ho chi minh / Vietnam,AS,,10088,End Customer,Enterprise,,,,,,3,,vrf,,,/ Ho chi minh / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,643,0 +15353,0.25,/ İzmir Urla / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,112,Quotation or Purchase Consultation,heating,,,/ İzmir Urla / Türkiye,none,LGETK,,0,0,,,,,103,0 +12460,1.0,/ ปทุมธานี / Thailand,AS,,47380,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ ปทุมธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 +19921,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,1 +7100,1.0,/ Pasig City / Philippines,AS,,9626,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Pasig City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,135,0 +3122,0.5,//India,ID,,24902,End Customer,SMB,,,,,information technology,41,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),//India,none,LGEIL,less than 3 months,0,0,,,,,148,1 +6820,0.25,100 racoosin drive / PA / United States,AS,,27519,,SMB,,,,,,60,Product Information,,,,100 racoosin drive / PA / United States,none,LGEUS,,0,0,,,,,730,0 +10918,0.0,/ / Peru,ID,0.0749486652977412,10550,,Enterprise,,1.0,,1.0,administrative,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +21103,1.0,/ Joinville / Brazil,AS,,7526,End Customer,Enterprise,,,,,legal,50,Quotation or Purchase Consultation,single-split,,,/ Joinville / Brazil,manager,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +6576,0.25,/ Miami / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,335,Quotation or Purchase Consultation,etc.,,,/ Miami / United States,none,LGEUS,,0,0,,,,,731,0 +13804,0.25,/ Lauro de Freitas / Brazil,AS,,16168,End Customer,SMB,0.0,,,,finance,3,,,,,/ Lauro de Freitas / Brazil,manager,LGESP,,0,0,,,,,97,0 +20483,0.25,6525 Carnegie Blvd Hospitality / Charlotte / United States,ID,,32361,End Customer,SMB,,1.0,,1.0,product management,3,,hotel tv,,,6525 Carnegie Blvd Hospitality / Charlotte / United States,others,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +1639,1.0,/ Gurugram / India,ID,,43835,,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,interactive signage,,,/ Gurugram / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,315,0 +13213,0.5,//Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,//Philippines,intern,LGEPH,,0,0,,,,,0,1 +2528,1.0,/ viramgam / India,ID,,37399,,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,interactive signage,,,/ viramgam / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +17479,1.0,/ / Germany,IT,,30549,End Customer,SMB,,,,,,248,Quotation or Purchase Consultation,laptop,,,/ / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428,1 +3071,0.5,/ Rudrapur / India,ID,,36318,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Rudrapur / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +20962,0.25,/ / Argentina,ID,0.0476190476190476,10335,Channel Partner,Enterprise,3.0,,,,sales,3,,,,LSVP(Digital Signage),/ / Argentina,manager,LGEAR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 +8902,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185,0 +7651,0.75,/ / Germany,IT,,13437,,Enterprise,2.0,,,,arts and design,87,OEM/ODM Request,laptop,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,9 months ~ 1 year,0,0,,,,,428,0 +19170,1.0,/ Monterrey / Mexico,ID,0.0538922155688622,3938,End Customer,Enterprise,,,,,others,103,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/ Monterrey / Mexico,others,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,188,0 +9618,1.0,/ ISABELA/LUNA / Philippines,AS,,26091,End Customer,Enterprise,,,,,others,30,Others,etc.,,,/ ISABELA/LUNA / Philippines,others,LGEPH,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,750,0 +7248,1.0,/ / Philippines,AS,,32397,End Customer,SMB,,,,,others,16,Quotation or Purchase Consultation,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +20644,1.0,/ / Mexico,ID,0.0695652173913043,41880,,Enterprise,9.0,,,,arts and design,3,Others,,,,/ / Mexico,manager,LGEMS,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,189,0 +9900,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +9002,0.5,/ / India,ID,0.0289256198347107,24592,End Customer,SMB,,,,,sales,21,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / India,manager,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,174,0 +277,1.0,/ / Egypt,ID,0.075,40219,End Customer,SMB,,1.0,,1.0,marketing,52,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,associate/analyst,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +18148,0.0,/ / Peru,ID,0.0327868852459016,20566,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +11577,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +14526,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97,0 +11572,0.5,/ Puducherry / India,ID,,44555,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Puducherry / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +7491,1.0,/ Cairo / Egypt,AS,,8716,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +2142,1.0,/jammu/India,ID,,32813,,Enterprise,,,,,healthcare services,2,other_,interactive digital board,,,/jammu/India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +20932,0.0,/ / Peru,ID,0.0476190476190476,13853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +8386,0.25,/ Miami Gardens / United States,ID,0.3902439024390244,30456,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Miami Gardens / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 +20832,1.0,/ Goiânia / Brazil,ID,0.0476190476190476,20972,End Customer,Enterprise,,,,,arts and design,86,Quotation or Purchase Consultation,led signage,Ultra Light Series,,/ Goiânia / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 +9307,1.0,/ barkot uttarkashi / India,AS,,38313,End Customer,Enterprise,,,,,operations,84,Quotation or Purchase Consultation,vrf,,,/ barkot uttarkashi / India,manager,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,17,1 +10017,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1703,1.0,/Lucknow/India,ID,,40630,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,147,0 +17837,1.0,//Vietnam,ID,0.2142857142857142,1608,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,581,1 +19753,1.0,/TELOLOAPAN/Mexico,ID,0.0732484076433121,15904,Channel Partner,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,,/TELOLOAPAN/Mexico,manager,LGEMS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,263,0 +2933,1.0,/ / Saudi Arabia,ID,,2081,End Customer,SMB,,,,,information technology,67,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,295,0 +18635,0.0,/ / Peru,ID,0.0327868852459016,27983,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +11223,1.0,/ Panchkula / India,ID,,30184,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive signage,,,/ Panchkula / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,0 +21063,1.0,/ / Mexico,ID,0.0476190476190476,26951,End Customer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189,0 +7867,0.25,Cloud IT / / United States,IT,,13257,,Enterprise,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 +19620,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +16940,1.0,/ Teresina / Brazil,AS,,26601,End Customer,Enterprise,1.0,,,,operations,50,Quotation or Purchase Consultation,single-split,,,/ Teresina / Brazil,ceo/founder,LGESP,6 months ~ 9 months,0,0,,,,,97,0 +57,1.0,/Abu Dhabi/U.A.E,AS,0.0408163265306122,1975,End Customer,SMB,,,,,business development,108,Quotation or Purchase Consultation,etc.,,,/Abu Dhabi/U.A.E,partner,LGEGF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,25,1 +9723,0.25,205 Miller Springs Ct Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Ct Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +14112,0.25,/ Rio de Janeiro / Brazil,AS,,27122,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20272,1.0,/Goslar/Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,electronics & telco,288,Quotation or Purchase Consultation,,,,/Goslar/Germany,ceo/founder,LGEDG,less than 3 months,0,0,0.0011827288932506,,retail,,428,1 +8652,0.25,/ San Antonio / United States,ID,0.1666666666666666,27239,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ San Antonio / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 +1479,1.0,//United States,ID,,33494,Specifier/ Influencer,SMB,,,,,program and project management,26,Technical Consultation,led signage,Transparent LED Film,LAT140,//United States,manager,LGEUS,9 months ~ 1 year,0,0,,,,,332,0 +1991,1.0,/Nagpur/India,ID,,37680,,SMB,,,,,consulting,4,Quotation or Purchase Consultation,interactive digital board,,,/Nagpur/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +5487,0.5,/Joinville/Brazil,AS,,5647,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 +9281,0.25,/ Greensboro / United States,ID,,11512,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greensboro / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 +8313,0.0,/ / Peru,ID,0.0327868852459016,21893,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +2016,1.0,/ Pune / India,ID,,1369,,Enterprise,,,,,consulting,1,Technical Consultation,interactive signage,,,/ Pune / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +8757,1.0,"12500 E Belford Ave / Englewood, CO",ID,0.6153846153846154,38562,End Customer,SMB,1.0,,,,program and project management,127,Quotation or Purchase Consultation,standard signage,UH7F-H Series,65UH7F-H,"12500 E Belford Ave / Englewood, CO",manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,448,1 +3016,1.0,/ Ahmedabad / India,ID,,43023,,Enterprise,4.0,,,,accounting,7,Others,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +17543,0.5,Corporate / / United States,IT,,5032,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,Corporate / / United States,entry level,LGEUS,,0,0,,,,,310,0 +9124,1.0,/ MT / CUIABA / Brazil,AS,0.004,14974,End Customer,Enterprise,,,,,purchasing,9,Quotation or Purchase Consultation,multi-split,,,/ MT / CUIABA / Brazil,partner,LGESP,6 months ~ 9 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +13933,0.25,/ São José / Brazil,AS,,21181,Specifier/ Influencer,Enterprise,,,,,support,3,,etc.,,,/ São José / Brazil,entry level,LGESP,,0,0,,,,,97,0 +13382,0.25,/ Chandigarh / India,AS,,3868,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672,0 +19994,1.0,/ Varginha/MG / Brazil,AS,0.004,44871,End Customer,Enterprise,,,,,others,48,Quotation or Purchase Consultation,multi-split,,,/ Varginha/MG / Brazil,ceo/founder,LGESP,9 months ~ 1 year,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,97,0 +3351,0.5,/ / France,ID,,33751,,Enterprise,,,,,,78,Others,,,,/ / France,others,LGEFS,,0,0,,,,,261,0 +13268,0.25,/jakarta/Indonesia,AS,,13373,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/jakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 +3368,1.0,/ / India,ID,,12391,End Customer,SMB,,,,,entrepreneurship,120,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +2391,0.75,3623 E 3892 N / Kimberly /,ID,,44436,End Customer,Enterprise,,,,,,351,Quotation or Purchase Consultation,,,,3623 E 3892 N / Kimberly /,none,LGEUS,less than 3 months,0,0,,,,,567,1 +10720,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,6978,End Customer,SMB,,1.0,,1.0,others,17,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG-B,/ Rio de Janeiro / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,0 +517,0.25,Corporate / /,ID,0.0446428571428571,42287,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17775,1.0,/ DHARPALLY Dist Nizamabad / India,ID,0.0311958405545927,21175,Specifier/ Influencer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,Interactive,55TR3DK/65TR3DK,/ DHARPALLY Dist Nizamabad / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),277,0 +3083,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +21323,1.0,/Porto Velho Rondônia/Brazil,AS,0.04,41467,End Customer,SMB,,,,,engineering,400,Quotation or Purchase Consultation,chiller,,,/Porto Velho Rondônia/Brazil,manager,LGESP,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,680,1 +11105,0.25,/ / U.A.E,IT,,14346,,Enterprise,,,1.0,1.0,,3,Usage or Technical Consultation,,,,/ / U.A.E,none,LGEGF,,0,0,0.0030792876608617,,corporate / office,IT/Software,408,0 +9796,0.25,Cloud IT / New York / United States,IT,,15940,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +804,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +2173,1.0,/ Pune / India,ID,,30004,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +1272,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 +16796,1.0,/Cavite/Philippines,AS,,22433,,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +17947,0.0,/ / India,ID,0.0311958405545927,15401,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +10930,0.0,/ / Peru,ID,0.0749486652977412,46357,,Enterprise,,1.0,,1.0,arts and design,11,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,258,0 +20314,1.0,/ / Mexico,ID,0.1241217798594847,29328,End Customer,Enterprise,,1.0,,1.0,program and project management,97,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +19335,1.0,/ Ceará/Fortaleza / Brazil,AS,0.0037878787878787,35778,Specifier/ Influencer,Enterprise,,,,,support,148,Quotation or Purchase Consultation,vrf,,,/ Ceará/Fortaleza / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +15199,0.5,/ Villavicencio / Colombia,AS,,7330,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 +9926,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3044,1.0,/ Hyderabad / India,ID,,30466,End Customer,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +17076,1.0,/ DOHA / Qatar,AS,,12633,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ DOHA / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 +9150,1.0,/ srinagar / India,AS,0.0289855072463768,766,End Customer,SMB,,,,,sales,124,Quotation or Purchase Consultation,single-split,,,/ srinagar / India,manager,LGEIL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,115,0 +14940,0.25,/ / Thailand,AS,,47386,,Enterprise,,,,,community and social services,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753,0 +13219,0.25,/ BANDUNG / Indonesia,AS,,4518,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ BANDUNG / Indonesia,manager,LGEIN,,0,0,,,,,670,0 +20460,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +21253,1.0,/ MIAMI / United States,ID,0.4,16645,End Customer,SMB,,,,,consulting,33,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ MIAMI / United States,manager,LGEUS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,310,0 +20453,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +20774,1.0,/ Contagem / Brazil,ID,0.0476190476190476,17274,End Customer,SMB,1.0,,,,purchasing,86,Quotation or Purchase Consultation,led signage,,,/ Contagem / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 +16307,0.25,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +10193,1.0,/ São Paulo / Brazil,AS,0.0039370078740157,6753,Specifier/ Influencer,Enterprise,,,,,engineering,524,Product Information,multi-split,,,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,0 +8195,1.0,/ / Vietnam,ID,0.2142857142857142,10992,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +14697,0.5,/ brasilia / Brazil,AS,,28319,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ brasilia / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 +4348,0.25,/ Manjeri / India,AS,,454,End Customer,Enterprise,,,,,,198,Quotation or Purchase Consultation,vrf,,,/ Manjeri / India,none,LGEIL,,0,0,,,,,34,0 +15308,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,230,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103,0 +11132,1.0,/ Lucknow / India,ID,,37083,,Enterprise,,,,,media and communication,3,Others,interactive signage,,,/ Lucknow / India,others,LGEIL,more than a year,0,0,,,,,174,0 +6927,0.25,708 Cayuga Street / NY / United States,AS,,8936,,SMB,,,,,,201,Product Information,,,,708 Cayuga Street / NY / United States,none,LGEUS,,0,0,,,,,731,0 +16379,0.25,Via Dei Faggella 30 / Roma (RM) / Italy,AS,,40432,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,Via Dei Faggella 30 / Roma (RM) / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +7175,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,11,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +12039,0.5,//,ID,,315,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,360,0 +20448,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +16825,0.75,/ / Philippines,AS,,3828,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +17653,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263,0 +20693,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324,0 +10059,0.25,One Dell Parkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,One Dell Parkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +5654,0.5,/ São Paulo / Brazil,AS,,44394,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +10773,1.0,/ / Hong Kong,ID,0.0843373493975903,19387,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +81,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34,0 +17937,0.0,/ / India,ID,0.0311958405545927,44898,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +10338,1.0,/ Porto Feliz / SP / Brazil,AS,0.0039370078740157,18155,End Customer,SMB,,,,,marketing,456,Quotation or Purchase Consultation,multi-split,,,/ Porto Feliz / SP / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,0 +1367,1.0,/ Namakkal / India,ID,,24290,,Enterprise,,,,,quality assurance,66,Quotation or Purchase Consultation,interactive signage,,,/ Namakkal / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +602,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +2990,1.0,/ / Hong Kong,ID,,34789,Specifier/ Influencer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,337,0 +14891,0.5,/ Rio de janeiro / Brazil,AS,,28898,End Customer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Rio de janeiro / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +11892,0.5,/Unnao/India,ID,,16977,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Unnao/India,"academic coordinator/ post graduate teacher (accountancy, business studies)/ tgt (ict)",LGEIL,,0,0,,,,,147,0 +15811,0.5,/ San Pedro Sula / Honduras,AS,,21676,End Customer,Enterprise,,,,,business development,3,,single-split,,,/ San Pedro Sula / Honduras,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +9982,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12178,1.0,/ / Argentina,ID,,13114,,SMB,0.0,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 +13575,0.0,/ Assam / India,AS,,3883,End Customer,SMB,4.0,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 +10034,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10695,1.0,/ Campinas / Brazil,ID,0.0749486652977412,15725,End Customer,SMB,,1.0,,1.0,information technology,74,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Campinas / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,406,0 +14156,0.5,/ Salvador / Brazil,AS,,30339,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 +12818,0.5,/ Malang / Indonesia,AS,,11137,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743,0 +2866,0.75,/ Yukon / Canada,ID,,8677,End Customer,Enterprise,,,,,arts and design,212,Quotation or Purchase Consultation,video wall signage,,,/ Yukon / Canada,none,LGECI,9 months ~ 1 year,0,0,,,,,573,0 +8096,0.5,/ Spring Valley / United States,ID,0.3333333333333333,310,,SMB,,,,,education,21,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Spring Valley / United States,c-level executive,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 +17147,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 +15269,0.5,/ Cartagena / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,vrf,,,/ Cartagena / Colombia,none,LGECB,less than 3 months,0,0,,,,,962,0 +2695,1.0,/ / U.A.E,ID,,6580,End Customer,SMB,,,,,consulting,69,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +19584,1.0,/Linhares/Brazil,ID,0.0732484076433121,35093,Channel Partner,Enterprise,,,,,administrative,17,Quotation or Purchase Consultation,led signage,,,/Linhares/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +10341,1.0,/ Maranhão / Brazil,AS,0.0039370078740157,4157,End Customer,Enterprise,,,,,administrative,43,Quotation or Purchase Consultation,etc.,,,/ Maranhão / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +20400,0.0,/ / Peru,ID,0.1241217798594847,27353,,Enterprise,,1.0,,1.0,human resources,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 +6287,0.25,/ Salvador / Brazil,AS,,43712,,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 +14856,0.25,/ São Paulo / Brazil,AS,,1436,End Customer,SMB,0.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +20627,1.0,/Lins - SP/Brazil,ID,0.0695652173913043,22957,End Customer,Enterprise,,,,,program and project management,59,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/Lins - SP/Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,0 +13493,0.0,/ / India,AS,,35044,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +5166,0.5,/Joinville/Brazil,AS,,12086,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 +20289,1.0,/ madrid / Colombia,ID,0.1241217798594847,40676,Channel Partner,SMB,,1.0,,1.0,finance,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ madrid / Colombia,partner,LGECB,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,187,0 +13019,1.0,/Estado de México /Mexico,AS,,37836,,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,etc.,,,/Estado de México /Mexico,others,LGEMS,more than a year,0,0,,,,,42,0 +11843,0.5,/ gurugram / India,ID,,29960,,Enterprise,,,,,education,3,Others,,,,/ gurugram / India,others,LGEIL,,0,0,,,,,174,0 +15003,0.5,/ Santiago / Chile,AS,,42019,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 +10455,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,45234,Channel Partner,SMB,,1.0,,1.0,program and project management,227,Quotation or Purchase Consultation,video wall signage,,,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +4140,0.25,"/ Binan, laguna / Philippines",AS,,22415,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,"/ Binan, laguna / Philippines",none,LGEPH,,0,0,,,,,0,1 +15386,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,132,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103,0 +8858,1.0,/ Siliguri / India,ID,0.0289256198347107,28779,End Customer,Enterprise,,,,,others,187,Technical Consultation,standard signage,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,223,1 +11882,0.5,/Jodhpur/India,ID,,44306,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Jodhpur/India,educator,LGEIL,,0,0,,,,,174,0 +4011,1.0,/ Gumaca / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/ Gumaca / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +20703,0.5,/ / Switzerland,IT,,43598,End Customer,Enterprise,,,,,information technology,3,Usage or Technical Consultation,cloud device,Zero Clients,,/ / Switzerland,manager,LGEDG,,0,0,0.0002153634176709,,factory,Pharmaceutical Factory,919,0 +6246,0.25,/ São Paulo / Brazil,AS,,31170,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +17592,1.0,/ / Mexico,ID,0.0806916426512968,31466,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,others,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +14144,0.25,/ Am / Brazil,AS,,12430,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Am / Brazil,entry level,LGESP,,0,0,,,,,97,0 +15622,0.25,"/ Chihuahua, chihuahua / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,,,,"/ Chihuahua, chihuahua / Mexico",none,LGEMS,,0,0,,,,,42,0 +19567,1.0,/MAringa /Brazil,ID,0.0732484076433121,11645,End Customer,Enterprise,53.0,,,,others,146,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/MAringa /Brazil,others,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,487,0 +19552,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Curitiba / Brazil,manager,LGESP,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,278,1 +12338,1.0,/ QUEZON CITY / Philippines,AS,,29010,Specifier/ Influencer,Enterprise,,,,,support,16,Quotation or Purchase Consultation,vrf,,,/ QUEZON CITY / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,135,0 +7427,1.0,/ DUBAI / U.A.E,AS,,34722,End Customer,SMB,,,,,program and project management,67,Quotation or Purchase Consultation,etc.,,,/ DUBAI / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 +16158,0.25,/ SINGAPORE / Singapore,AS,,24228,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 +11015,1.0,/Primavera do Leste/Brazil,ID,0.0749486652977412,4899,Service Partner,SMB,,1.0,,1.0,others,1036,Quotation or Purchase Consultation,led signage,,,/Primavera do Leste/Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 +17712,1.0,/ BAHIA / Brazil,AS,0.0118577075098814,24717,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,single-split,,,/ BAHIA / Brazil,director,LGESP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),97,0 +6324,0.25,/ abu dhabi / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,328,Quotation or Purchase Consultation,etc.,,,/ abu dhabi / U.A.E,none,LGEGF,,0,0,,,,,25,0 +786,0.25,/ Mount Clare / United States,ID,0.0446428571428571,42034,,SMB,,1.0,,1.0,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mount Clare / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 +19837,0.0,/ / Brazil,ID,0.0732484076433121,21065,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 +15177,0.25,/ Żyrardów / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,165,Quotation or Purchase Consultation,etc.,,,/ Żyrardów / Poland,none,LGEPL,,0,0,,,,,642,0 +8011,1.0,/ LUCKNOW / India,ID,0.0330578512396694,47466,End Customer,Enterprise,4.0,,,,administrative,49,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ LUCKNOW / India,manager,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",356,1 +4750,0.25,/Mumbai/India,AS,,38241,Specifier/ Influencer,SMB,,,,,engineering,6,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 +13118,1.0,/São Paulo/SP/Brazil,AS,,24814,End Customer,SMB,,,,,engineering,286,Quotation or Purchase Consultation,etc.,,,/São Paulo/SP/Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97,0 +270,1.0,/ / Türkiye,ID,0.075,19474,Specifier/ Influencer,SMB,,1.0,,1.0,marketing,980,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Türkiye,manager,LGETK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,285,0 +4288,0.25,/ Vizianagaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Vizianagaram / India,none,LGEIL,,0,0,,,,,116,0 +516,0.25,Corporate / /,ID,0.0446428571428571,5415,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +19156,0.5,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",IT,0.2307692307692307,4389,Channel Partner,SMB,0.0,,,,pathologist,3,Usage or Technical Consultation,medical display,All Medical Displays,,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",manager,LGEHS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,862,1 +3058,1.0,/ Tabuk / Saudi Arabia,ID,,20658,Channel Partner,SMB,,,,,program and project management,77,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Tabuk / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,244,0 +13383,0.25,/ Chandigarh / India,AS,,39591,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672,0 +7437,0.75,/ Nizwa / Oman,AS,,2229,End Customer,Enterprise,,,,,,2,,single-split,,,/ Nizwa / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727,0 +15528,0.5,/ / Mexico,AS,,38821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +5400,0.5,/são paulo/Brazil,AS,,4639,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/são paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +8601,0.25,71 Auburn St Medical / Concord / United States,IT,0.6428571428571429,14200,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,71 Auburn St Medical / Concord / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,834,1 +8134,1.0,/ Lane Cove West / Australia,AS,0.0181818181818181,39595,Specifier/ Influencer,SMB,,,,,others,235,Product Information,multi-split,,,/ Lane Cove West / Australia,director,LGEAP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,138,1 +4474,0.25,/ chinsurah / India,AS,,47466,End Customer,Enterprise,19.0,,,,,1,Quotation or Purchase Consultation,multi-split,,,/ chinsurah / India,none,LGEIL,,0,0,,,,,115,0 +1655,1.0,/ delhi / India,ID,,11857,,Enterprise,,,,,arts and design,12,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +8947,1.0,/ / U.A.E,ID,0.0491803278688524,39315,End Customer,Enterprise,,,,,media and communication,709,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GW,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),219,0 +16808,0.75,/ Quezon City / Philippines,AS,,23341,End Customer,SMB,13.0,,,,sales,3,,,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 +7923,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 +4340,0.25,/ South West Delhi / India,AS,,5181,End Customer,Enterprise,,,,,,29,Quotation or Purchase Consultation,multi-split,,,/ South West Delhi / India,none,LGEIL,,0,0,,,,,9,1 +3020,1.0,/ Ludhiana / India,ID,,40344,,SMB,,,,,real estate,2,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,manager,LGEIL,less than 3 months,0,0,,,,,165,0 +3576,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,0 +3971,1.0,/ Sharjah / U.A.E,AS,,2173,Specifier/ Influencer,SMB,,,,,engineering,256,Quotation or Purchase Consultation,single-split,,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 +10694,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +7615,1.0,/ Dhaka / Bangladesh,AS,,11331,Specifier/ Influencer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,multi-split,,,/ Dhaka / Bangladesh,c-level executive,LGESL,less than 3 months,0,0,,,,,110,0 +8259,0.25,/ / Australia,ID,0.2142857142857142,42278,End Customer,SMB,,,,,program and project management,31,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +15934,0.25,/ / El Salvador,AS,,37611,End Customer,Enterprise,,,,,others,3,,single-split,,,/ / El Salvador,none,LGEPS,less than 3 months,0,0,,,,,654,0 +1674,1.0,/ Hyderabad / India,ID,,40137,,Enterprise,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +8177,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,0 +7364,1.0,/Gurgaon/India,AS,,5984,End Customer,SMB,,,,,finance,151,Quotation or Purchase Consultation,vrf,,,/Gurgaon/India,manager,LGEIL,less than 3 months,0,0,,,,,88,0 +9750,0.25,6265 Rivers Ave Cloud IT / North Charleston / United States,IT,,39513,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6265 Rivers Ave Cloud IT / North Charleston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +17325,0.75,/ Ecatepec de Morelos / Mexico,AS,,9139,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Ecatepec de Morelos / Mexico,director,LGEMS,more than a year,0,0,,,,,42,0 +5925,0.5,/ São Paulo / Brazil,AS,,7496,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9412,0.75,/ Pune / India,ID,0.036036036036036,41707,Solution Eco-Partner,SMB,,,,,consulting,136,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,22XE1J-B,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148,1 +12508,0.75,/ Bangkok / Thailand,AS,,23815,End Customer,Enterprise,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 +19809,0.25,/ / Brazil,ID,0.0732484076433121,869,End Customer,SMB,51.0,,,,operations,3,,,,,/ / Brazil,director,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +9286,0.25,/ Anglet / France,ID,0.0169491525423728,6936,Service Partner,Enterprise,,1.0,,1.0,others,324,Quotation or Purchase Consultation,pro:centric,Pro:Centric Direct,,/ Anglet / France,none,LGEFS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,931,1 +8724,0.25,/ Kolkata / India,AS,0.0677966101694915,11549,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,2,1 +2457,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,1 +1664,1.0,/Vadodara/India,ID,,4162,,Enterprise,,,,,arts and design,53,Quotation or Purchase Consultation,interactive digital board,,,/Vadodara/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +9574,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +5531,0.5,/ São Paulo / Brazil,AS,,25892,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +16911,0.75,/Surabaya/Indonesia,AS,,11103,,Enterprise,19.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +7696,0.75,/ / United States,IT,,42440,,SMB,,,,,purchasing,122,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 +14162,0.25,/ MANAUS AM / Brazil,AS,,14578,Specifier/ Influencer,SMB,7.0,,,,engineering,3,,,,,/ MANAUS AM / Brazil,director,LGESP,,0,0,,,,,97,0 +8876,1.0,/Brasília/Brazil,ID,0.0732484076433121,11220,Service Partner,Enterprise,,,,,arts and design,2,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Brasília/Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +3344,0.5,/ / Hong Kong,ID,,16069,End Customer,SMB,1.0,,,,program and project management,130,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,none,LGEHK,9 months ~ 1 year,0,0,,,,,337,0 +2756,1.0,/ / United Kingdom,ID,,21071,End Customer,SMB,,,,,arts and design,711,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,185,0 +7234,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +2885,0.75,8537 Six Forks Road Suite 600 / Raleigh /,ID,,3597,End Customer,SMB,,,,,,81,Quotation or Purchase Consultation,,,,8537 Six Forks Road Suite 600 / Raleigh /,none,LGEUS,less than 3 months,0,0,,,,,353,0 +4261,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,1 +11006,1.0,/ sao paulo / Brazil,ID,0.0749486652977412,44890,Specifier/ Influencer,SMB,,1.0,,1.0,administrative,31,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ sao paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,1 +11677,0.0,/ / India,ID,,29084,,SMB,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +1217,1.0,/ Germany / United Kingdom,IT,,46582,Specifier/ Influencer,SMB,,,1.0,1.0,information technology,225,Others,monitor,,,/ Germany / United Kingdom,director,LGEDG,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,429,0 +2317,1.0,/ / Türkiye,ID,,4364,End Customer,SMB,,,,,media and communication,54,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +14914,0.25,/ / Thailand,AS,,47392,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,manager,LGETH,,0,0,,,,,753,0 +7657,0.75,/ / United States,IT,,22847,,SMB,,,,,purchasing,115,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 +18199,0.0,/ / Peru,ID,0.0327868852459016,21889,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +11803,0.5,/ saharanpur / India,ID,,4411,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ saharanpur / India,partner,LGEIL,,0,0,,,,,174,0 +2526,1.0,/ Kanpur / India,ID,,36604,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,manager,LGEIL,less than 3 months,0,0,,,,,276,0 +13371,0.25,/ Noida / India,AS,,24492,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 +813,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +356,0.5,/Miami/United States,ID,0.0446428571428571,38328,End Customer,SMB,,1.0,,1.0,information technology,113,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/Miami/United States,director,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,360,1 +8717,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10,1 +8969,1.0,/ / Hungary,ID,,38333,Channel Partner,SMB,,,,,others,511,Request for Partnership,led signage,LG Indoor LED,,/ / Hungary,ceo/founder,LGEMK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,158,0 +2903,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310,0 +10239,1.0,/ MT / Tabapora / Brazil,AS,0.0039370078740157,20672,End Customer,SMB,,,,,information technology,164,Quotation or Purchase Consultation,control,,,/ MT / Tabapora / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Telecommunication,966,1 +20160,1.0,/ MANILA / Philippines,AS,0.0227272727272727,46443,End Customer,Enterprise,,,,,engineering,92,Quotation or Purchase Consultation,chiller,,,/ MANILA / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,61,1 +12803,1.0,/ Las pinas city / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,11,Quotation or Purchase Consultation,vrf,,,/ Las pinas city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +11527,1.0,/Santiago/Chile,ID,,362,End Customer,SMB,,,,,information technology,76,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,,,,,580,0 +3490,1.0,/ chandigarh / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ chandigarh / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +13662,0.5,/ Serra Espírito Santo / Brazil,AS,,45590,End Customer,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,/ Serra Espírito Santo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +9171,1.0,/port melbourne/Australia,IT,,10713,End Customer,SMB,0.0,,,,information technology,107,Quotation or Purchase Consultation,notebook,,,/port melbourne/Australia,manager,LGEAP,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,922,0 +4988,0.5,/ / Brazil,AS,,6001,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97,0 +16546,0.0,/ / Italy,AS,,6177,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +4805,0.25,//India,AS,,42202,End Customer,SMB,,,,,administrative,22,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9,1 +6715,0.25,3100 woodsboro ct Norman / OK / United States,AS,,12180,,Enterprise,,,,,,65,Services,,,,3100 woodsboro ct Norman / OK / United States,none,LGEUS,,0,0,,,,,731,0 +15848,0.5,/ Managua / Nicaragua,AS,,39341,Specifier/ Influencer,Enterprise,,,,,business development,3,,etc.,,,/ Managua / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +7225,0.75,/ Camarines norte / Philippines,AS,,26245,Specifier/ Influencer,Enterprise,,,,,others,2,,,,,/ Camarines norte / Philippines,trainee,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +9118,1.0,/ Hyderabad / India,AS,0.0289855072463768,6215,End Customer,Enterprise,,,,,business development,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),4,1 +7675,0.75,/ / Thailand,IT,,25354,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,monitor,,,/ / Thailand,none,LGETH,less than 3 months,0,0,,,,,826,0 +14071,0.25,/ PORTO ALEGRE / Brazil,AS,,35299,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ PORTO ALEGRE / Brazil,entry level,LGESP,,0,0,,,,,97,0 +15770,0.0,Bövingen 25 / Much / Germany,AS,,26343,,SMB,,,,,engineering,3,,,,,Bövingen 25 / Much / Germany,none,LGEDG,,0,0,,,,,126,1 +8527,0.25,/ Clarksville / United States,ID,,40161,,Enterprise,,,,,,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Clarksville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +19958,1.0,/ Resistencia / Argentina,ID,0.0732484076433121,1,End Customer,Enterprise,,,,,entrepreneurship,6,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ Resistencia / Argentina,manager,LGEAR,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,325,0 +10015,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +13594,0.0,/ Patna / India,AS,,29942,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672,0 +12452,0.75,/ กรุงเทพ / Thailand,AS,,47389,Specifier/ Influencer,Enterprise,,,,,others,16,,vrf,,,/ กรุงเทพ / Thailand,ceo/founder,LGETH,less than 3 months,0,0,,,,,748,0 +10279,1.0,/ São Paulo - Jundiai / Brazil,AS,0.0039370078740157,5210,End Customer,Enterprise,,,,,purchasing,413,Quotation or Purchase Consultation,single-split,,,/ São Paulo - Jundiai / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Airline,97,0 +3767,0.5,/ Jaipur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,single-split,one way - 1 nos.,,/ Jaipur / India,none,LGEIL,,0,0,,,,,48,0 +12433,0.75,/ Rio de janeiro / Brazil,AS,,9223,Specifier/ Influencer,Enterprise,,,,,administrative,3,,multi-split,,,/ Rio de janeiro / Brazil,intern,LGESP,9 months ~ 1 year,0,0,,,,,97,0 +18941,1.0,/ ES/Vila Velha / Brazil,AS,0.0151515151515151,38763,Specifier/ Influencer,Enterprise,,,,,engineering,100,Quotation or Purchase Consultation,vrf,,,/ ES/Vila Velha / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,1 +13861,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +21043,0.0,/ / Spain,ID,0.025,20592,End Customer,Enterprise,,,,,support,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +10868,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,operations,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,1 +19833,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +17511,0.5,/ / United Kingdom,IT,,22445,End Customer,Enterprise,,,,,radiology professional,3,Usage or Technical Consultation,,,,/ / United Kingdom,others,LGEUK,,0,0,,,,,781,0 +16378,0.25,"Via Alessandro Fleming, 187 / Artena / Italy",AS,,21598,Specifier/ Influencer,Enterprise,1.0,,,,consulting,3,,vrf,,,"Via Alessandro Fleming, 187 / Artena / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 +7961,0.25,777 Williams Rd Education / Salinas / United States,IT,,2486,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,777 Williams Rd Education / Salinas / United States,none,LGEUS,,0,0,,,,,374,0 +14358,0.25,/ Mato Grosso do Sul / Ponta Porã / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,160,Quotation or Purchase Consultation,,,,/ Mato Grosso do Sul / Ponta Porã / Brazil,none,LGESP,,0,0,,,,,97,0 +20737,0.75,cra 1d 68-01 / Cedula de ciudadania / Colombia,AS,,37964,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,cra 1d 68-01 / Cedula de ciudadania / Colombia,ceo/founder,LGECB,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,962,1 +9568,0.0,/ / United States,ID,0.8333333333333334,12647,,Enterprise,,,,,program and project management,98,,,,,/ / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,591,1 +7423,1.0,/ / Australia,AS,,27826,Specifier/ Influencer,SMB,,,,,engineering,197,Quotation or Purchase Consultation,vrf,,,/ / Australia,others,LGEAP,more than a year,0,0,,,,,139,0 +19244,0.5,/ / Peru,ID,0.0538922155688622,40976,End Customer,Enterprise,,,,,media and communication,8,Technical Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,0 +20754,1.0,/ TAPURAH / Brazil,ID,0.0476190476190476,29191,End Customer,SMB,,,,,administrative,98,Quotation or Purchase Consultation,led signage,,,/ TAPURAH / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +8597,0.25,3601 Sw Murray Blvd Cloud IT / Beaverton / United States,IT,0.6428571428571429,33658,End Customer,SMB,,,,,,43,Quotation or Purchase Consultation,,,,3601 Sw Murray Blvd Cloud IT / Beaverton / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,436,1 +10670,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,47466,Channel Partner,Enterprise,53.0,1.0,,1.0,accounting,399,Request for Partnership,led signage,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +15841,0.5,/ / Panama,AS,,9854,Specifier/ Influencer,Enterprise,62.0,,,,administrative,3,,vrf,,,/ / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +20892,0.0,/ / Peru,ID,0.0476190476190476,18935,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +8105,1.0,/ / United States,ID,0.3333333333333333,43323,End Customer,SMB,,,,,operations,241,Quotation or Purchase Consultation,hotel tv,,,/ / United States,vice president,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,570,1 +14871,0.25,/ Votorantim / Brazil,AS,,1919,End Customer,SMB,,,,,administrative,3,,,,,/ Votorantim / Brazil,others,LGESP,,0,0,,,,,97,0 +6221,0.25,/ Piracicaba / Brazil,AS,,23911,,Enterprise,,,,,others,3,,multi-split,,,/ Piracicaba / Brazil,others,LGESP,,0,0,,,,,97,0 +16383,0.25,Via Aurora 18 a / Fonte Nuova / Italy,AS,,7985,End Customer,SMB,8.0,,,,support,3,,vrf,,,Via Aurora 18 a / Fonte Nuova / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +6279,0.25,/ São Caetano do Sul / Brazil,AS,,10013,,SMB,,,,,others,3,,multi-split,,,/ São Caetano do Sul / Brazil,others,LGESP,,0,0,,,,,97,0 +16287,0.25,Via Lenin Sormano 4 / Favria / Italy,AS,,40502,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,Via Lenin Sormano 4 / Favria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16432,0.25,Via Circumvallazione Esterna 89 / Casoria / Italy,AS,,27707,Channel Partner,SMB,4.0,,,,sales,3,,vrf,,,Via Circumvallazione Esterna 89 / Casoria / Italy,manager,LGEIS,,0,0,,,,,341,1 +16955,1.0,/ PR/Curitiba / Brazil,AS,,7038,End Customer,Enterprise,,,,,purchasing,68,Quotation or Purchase Consultation,single-split,,,/ PR/Curitiba / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 +11444,0.75,/ Bhayander West / India,ID,,33549,Service Partner,Enterprise,,,,,support,10,Customer Suggestions,webos,,,/ Bhayander West / India,none,LGEIL,3 months ~ 6 months,0,0,,,,,148,0 +1167,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +4874,0.25,/ Rio de Janeiro RJ / Brazil,AS,,7752,,Enterprise,,,,,others,2,,,,,/ Rio de Janeiro RJ / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +13654,0.5,/ conselheiro Lafaiete/ MG / Brazil,AS,,35233,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ conselheiro Lafaiete/ MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +7330,0.5,/ Tangerang Selatan / Indonesia,AS,,33838,End Customer,Enterprise,1.0,,,,engineering,2,,vrf,,,/ Tangerang Selatan / Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 +10531,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,33050,End Customer,Enterprise,,1.0,,1.0,engineering,19,Quotation or Purchase Consultation,one:quick series,One:Quick Works,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,406,0 +15592,0.5,/ Monterrey / Mexico,AS,,40903,Specifier/ Influencer,SMB,,,,,operations,3,,chiller,,,/ Monterrey / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +4304,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +6752,0.25,4463 Printers Ct / MD / United States,AS,,39537,,SMB,,,,,,159,Product Information,,,,4463 Printers Ct / MD / United States,none,LGEUS,,0,0,,,,,731,0 +2991,1.0,/ / Hong Kong,ID,,10322,Service Partner,SMB,,,,,media and communication,68,Technical Consultation,special signage,,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,337,0 +14813,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97,0 +16800,0.75,/ Angeles / Philippines,AS,,26374,,SMB,,,,,engineering,12,,vrf,,,/ Angeles / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59,1 +20196,1.0,/São Paulo/Brazil,AS,0.004,35049,End Customer,SMB,,,,,purchasing,506,Quotation or Purchase Consultation,etc.,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +1891,1.0,/ Mumbai / India,ID,,23090,,Enterprise,,,,,marketing,7,Technical Consultation,interactive signage,,,/ Mumbai / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 +11455,1.0,/VITÓRIA DA CONQUISTA/Brazil,ID,,20055,End Customer,Enterprise,,,,,purchasing,83,Quotation or Purchase Consultation,hotel tv,,,/VITÓRIA DA CONQUISTA/Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,487,0 +2201,1.0,/ HUTTI / India,ID,,9618,,Enterprise,,,,,education,5,Technical Consultation,interactive signage,,,/ HUTTI / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +8444,0.25,815 San Pascual Ave Education / Los Angeles / United States,IT,,25856,,SMB,0.0,,,,,202,Quotation or Purchase Consultation,,,,815 San Pascual Ave Education / Los Angeles / United States,none,LGEUS,,0,0,0.0005719551277132,,education,K12 Kindergarten & Schools,374,1 +16733,0.25,/ ROMA / Italy,AS,,4241,Channel Partner,SMB,18.0,,,,sales,3,,vrf,,,/ ROMA / Italy,others,LGEIS,,0,0,,,,,341,0 +9993,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20281,1.0,/ LIMA / Peru,IT,,44464,Channel Partner,SMB,,,,,sales,220,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ LIMA / Peru,ceo/founder,LGEPR,more than a year,0,0,0.0011827288932506,,retail,Electronics & Telco,190,0 +4791,0.25,/Noida/India,AS,,39614,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9,1 +2445,1.0,/ / Saudi Arabia,ID,,17024,End Customer,SMB,,,,,media and communication,39,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +13091,1.0,/ Manila / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,18,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,others,LGEPH,more than a year,0,0,,,,,0,0 +20100,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,9,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 +3085,0.5,/ Kannur / India,ID,,24467,,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,,,,/ Kannur / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +7140,1.0,/ / Philippines,AS,,1702,End Customer,SMB,0.0,,,,others,26,Quotation or Purchase Consultation,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +21220,0.5,/ / Italy,IT,,38781,Channel Partner,SMB,,,,,support,3,,medical display,,,/ / Italy,manager,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843,1 +1948,1.0,/ PUNE / India,ID,,36667,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ PUNE / India,director,LGEIL,less than 3 months,0,0,,,,,148,0 +7182,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,19,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +1295,0.25,Cloud IT / Nyc / United States,IT,0.0434782608695652,37040,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +2481,1.0,/ bhopal / India,ID,,14778,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ bhopal / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 +4445,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,54,Quotation or Purchase Consultation,etc.,,,/ Chennai / India,none,LGEIL,,0,0,,,,,115,0 +8587,0.75,2953 Bunker Hill Lane Ste 202 /Santa Clara/United States,IT,0.6428571428571429,47466,End Customer,Enterprise,0.0,,,,medical imaging specialist,261,Request a Demo,medical display,Diagnostic Monitors,,2953 Bunker Hill Lane Ste 202 /Santa Clara/United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,567,1 +20441,0.0,7930 Jones Branch Drive Hospitality / Mclean / United States,ID,,19611,End Customer,SMB,7.0,1.0,,1.0,,3,,hotel tv,,,7930 Jones Branch Drive Hospitality / Mclean / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +19136,1.0,/ medellin / Colombia,IT,0.3333333333333333,21618,Service Partner,Enterprise,,,,,support,367,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/ medellin / Colombia,ceo/founder,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,1 +19152,0.5,56 Quarry Rd Medical / Trumbull / United States,IT,0.6428571428571429,1393,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,medical display,Diagnostic Monitors,,56 Quarry Rd Medical / Trumbull / United States,director,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Clinic,834,1 +12386,1.0,/ Jakarta / Indonesia,AS,,44587,Specifier/ Influencer,SMB,,,,,information technology,47,Product Information,etc.,,,/ Jakarta / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,774,0 +2488,1.0,/Kolkata/India,ID,,23280,,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +1004,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +7544,1.0,/ / Egypt,AS,,5460,End Customer,Enterprise,2.0,,,,others,43,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +20468,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +4995,0.5,/ Belém / Brazil,AS,,15886,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Belém / Brazil,director,LGESP,,0,0,,,,,97,0 +14793,0.25,/ Jau / SP / Brazil,AS,,45204,,SMB,,,,,entrepreneurship,33,,,,,/ Jau / SP / Brazil,partner,LGESP,,0,0,,,,,97,0 +12256,0.75,/ Santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,administrative,3,,vrf,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,,,,,728,0 +14546,0.25,/ Recife / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Recife / Brazil,none,LGESP,,0,0,,,,,97,0 +12630,1.0,"TP Quy Nhơn, Bình Định / Bình Định / Vietnam",AS,,11257,,Enterprise,,,,,,3,Quotation or Purchase Consultation,vrf,,,"TP Quy Nhơn, Bình Định / Bình Định / Vietnam",vice president,LGEVH,less than 3 months,0,0,,,,,643,0 +8754,1.0,/Tennant Creek/Australia,ID,,5560,End Customer,SMB,,,,,information technology,33,Quotation or Purchase Consultation,webos,,,/Tennant Creek/Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,157,0 +18564,0.0,/ / Peru,ID,0.0327868852459016,9591,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +13000,0.75,/Reynosa/Mexico,AS,,9149,,SMB,,,,,sales,3,,chiller,,,/Reynosa/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,,,,,42,0 +16045,0.25,/ Budapest / Hungary,AS,,32620,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Budapest / Hungary,others,LGEMK,,0,0,,,,,960,1 +2231,1.0,/ Gorakhpur / India,ID,,12618,,Enterprise,,,,,education,7,Others,interactive signage,,,/ Gorakhpur / India,others,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +20316,1.0,/ Tegucigalpa / Honduras,ID,0.1241217798594847,38811,Specifier/ Influencer,SMB,,1.0,,1.0,engineering,39,Request for Partnership,,,,/ Tegucigalpa / Honduras,ceo/founder,LGEPS,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,240,0 +13608,0.25,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",AS,,17695,End Customer,SMB,,,,,engineering,3,,,,,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",ceo/founder,LGESP,,0,0,,,,,97,0 +2494,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +20292,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +8593,0.25,919 Hidden Ridge Tx Cloud IT / Irving / United States,IT,0.6428571428571429,8672,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,919 Hidden Ridge Tx Cloud IT / Irving / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 +19203,1.0,/Perote veracruz/Mexico,ID,0.0538922155688622,30306,End Customer,Enterprise,,,,,other,35,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,,/Perote veracruz/Mexico,other,LGEMS,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,188,0 +16239,0.0,/ / Greece,AS,,22675,,SMB,10.0,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732,0 +16211,0.25,/ / Greece,AS,,16495,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ / Greece,entry level,LGEHS,,0,0,,,,,732,0 +10860,0.0,São Paulo / / Brazil,ID,0.0749486652977412,869,End Customer,SMB,51.0,1.0,,1.0,sales,3,,,,,São Paulo / / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +17618,1.0,/Santa Fe/ san lorenzo/Argentina,ID,0.0806916426512968,9857,Specifier/ Influencer,Enterprise,1.0,,,,administrative,75,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV77D,/Santa Fe/ san lorenzo/Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,345,0 +17267,1.0,/ Elsherouk / Egypt,AS,,13814,End Customer,Enterprise,,,,,others,33,Quotation or Purchase Consultation,,,,/ Elsherouk / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 +7393,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76,0 +1232,1.0,/ BLACKPOOL / United Kingdom,IT,,27546,End Customer,SMB,,,1.0,1.0,others,129,Quotation or Purchase Consultation,laptop,,,/ BLACKPOOL / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,0,0.0030792876608617,,corporate / office,Construction,431,0 +10022,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9915,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +13110,0.75,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",AS,,4218,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",associate/analyst,LGESP,9 months ~ 1 year,0,0,,,,,97,0 +4871,0.25,/ SÃO PAULO / Brazil,AS,,42845,,Enterprise,,,,,,3,,multi-split,,,/ SÃO PAULO / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +8084,0.5,/Esslingen/Germany,ID,0.0135135135135135,40285,Service Partner,SMB,,,,,engineering,169,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Esslingen/Germany,none,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,326,1 +15357,0.25,/ Samsun / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,30,Quotation or Purchase Consultation,multi-split,,,/ Samsun / Türkiye,none,LGETK,,0,0,,,,,103,0 +12258,0.75,/ Santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,administrative,3,,vrf,,,/ Santiago / Chile,others,LGECL,3 months ~ 6 months,0,0,,,,,728,0 +5022,0.25,/ São Paulo / Brazil,AS,,6764,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +15776,0.0,/ / Germany,AS,,14497,,SMB,,,,,operations,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 +20318,0.75,/ /,ID,0.1241217798594847,14415,,Enterprise,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ /,none,LGEPS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,238,0 +19920,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,1 +11052,1.0,/ HERMOSILLO / Mexico,ID,0.0749486652977412,1712,Specifier/ Influencer,Enterprise,,1.0,,1.0,business development,91,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ HERMOSILLO / Mexico,director,LGEMS,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,188,0 +4306,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,1 +18400,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +10498,1.0,/ Pune / India,ID,0.0575342465753424,20652,End Customer,Enterprise,,1.0,,1.0,consulting,23,Quotation or Purchase Consultation,one:quick series,One:Quick works,55CT5WJ,/ Pune / India,director,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,148,0 +14393,0.25,/ VENANCIO AIRES / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,,,,/ VENANCIO AIRES / Brazil,none,LGESP,,0,0,,,,,97,0 +8739,1.0,/DUBAI/U.A.E,AS,0.0496894409937888,2016,Specifier/ Influencer,Enterprise,,,,,engineering,144,Quotation or Purchase Consultation,etc.,,,/DUBAI/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,25,0 +2374,0.75,1 Bloomfield Ave / Mountain Lakes /,ID,,15189,Channel Partner,SMB,,,,,,59,Quotation or Purchase Consultation,,,,1 Bloomfield Ave / Mountain Lakes /,none,LGEUS,less than 3 months,0,0,,,,,360,0 +8599,0.25,95 Old Short Hills Rd Cloud IT / West Orange / United States,IT,0.6428571428571429,36382,,SMB,0.0,,,,,310,Quotation or Purchase Consultation,,,,95 Old Short Hills Rd Cloud IT / West Orange / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,435,1 +16962,0.75,/ Recife / Brazil,AS,,18135,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Recife / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +20561,1.0,/ ิกรุงเทพ / Thailand,AS,,31326,,SMB,,,,,business development,76,Quotation or Purchase Consultation,vrf,,,/ ิกรุงเทพ / Thailand,entry level,LGETH,3 months ~ 6 months,0,0,0.0007167734380046,,hotel & accommodation,,969,0 +9720,0.25,205 Miller Springs Court Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Court Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15428,0.25,/ Benjerrah Guelma / Algeria,AS,,774,End Customer,Enterprise,,,,,,224,Quotation or Purchase Consultation,multi-split,,,/ Benjerrah Guelma / Algeria,none,LGEAS,,0,0,,,,,739,0 +16965,0.75,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",AS,,21575,,SMB,,,,,business development,48,,vrf,,,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",manager,LGESP,6 months ~ 9 months,0,0,,,,,97,0 +12138,1.0,/ ahmedabad / India,ID,,23657,,Enterprise,2.0,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ ahmedabad / India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +6132,0.25,/ São Paulo / Brazil,AS,,39563,,Enterprise,,,,,media and communication,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +20805,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,1 +17281,1.0,/ / Egypt,AS,,47249,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +11156,0.75,14 Kings VW / San Antonio / TX,ID,,3968,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,14 Kings VW / San Antonio / TX,none,LGEUS,3 months ~ 6 months,0,0,,,,,205,0 +19848,0.5,/ / Brazil,ID,0.0732484076433121,8997,,Enterprise,,,,,real estate,13,Quotation or Purchase Consultation,,,,/ / Brazil,partner,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,279,0 +15478,0.25,/ Hà Nội / Vietnam,AS,,46312,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Hà Nội / Vietnam,others,LGEVH,,0,0,,,,,760,0 +8827,1.0,/ Delhi cant / India,AS,0.0714285714285714,36939,End Customer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,vrf,,,/ Delhi cant / India,partner,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,608,0 +2307,0.75,/United Kingdom /United Kingdom,ID,,3971,End Customer,Enterprise,,,,,accounting,35,Quotation or Purchase Consultation,led signage,,,/United Kingdom /United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 +17589,1.0,//Mexico,ID,0.0806916426512968,25309,,Enterprise,53.0,,,,other,3,Other,,,,//Mexico,other,LGEMS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +8467,1.0,/Hanumangarh /India,AS,0.4615384615384615,27625,End Customer,SMB,,,,,entrepreneurship,72,Quotation or Purchase Consultation,vrf,,,/Hanumangarh /India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 +8245,0.5,/Srinagar /India,ID,0.0311958405545927,18077,End Customer,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/Srinagar /India,assistant professor,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +16895,0.5,/ KAB. BANDUNG BARAT / Indonesia,AS,,29085,Specifier/ Influencer,Enterprise,,,,,engineering,14,,vrf,,,/ KAB. BANDUNG BARAT / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +2729,1.0,/ / South Africa,ID,,5831,End Customer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,led signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +18517,0.0,/ / Peru,ID,0.0327868852459016,17147,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10382,1.0,/Sumaré /Brazil,AS,0.0039370078740157,35477,End Customer,SMB,,,,,purchasing,44,Quotation or Purchase Consultation,single-split,,,/Sumaré /Brazil,others,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,0 +11219,1.0,/ Lucknow / India,ID,,204,,Enterprise,,,,,business development,27,Others,interactive signage,,,/ Lucknow / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +20923,0.0,/ / Peru,ID,0.0476190476190476,3345,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +17477,1.0,/ Wuppertal / Germany,IT,,24354,End Customer,SMB,,,,,,187,Quotation or Purchase Consultation,,,,/ Wuppertal / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428,0 +10426,1.0,/Tulum/Mexico,AS,0.0039370078740157,12259,,Enterprise,,,,,program and project management,40,Quotation or Purchase Consultation,etc.,,,/Tulum/Mexico,vice president,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42,0 +11075,0.75,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,ID,0.0749486652977412,10335,Channel Partner,SMB,3.0,1.0,,1.0,sales,3,,,,,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,manager,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,325,1 +3224,0.5,9000 Orion Dr. NE /Lacey/,ID,,20541,Specifier/ Influencer,SMB,0.0,,,,,183,Quotation or Purchase Consultation,,,,9000 Orion Dr. NE /Lacey/,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 +12769,1.0,/ / Singapore,AS,,39786,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,control,,,/ / Singapore,entry level,LGESL,less than 3 months,0,0,,,,,73,0 +2246,1.0,/ / U.A.E,ID,,46594,End Customer,Enterprise,,,,,sales,48,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +7639,1.0,//U.A.E,IT,,29626,End Customer,SMB,,,,,other,68,Quotation or Purchase Consultation,monitor,,,//U.A.E,other,LGEGF,less than 3 months,0,0,,,,,308,0 +6081,0.5,/ SP / Brazil,AS,,16267,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97,0 +4185,0.25,/ Mapusa / India,AS,0.0677966101694915,33093,End Customer,Enterprise,19.0,,,,,183,Quotation or Purchase Consultation,multi-split,,,/ Mapusa / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,751,0 +20449,0.0,224 Sparrow Road Hospitality / Hummelstown / United States,ID,,47466,End Customer,Enterprise,17.0,1.0,,1.0,,3,,hotel tv,,,224 Sparrow Road Hospitality / Hummelstown / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +12992,0.75,/Ecatepec/Mexico,AS,,1927,Specifier/ Influencer,Enterprise,24.0,,,,entrepreneurship,3,,etc.,,,/Ecatepec/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,,,,,42,0 +2264,1.0,/ / U.A.E,ID,,14352,End Customer,SMB,,,,,information technology,38,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +18072,0.0,/ / Australia,ID,0.2142857142857142,30645,,SMB,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156,1 +19576,1.0,/cebu/Philippines,ID,0.1184210526315789,11569,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/cebu/Philippines,other,LGEPH,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,268,0 +4055,0.5,/Laguna / City/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,27,Quotation or Purchase Consultation,vrf,,,/Laguna / City/Philippines,manager,LGEPH,,0,0,,,,,0,1 +19739,1.0,/ SÃO PAULO / Brazil,ID,0.0732484076433121,34529,End Customer,Enterprise,,,,,media and communication,278,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ SÃO PAULO / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Gas Station,279,1 +20839,1.0,/ / Hong Kong,ID,,5499,End Customer,Enterprise,,,,,others,39,Quotation or Purchase Consultation,interactive signage,TR3BG Series,65TR3BG-B,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,337,0 +16846,0.75,/ / Philippines,AS,,14197,End Customer,Enterprise,,,,,program and project management,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +15863,0.5,/ Panamá / Panama,AS,,9861,Channel Partner,Enterprise,61.0,,,,sales,3,,vrf,,,/ Panamá / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +7448,0.75,/ / U.A.E,AS,,2070,Specifier/ Influencer,SMB,2.0,,,,engineering,8,,vrf,,,/ / U.A.E,others,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 +16946,0.75,/ Salvador / Brazil,AS,,28763,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Salvador / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +8625,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227,0 +20948,0.0,/ / Peru,ID,0.0476190476190476,15760,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +9706,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +11421,1.0,/ Kolkata / India,ID,,13808,Channel Partner,Enterprise,,,,,education,11,Quotation or Purchase Consultation,webos,,,/ Kolkata / India,ceo/founder,LGEIL,more than a year,0,0,,,,,223,0 +7603,1.0,/COORPAROO/Australia,AS,,24084,End Customer,SMB,,,,,purchasing,339,Quotation or Purchase Consultation,etc.,,,/COORPAROO/Australia,manager,LGESL,less than 3 months,0,0,,,,,714,0 +10680,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +5450,0.5,/São Paulo/Brazil,AS,,6587,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +11796,0.5,/ Chennai / India,ID,,28418,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,c-level executive,LGEIL,,0,0,,,,,149,1 +13376,0.25,/ New Delhi / India,AS,,36892,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115,0 +21237,0.25,/ / Italy,IT,,15287,Channel Partner,SMB,,,,,sales,3,,medical display,,,/ / Italy,director,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843,0 +16392,0.25,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",AS,,1564,Channel Partner,Enterprise,0.0,,,,others,3,,vrf,,,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 +10051,0.25,1 Dell Pkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1 Dell Pkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +10009,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1600,1.0,/Ahmedabad/India,ID,,24449,,SMB,,,,,business development,1,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +540,0.25,Corporate / /,ID,0.0446428571428571,25152,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +1820,1.0,/Mumbai/India,ID,,42382,,Enterprise,,,,,marketing,10,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +1519,1.0,/ Mumbai / India,ID,,1262,,Enterprise,,,,,education,81,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +19060,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,21956,End Customer,SMB,,,,,information technology,179,Quotation or Purchase Consultation,hospital tv,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572,1 +19992,1.0,/ mumbai / India,AS,0.0289855072463768,36606,Specifier/ Influencer,Enterprise,0.0,,,,business development,16,Quotation or Purchase Consultation,vrf,,,/ mumbai / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,76,1 +13641,0.5,/ Marabá PA / Brazil,AS,,41143,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Marabá PA / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +7273,0.75,/ Quezon City / Philippines,AS,,11579,Specifier/ Influencer,Enterprise,,,,,engineering,11,,vrf,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +3103,0.25,/ Coimbatore / India,ID,,22785,Service Partner,Enterprise,,,,,administrative,8,Quotation or Purchase Consultation,one:quick series,,,/ Coimbatore / India,none,LGEIL,,0,0,,,,,149,0 +7307,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 +9586,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +19192,1.0,/ paris / France,ID,,18787,Service Partner,SMB,,,,,engineering,759,Others,software solution,,,/ paris / France,manager,LGEFS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,261,0 +1758,1.0,/ Darbhanga / India,ID,,45029,,SMB,,,,,accounting,13,Technical Consultation,interactive signage,,,/ Darbhanga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 +12749,1.0,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,16,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,ceo/founder,LGESL,less than 3 months,0,0,,,,,715,0 +12172,0.75,/ / Mexico,ID,,30709,,Enterprise,,,,,support,3,Customer Suggestions,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +2356,1.0,/ / Egypt,ID,,6157,End Customer,SMB,1.0,,,,marketing,107,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,director,LGEEG,less than 3 months,0,0,,,,,234,0 +12238,1.0,/ Cranbourne / Australia,AS,,12511,Specifier/ Influencer,SMB,1.0,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ Cranbourne / Australia,director,LGEAP,less than 3 months,0,0,,,,,689,0 +19074,1.0,/ Valparaiso / Viña del Mar / Chile,ID,0.2692307692307692,36870,End Customer,SMB,,,,,information technology,24,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Valparaiso / Viña del Mar / Chile,others,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,580,1 +11353,0.75,/ / Peru,ID,,46629,,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,258,0 +8218,1.0,/ /,ID,0.3902439024390244,17207,End Customer,SMB,,,,,information technology,90,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),569,0 +21297,0.25,/ New York / United States,ID,0.4,43943,,SMB,,,,,,5,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ New York / United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,194,0 +19543,1.0,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,IT,,40326,End Customer,Enterprise,,,,,military and protective services,3,Quotation or Purchase Consultation,,,,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,others,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,Military,556,0 +15646,0.5,/ Tulancingo de Bravo / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Tulancingo de Bravo / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 +9340,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +11532,0.75,/ / Mexico,ID,,9859,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,more than a year,0,0,,,,,189,0 +3427,1.0,/ fhfu / India,ID,,17537,,Enterprise,,,,,human resources,4,Technical Consultation,interactive signage,,,/ fhfu / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +12594,0.75,/ BARRANQUILLA / Colombia,AS,,1836,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ BARRANQUILLA / Colombia,associate/analyst,LGECB,less than 3 months,0,0,,,,,39,0 +8045,1.0,/ / U.A.E,ID,0.043103448275862,41103,End Customer,SMB,,,,,sales,127,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,1 +13895,0.5,/ Rio de Janeiro / Brazil,AS,,10972,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97,0 +3960,1.0,/471606/India,AS,,32190,End Customer,Enterprise,5.0,,,,purchasing,35,Quotation or Purchase Consultation,multi-split,,,/471606/India,others,LGEIL,less than 3 months,0,0,,,,,123,0 +4227,0.25,/ Kolhapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,21,Quotation or Purchase Consultation,ventilation,,,/ Kolhapur / India,none,LGEIL,,0,0,,,,,751,0 +18445,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +17221,1.0,/ Ho Chi Minh / Vietnam,AS,,35623,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +17845,1.0,/ / Vietnam,ID,0.2142857142857142,46910,,Enterprise,,,,,operations,10,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +14256,0.25,/ São Paulo / Brazil,AS,,3916,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +15864,0.5,/ Panama / Panama,AS,,17804,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +13958,0.5,/ Recife pe / Brazil,AS,,24548,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20605,1.0,/ MG / Sabará / Brazil,AS,,38625,End Customer,SMB,,,,,administrative,101,Quotation or Purchase Consultation,single-split,,,/ MG / Sabará / Brazil,manager,LGESP,more than a year,0,0,0.0002153634176709,0.0369127516778523,factory,Pharmaceutical Factory,97,0 +19969,1.0,/ Guanambi / Brazil,AS,0.004,14258,End Customer,Enterprise,,,,,purchasing,56,Quotation or Purchase Consultation,multi-split,,,/ Guanambi / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97,0 +10062,0.25,300 Steel Mill Rd Cloud IT / Darlington / United States,IT,,30633,End Customer,Enterprise,2.0,,,,,23,Quotation or Purchase Consultation,,,,300 Steel Mill Rd Cloud IT / Darlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +20306,1.0,/ / Vietnam,ID,,37502,,Enterprise,,1.0,,1.0,marketing,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,324,0 +20776,1.0,/ Francisco Beltrão / Brazil,ID,0.0476190476190476,35971,End Customer,Enterprise,,,,,administrative,77,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +19721,1.0,/ Recife / Brazil,ID,0.0732484076433121,38345,End Customer,SMB,1.0,,,,information technology,298,Quotation or Purchase Consultation,standard signage,UM3DG Series,49UM3DG-B,/ Recife / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480,1 +17798,0.75,/ / Brazil,ID,0.0327868852459016,7770,,SMB,,,,,engineering,23,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,406,0 +14487,0.25,/ Amazonas / Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,93,Quotation or Purchase Consultation,single-split,,,/ Amazonas / Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 +3051,0.75,1233 20th St NW / Washington /,ID,,22107,Channel Partner,SMB,,,,,,120,Quotation or Purchase Consultation,,,,1233 20th St NW / Washington /,none,LGEUS,9 months ~ 1 year,0,0,,,,,205,0 +6629,0.25,/ / United States,AS,,5546,,Enterprise,,,,,,45,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,731,0 +16872,0.75,/ Quezon City / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +13076,0.75,/ Cortes / Honduras,AS,,35592,Specifier/ Influencer,SMB,19.0,,,,sales,3,,multi-split,,,/ Cortes / Honduras,partner,LGEPS,6 months ~ 9 months,0,0,,,,,654,0 +12962,0.75,/ MEDELLIN / Colombia,AS,,44572,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ MEDELLIN / Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,,,,,650,0 +10842,0.25,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,1 +8220,1.0,/ New York / United States,ID,0.3902439024390244,30690,End Customer,SMB,,,,,administrative,109,Quotation or Purchase Consultation,interactive signage,,,/ New York / United States,others,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333,0 +612,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +16968,1.0,/ São Paulo/ Guarujá / Brazil,AS,,20326,End Customer,Enterprise,,,,,administrative,238,Quotation or Purchase Consultation,vrf,,,/ São Paulo/ Guarujá / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97,0 +8880,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227,1 +2738,1.0,/ / South Africa,ID,,5761,End Customer,Enterprise,,,,,finance,59,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 +20154,0.25,/ Beograd / Serbia,AS,,28218,Specifier/ Influencer,SMB,,,,,,3,,etc.,"VRF,Single-Split,Chiller",,/ Beograd / Serbia,ceo/founder,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766,0 +4780,0.25,//India,AS,,3848,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608,0 +10237,1.0,/New Delhi /India,AS,0.0888888888888888,3448,Specifier/ Influencer,Enterprise,,,,,purchasing,14,Quotation or Purchase Consultation,etc.,,,/New Delhi /India,vice president,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,9,1 +5706,0.5,/ São Paulo / Brazil,AS,,43872,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +11790,0.25,/ Mysore / India,ID,,36821,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Mysore / India,none,LGEIL,,0,0,,,,,174,0 +12203,1.0,/Campinas -SP/Brazil,AS,,39389,End Customer,SMB,,,,,operations,275,Quotation or Purchase Consultation,etc.,,,/Campinas -SP/Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +3635,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 +19063,1.0,/ Salvador / Brazil,ID,0.2692307692307692,24795,Specifier/ Influencer,Enterprise,,,,,arts and design,70,Quotation or Purchase Consultation,oled signage,,,/ Salvador / Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 +7215,1.0,/ Quezon City / Philippines,AS,,14986,End Customer,Enterprise,,,,,operations,53,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,partner,LGEPH,3 months ~ 6 months,0,0,,,,,46,0 +41,1.0,/ Raipur / India,AS,0.0888888888888888,16062,End Customer,Enterprise,,,,,administrative,33,Quotation or Purchase Consultation,vrf,,,/ Raipur / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Investment,123,0 +19059,1.0,/ Ourinhos / Brazil,ID,0.2692307692307692,3276,End Customer,Enterprise,,,,,healthcare services,88,Quotation or Purchase Consultation,hospital tv,,,/ Ourinhos / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,0 +7173,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,9,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +778,0.25,/ Mesquite / United States,ID,0.0446428571428571,44794,,SMB,,1.0,,1.0,,139,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mesquite / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,205,1 +16582,0.0,VIA SAVIO 1960 / CESENA / Italy,AS,,1562,Channel Partner,SMB,,,,,,3,,vrf,,,VIA SAVIO 1960 / CESENA / Italy,none,LGEIS,,0,0,,,,,341,0 +4016,1.0,/ Cavite / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,48,Quotation or Purchase Consultation,etc.,,,/ Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +10698,0.75,/ / Brazil,ID,0.0749486652977412,9667,,SMB,,1.0,,1.0,administrative,120,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,342,0 +1527,1.0,/ Dehradun / India,ID,,33078,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +13199,0.5,/Leyte/Philippines,AS,,32343,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +16345,0.25,ca' zusto 52 / vigodarzere / Italy,AS,,42701,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,ca' zusto 52 / vigodarzere / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +11394,0.75,7752 alrabiah Quds st /Qatif/,ID,,41651,Channel Partner,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,7752 alrabiah Quds st /Qatif/,none,LGEUS,less than 3 months,0,0,,,,,194,0 +9653,1.0,/ Camarines sur / Philippines,AS,,35720,End Customer,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,single-split,,,/ Camarines sur / Philippines,manager,LGEPH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,0,0 +10683,1.0,/Paulínia/Brazil,ID,0.0749486652977412,34629,End Customer,Enterprise,4.0,1.0,,1.0,operations,132,Quotation or Purchase Consultation,led signage,,,/Paulínia/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,0 +12015,0.5,/ / Argentina,ID,,41451,,Enterprise,2.0,,,,arts and design,3,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325,0 +8138,1.0,/Al Khobar/Saudi Arabia,AS,0.0485436893203883,27881,End Customer,SMB,,,,,engineering,118,Product Information,single-split,,,/Al Khobar/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,44,1 +2535,1.0,/ Surat / India,ID,,664,,Enterprise,,,,,education,1,Technical Consultation,interactive signage,,,/ Surat / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +16779,0.5,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,AS,,33350,End Customer,SMB,,,,,engineering,3,Product Information,,,,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,others,LGEIS,,0,0,,,,,341,0 +20090,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,64,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,775,0 +17829,1.0,/ Bogota / Colombia,ID,0.0327868852459016,21926,End Customer,Enterprise,,,,,operations,62,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),344,0 +7161,1.0,/ Pasig City / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ Pasig City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7229,1.0,/ CALOOCAN CITY / Philippines,AS,,25940,,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,/ CALOOCAN CITY / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7548,1.0,/ Cairo / Egypt,AS,,8612,End Customer,Enterprise,,,,,others,4,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +10869,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,278,1 +15096,0.5,/ Santiago centro / Chile,AS,,39210,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Santiago centro / Chile,trainee,LGECL,less than 3 months,0,0,,,,,728,0 +8627,1.0,/ / Mexico,ID,0.0538922155688622,37270,Service Partner,Enterprise,,,,,arts and design,133,Quotation or Purchase Consultation,led signage,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,188,0 +3171,0.5,//United States,ID,,16285,End Customer,SMB,,,,,product management,178,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//United States,associate/analyst,LGEUS,,0,0,,,,,377,0 +14538,0.25,/ RJ / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,112,Quotation or Purchase Consultation,etc.,,,/ RJ / Brazil,none,LGESP,,0,0,,,,,97,0 +11324,1.0,/ istanbul / Türkiye,ID,,21801,End Customer,SMB,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,,,/ istanbul / Türkiye,manager,LGETK,less than 3 months,0,0,,,,,219,0 +1175,0.5,/ / United States,ID,0.0446428571428571,28161,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377,1 +20440,0.0,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 +3355,0.25,/ / Singapore,ID,,25241,End Customer,SMB,,,,,sales,55,Quotation or Purchase Consultation,standard signage,,,/ / Singapore,none,LGESL,,0,0,,,,,198,0 +8912,1.0,/ Providenciales / Turks and Caicos Islands,ID,0.0732484076433121,2645,End Customer,Enterprise,65.0,,,,purchasing,289,Quotation or Purchase Consultation,hotel tv,,,/ Providenciales / Turks and Caicos Islands,manager,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,239,0 +14040,0.5,/ Jaboatão dos Guararapes / Brazil,AS,,30384,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes / Brazil,entry level,LGESP,,0,0,,,,,97,0 +10102,0.75,/ / Oman,ID,0.037037037037037,2857,End Customer,Enterprise,,,,,marketing,77,Quotation or Purchase Consultation,led signage,Ultra Light Series,GSCD100,/ / Oman,none,LGEGF,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,282,0 +3271,0.5,/ FT HUACHUCA /,ID,,22446,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,0 +9225,1.0,/ / Poland,ID,0.0169491525423728,44682,End Customer,Enterprise,,1.0,,1.0,administrative,81,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,520,1 +16909,0.75,/Surabaya /Indonesia,AS,,33963,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya /Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +10258,0.75,/ Bogotá / Colombia,AS,0.0039370078740157,13518,Channel Partner,SMB,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,650,0 +10871,0.0,/ / Brazil,ID,0.0749486652977412,869,Specifier/ Influencer,SMB,51.0,1.0,,1.0,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,1 +9550,1.0,1020 Owen Loop South General/Eugene/United States,ID,0.8333333333333334,36110,End Customer,SMB,0.0,,,,purchasing,265,Quotation or Purchase Consultation,led signage,"LG Miraclass, 4K Resolution, 5m Screen",LDAA012,1020 Owen Loop South General/Eugene/United States,director,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 +14622,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,122,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97,0 +694,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +16086,0.25,/ جيزان / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,11,Quotation or Purchase Consultation,single-split,,,/ جيزان / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 +5503,0.5,/AMERICANA/Brazil,AS,,16929,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/AMERICANA/Brazil,others,LGESP,,0,0,,,,,97,0 +5515,0.5,/ Rio de janeiro / Brazil,AS,,7904,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +3677,0.75,/ Yogyakarta / Indonesia,AS,,11161,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,0 +9950,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +15855,0.5,/ Tegucigalpa / Honduras,AS,,38811,Specifier/ Influencer,SMB,,,,,research,3,,etc.,,,/ Tegucigalpa / Honduras,manager,LGEPS,more than a year,0,0,,,,,654,0 +12371,0.75,/Yogyakarta/Indonesia,AS,,32749,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Yogyakarta/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +20837,1.0,/ Monterrey / Argentina,ID,0.0476190476190476,13922,End Customer,Enterprise,,,,,purchasing,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Monterrey / Argentina,director,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,0 +18546,0.0,/ / Peru,ID,0.0327868852459016,29308,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +450,0.25,Corporate / /,ID,0.0446428571428571,8231,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +7477,0.75,/ Souhag - Maragha City / Egypt,AS,,2151,,Enterprise,,,,,healthcare services,34,,,,,/ Souhag - Maragha City / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +2980,1.0,/ / Saudi Arabia,ID,,31434,End Customer,SMB,,,,,engineering,73,Technical Consultation,led signage,,,/ / Saudi Arabia,associate/analyst,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +6265,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 +16649,0.25,Via amato amati 16 / Roma / Italy,AS,,9439,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Via amato amati 16 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +14615,0.25,/ Paraná / Londrina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,85,Quotation or Purchase Consultation,single-split,,,/ Paraná / Londrina / Brazil,none,LGESP,,0,0,,,,,97,0 +11653,0.5,/ Sirsa / India,ID,,8955,,SMB,,,,,marketing,3,Technical Consultation,interactive signage,,,/ Sirsa / India,director,LGEIL,,0,0,,,,,165,0 +4329,0.25,/ Hyderabad / India,AS,,23887,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +17659,1.0,/ Jersey City / United States,ID,0.3333333333333333,15259,,SMB,0.0,,,,,3,Others,,,,/ Jersey City / United States,partner,LGEUS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 +20278,1.0,/ Lisbon / Portugal,IT,,44111,Service Partner,SMB,,,,,marketing,134,Quotation or Purchase Consultation,monitor,,,/ Lisbon / Portugal,director,LGEPT,less than 3 months,0,0,0.0011827288932506,,retail,Electronics & Telco,338,0 +993,0.25,Corporate / /,ID,0.0446428571428571,6686,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +17400,1.0,/ جده / Saudi Arabia,AS,,29164,End Customer,SMB,,,,,purchasing,187,Quotation or Purchase Consultation,single-split,,,/ جده / Saudi Arabia,manager,LGESJ,more than a year,0,0,,,,,6,1 +10012,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20406,0.5,/ / Argentina,ID,0.1241217798594847,29809,End Customer,SMB,,1.0,,1.0,engineering,3,Quotation or Purchase Consultation,,,,/ / Argentina,director,LGEAR,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,325,1 +15718,0.0,/ / Uruguay,AS,,4601,,Enterprise,32.0,,,,,3,,vrf,,,/ / Uruguay,none,LGEPR,,0,0,,,,,125,0 +175,1.0,/Abudhabi/U.A.E,ID,0.075,28250,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,332,Technical Consultation,high brightness signage,Outdoor Display,22XE1J-B,/Abudhabi/U.A.E,manager,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,308,0 +11573,0.5,/ Chandigarh / India,ID,,46309,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,,0,0,,,,,165,0 +18236,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +8698,1.0,/Dubai/U.A.E,AS,0.0496894409937888,37492,Specifier/ Influencer,Enterprise,,,,,arts and design,84,Quotation or Purchase Consultation,etc.,,,/Dubai/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,25,1 +8802,0.25,/ Chico / United States,ID,0.6153846153846154,5700,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Chico / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,194,0 +12469,0.75,/ กทม. / Thailand,AS,,47361,Specifier/ Influencer,Enterprise,,,,,engineering,16,,etc.,,,/ กทม. / Thailand,manager,LGETH,less than 3 months,0,0,,,,,748,0 +20452,0.0,18 Mt. Holyoke Ct. Hospitality / Getzville / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,18 Mt. Holyoke Ct. Hospitality / Getzville / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +9833,0.25,Cloud IT / New York / United States,IT,,31046,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4580,0.25,/ hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,115,0 +18384,0.0,/ / Peru,ID,0.0327868852459016,19799,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +5775,0.5,/ São Paulo / Brazil,AS,,4640,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +10451,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5919,End Customer,SMB,,1.0,,1.0,engineering,50,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,43UL3J-B,/São Paulo/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,0 +2951,1.0,/ / Saudi Arabia,ID,,34248,End Customer,SMB,,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +8701,1.0,/ Hamilton ON / Canada,AS,,19292,Specifier/ Influencer,SMB,,,,,administrative,122,Quotation or Purchase Consultation,multi-split,,,/ Hamilton ON / Canada,others,LGECI,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,142,0 +16636,0.25,via A. Manzoni 212 / Napoli / Italy,AS,,21589,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,via A. Manzoni 212 / Napoli / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +20163,1.0,/ Rio grande do Sul / Brazil,AS,0.004,16610,Channel Partner,Enterprise,,,,,others,51,Quotation or Purchase Consultation,single-split,,,/ Rio grande do Sul / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +3082,0.75,//India,ID,,36598,Solution Eco-Partner,Enterprise,4.0,,,,sales,37,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,55UQ801C (INDIA),//India,manager,LGEIL,less than 3 months,0,0,,,,,147,1 +20258,0.75,/Cdmx/Mexico,AS,0.004,6276,Specifier/ Influencer,SMB,,,,,business development,3,,vrf,,,/Cdmx/Mexico,manager,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,42,0 +13560,0.0,/ / India,AS,,8552,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +4314,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,vrf,,,/ Indore / India,none,LGEIL,,0,0,,,,,115,0 +19636,1.0,/ Bogota / Colombia,ID,0.0732484076433121,32568,End Customer,Enterprise,1.0,,,,administrative,84,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,187,1 +11848,0.5,/ Ooty / India,ID,,31150,,Enterprise,0.0,,,,education,3,Others,,,,/ Ooty / India,others,LGEIL,,0,0,,,,,174,0 +6059,0.5,/ Natal / Brazil,AS,,4128,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Natal / Brazil,others,LGESP,,0,0,,,,,97,0 +2908,0.75,/ /,ID,,2452,End Customer,Enterprise,0.0,,,,purchasing,308,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +5372,0.5,/Londrina/Brazil,AS,,29539,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,others,LGESP,,0,0,,,,,97,0 +14281,0.5,/ Pouso Alegre / Brazil,AS,,27302,Specifier/ Influencer,Enterprise,,,,,administrative,5,,etc.,,,/ Pouso Alegre / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 +7580,1.0,/ New York / United States,AS,,22747,Specifier/ Influencer,Enterprise,,,,,engineering,497,Others,vrf,,,/ New York / United States,entry level,LGEUS,3 months ~ 6 months,0,0,,,,,731,0 +14756,0.5,/ São Paulo / Brazil,AS,,38023,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,partner,LGESP,,0,0,,,,,97,0 +6706,0.25,PO Box 701362 San Antonio / TX / United States,AS,,12477,,Enterprise,,,,,,229,Services,,,,PO Box 701362 San Antonio / TX / United States,none,LGEUS,,0,0,,,,,731,0 +9116,1.0,/ cavite/dasmariñas / Philippines,AS,0.0227272727272727,19517,Specifier/ Influencer,Enterprise,,,,,operations,123,Quotation or Purchase Consultation,vrf,,,/ cavite/dasmariñas / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,,0,1 +1146,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +2371,1.0,/ /,ID,,25728,End Customer,Enterprise,,,,,information technology,152,Others,,,,/ /,associate/analyst,LGEUS,3 months ~ 6 months,0,0,,,,,448,0 +10071,0.25,9250 W Flagler St Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,9250 W Flagler St Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15131,0.5,/ Santiago / Chile,AS,,35753,End Customer,SMB,,,,,information technology,3,,multi-split,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +13499,0.0,/ / India,AS,,38144,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +9295,1.0,/ Paris / France,ID,0.0169491525423728,40344,Service Partner,Enterprise,,1.0,,1.0,others,743,Request for Partnership,led signage,,,/ Paris / France,others,LGEFS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,261,0 +13506,0.0,/ / India,AS,,33102,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +3200,0.25,/ / United States,ID,,23895,,SMB,,,,,,134,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 +8270,0.25,/ / Australia,ID,0.2142857142857142,39959,End Customer,SMB,,,,,information technology,8,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +8192,0.75,/ / Chile,ID,0.0327868852459016,35386,,SMB,1.0,,,,business development,4,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580,1 +644,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +12813,0.75,/ Bekasi / Indonesia,AS,,34047,Channel Partner,Enterprise,6.0,,,,others,12,,vrf,,,/ Bekasi / Indonesia,director,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +8734,1.0,/kolkata/India,AS,0.0677966101694915,20424,End Customer,Enterprise,48.0,,,,others,39,Quotation or Purchase Consultation,vrf,,,/kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,2,1 +8901,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185,0 +7236,1.0,/ / Philippines,AS,,14596,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +8049,1.0,/ / U.A.E,ID,0.043103448275862,41638,End Customer,SMB,,,,,operations,111,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,c-level executive,LGEGF,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,209,0 +3685,0.75,/ Bandung / Indonesia,AS,,33950,Specifier/ Influencer,SMB,,,,,engineering,5,,vrf,,,/ Bandung / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,670,0 +16542,0.0,"Via Carlo Buttarelli, 6 / Roma / Italy",AS,,14125,Channel Partner,SMB,,,,,,3,,vrf,,,"Via Carlo Buttarelli, 6 / Roma / Italy",none,LGEIS,,0,0,,,,,341,0 +12115,0.0,/ / Singapore,ID,,6758,,Enterprise,,,,,consulting,3,,,,,/ / Singapore,none,LGESL,,0,0,,,,,198,0 +2097,1.0,/Delhi/India,ID,,29737,,SMB,,,,,education,14,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,partner,LGEIL,more than a year,0,0,,,,,174,0 +8073,1.0,/ Maharashtra / Pune / India,ID,0.0330578512396694,19854,End Customer,Enterprise,1.0,,,,engineering,142,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Maharashtra / Pune / India,others,LGEIL,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,148,1 +5473,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +6719,0.25,255 BOCA GRANDE BLVD / FL / United States,AS,,37863,,SMB,,,,,,200,Services,,,,255 BOCA GRANDE BLVD / FL / United States,none,LGEUS,,0,0,,,,,731,0 +17866,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,13772,End Customer,Enterprise,,,,,education,440,Request for Partnership,interactive signage,TR3DJ Series,75TR3DJ,/ Rio de Janeiro / Brazil,director,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,0 +5208,0.5,/ São Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +6532,0.5,/Elmansoura/Egypt,AS,,15569,End Customer,Enterprise,,,,,others,75,Quotation or Purchase Consultation,heating,,,/Elmansoura/Egypt,trainee,LGEEG,,0,0,,,,,51,0 +8212,1.0,/ Muzaffarpur / India,ID,0.0311958405545927,37419,End Customer,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Muzaffarpur / India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,164,0 +4834,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34,1 +5641,0.5,/ Brasília / Brazil,AS,,26305,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Brasília / Brazil,others,LGESP,,0,0,,,,,97,0 +17294,0.75,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,AS,,42656,,SMB,,,,,information technology,3,,multi-split,,,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +10702,1.0,/São Paulo/Brazil,ID,0.0749486652977412,2572,Service Partner,Enterprise,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,intern,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 +8787,0.0,//United States,ID,0.6153846153846154,42993,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,374,1 +17039,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +20093,1.0,/Chaitén/Chile,AS,0.004,42677,Specifier/ Influencer,Enterprise,,,,,sales,82,Quotation or Purchase Consultation,etc.,,,/Chaitén/Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,124,0 +10439,0.5,/ Den Haag / Belgium,AS,,17312,End Customer,Enterprise,0.0,,,,,284,Usage or Technical Consultation,,,,/ Den Haag / Belgium,none,LGEBN,,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,892,0 +3066,0.75,/ DKI Jakarta / Indonesia,ID,,34328,Service Partner,Enterprise,,,,,consulting,177,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ DKI Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,313,0 +15220,0.5,/ Santa Marta / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,289,Quotation or Purchase Consultation,multi-split,,,/ Santa Marta / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 +716,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +19032,1.0,/ / Hong Kong,ID,,43847,End Customer,SMB,0.0,,,,others,53,Quotation or Purchase Consultation,hospital tv,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,469,0 +2902,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310,0 +11326,0.75,/ Ankara / Türkiye,ID,,19093,End Customer,Enterprise,,,,,business development,43,Others,webos,,,/ Ankara / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285,0 +10830,0.25,/ Azamgarh / India,ID,0.0575342465753424,30991,Channel Partner,Enterprise,0.0,1.0,,1.0,,3,,oled signage,,,/ Azamgarh / India,ceo/founder,LGEIL,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 +2099,1.0,/ new delhi / India,ID,,29415,,SMB,,,,,real estate,54,Quotation or Purchase Consultation,interactive signage,,,/ new delhi / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +9674,1.0,/ / United Kingdom,IT,,16126,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,manager,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,431,0 +2037,0.75,/ Kochi / India,ID,,8049,End Customer,SMB,,,,,marketing,13,Quotation or Purchase Consultation,oled signage,,,/ Kochi / India,none,LGEIL,less than 3 months,0,0,,,,,224,0 +7123,1.0,/ NCR / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ NCR / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,0,1 +19546,1.0,/ Maceió / Brazil,ID,0.0732484076433121,25720,End Customer,Enterprise,,,,,others,346,Quotation or Purchase Consultation,led signage,,,/ Maceió / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 +15537,0.25,/ Cdmx / Mexico,AS,,21620,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,/ Cdmx / Mexico,manager,LGEMS,,0,0,,,,,42,0 +8476,1.0,/menofia /Egypt,AS,,29577,,Enterprise,,,,,business development,198,Others,chiller,,,/menofia /Egypt,others,LGEEG,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,51,0 +7943,0.25,42 Merritt Road Education / South Glens Falls / United States,IT,,39518,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,42 Merritt Road Education / South Glens Falls / United States,none,LGEUS,,0,0,,,,,374,0 +17535,0.25,//Germany,IT,,34535,,SMB,,,,,,16,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,1 +2004,1.0,/ jaipur / India,ID,,22812,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ jaipur / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +7640,0.75,/Dubai/U.A.E,IT,,22181,End Customer,SMB,,,,,engineering,98,Quotation or Purchase Consultation,monitor,,,/Dubai/U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308,0 +11246,1.0,/ Kanuta / India,ID,,38906,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Kanuta / India,vice president,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +11879,0.5,/Noida/India,ID,,42367,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Noida/India,math and physics teacher,LGEIL,,0,0,,,,,174,0 +20330,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +21075,1.0,/ sao paulo vargen grande do sul / Brazil,AS,,40912,End Customer,Enterprise,,,,,purchasing,25,Quotation or Purchase Consultation,ventilation,,,/ sao paulo vargen grande do sul / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +15843,0.5,/ Panama / Panama,AS,,35247,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +10776,1.0,/ / Hong Kong,ID,0.0843373493975903,26233,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 +11003,1.0,/Cebu City/Philippines,ID,0.0843373493975903,837,,Enterprise,0.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,manager,LGEPH,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,268,0 +18888,0.75,/ / Brazil,ID,0.0327868852459016,5238,,SMB,,,,,administrative,26,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406,0 +19717,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,45766,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ São Paulo / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,167,1 +3228,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18243,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,0 +6530,0.5,/ Al ayat / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,entrepreneurship,105,Quotation or Purchase Consultation,etc.,,,/ Al ayat / Egypt,trainee,LGEEG,,0,0,,,,,51,0 +13806,0.25,/ São paulo / Brazil,AS,,3915,End Customer,Enterprise,12.0,,,,support,3,,,,,/ São paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +8922,1.0,/ / United States,ID,0.1186440677966101,12106,End Customer,SMB,,,,,business development,726,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,334,0 +16854,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16276,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +12867,1.0,/ SE / Brazil,AS,,39173,End Customer,Enterprise,,,,,purchasing,117,Quotation or Purchase Consultation,etc.,,,/ SE / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +10617,1.0,/ Juarez / Mexico,ID,0.0749486652977412,25116,End Customer,Enterprise,0.0,1.0,,1.0,information technology,243,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Juarez / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,203,0 +19908,0.25,/ Greenville / United States,ID,0.1186440677966101,42087,,SMB,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greenville / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,194,0 +10685,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,4907,End Customer,SMB,,1.0,,1.0,information technology,60,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,0 +1361,1.0,/ Kochi / India,ID,,34214,,Enterprise,4.0,,,,consulting,19,Technical Consultation,interactive signage,,,/ Kochi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +15696,0.5,/ México / Mexico,AS,,13285,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 +13208,0.25,/Cainta/Philippines,AS,,27737,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cainta/Philippines,none,LGEPH,,0,0,,,,,0,1 +18428,0.0,/ / Peru,ID,0.0327868852459016,44124,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +13333,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 +10219,1.0,CDC / Hà Nội / Vietnam,AS,0.0666666666666666,8053,Specifier/ Influencer,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,CDC / Hà Nội / Vietnam,others,LGEVH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,963,0 +10064,0.25,2985 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,2985 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +12439,1.0,/ BRASÍLIA/DF / Brazil,AS,,10692,End Customer,Enterprise,,,,,others,133,Quotation or Purchase Consultation,single-split,,,/ BRASÍLIA/DF / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +15788,0.0,/ Weikersheim /,AS,,45393,,SMB,,,,,entrepreneurship,3,,,,,/ Weikersheim /,none,LGEDG,,0,0,,,,,126,1 +16934,1.0,/ MG / Brazil,AS,,2082,End Customer,Enterprise,34.0,,,,administrative,532,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 +10600,1.0,/ / Colombia,ID,0.0749486652977412,4396,End Customer,Enterprise,,1.0,,1.0,operations,52,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ / Colombia,others,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344,0 +17149,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 +20298,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +1545,1.0,/Rajpura/India,ID,,45148,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Rajpura/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +20513,0.75,/ Ciudad de México / Mexico,AS,,9509,Specifier/ Influencer,Enterprise,,,,,engineering,60,,vrf,,,/ Ciudad de México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,42,0 +1704,1.0,/ Gandhinagar / India,ID,,19896,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Gandhinagar / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,166,0 +8461,1.0,/ Metro Manila / Philippines,AS,,1026,Specifier/ Influencer,Enterprise,,,,,engineering,102,Quotation or Purchase Consultation,multi-split,,,/ Metro Manila / Philippines,manager,LGEPH,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,121,0 +7137,1.0,/ Rizal / Philippines,AS,,37372,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +6692,0.25,2366 Slate St Rocka Village 2 / FL / United States,AS,,33386,,Enterprise,,,,,,125,Services,,,,2366 Slate St Rocka Village 2 / FL / United States,none,LGEUS,,0,0,,,,,731,0 +15831,0.5,/ Ciudad de Panama / Panama,AS,,9843,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,chiller,,,/ Ciudad de Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +1386,1.0,/ Gwalior / India,ID,,25098,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Gwalior / India,director,LGEIL,less than 3 months,0,0,,,,,222,0 +1274,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +9460,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174,0 +18850,0.25,/ helena / United States,ID,0.3902439024390244,7598,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ helena / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,205,0 +19832,0.0,/ / Brazil,ID,0.0732484076433121,7527,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +9921,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2490,1.0,/ Gulbarga / India,ID,,17775,,SMB,0.0,,,,consulting,14,Quotation or Purchase Consultation,,,,/ Gulbarga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +220,1.0,/ Makkah / Saudi Arabia,ID,0.075,2176,End Customer,SMB,,1.0,,1.0,information technology,129,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Makkah / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,209,0 +15044,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +8500,1.0,/Uttar Pradesh /India,ID,0.0833333333333333,10756,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Uttar Pradesh /India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,147,0 +7620,1.0,/ / Singapore,AS,,17627,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,more than a year,0,0,,,,,73,0 +7738,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +94,1.0,/ Melbourne / Australia,AS,0.0666666666666666,46201,Specifier/ Influencer,SMB,0.0,,,,engineering,96,Usage or Technical Consultation,vrf,,,/ Melbourne / Australia,others,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,139,1 +20296,1.0,/ GWALIOR / India,ID,,42481,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,8,Quotation or Purchase Consultation,hotel tv,,,/ GWALIOR / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 +12723,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +19629,1.0,/ Saocha / Colombia,ID,0.0732484076433121,46532,Channel Partner,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,accessories,,,/ Saocha / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,344,1 +17870,1.0,/São Paulo/Brazil,ID,0.0327868852459016,32440,End Customer,Enterprise,,,,,administrative,25,Request for Partnership,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,342,0 +19790,1.0,/ Buenos Aires/Mar del Plata / Argentina,ID,0.0732484076433121,6308,Channel Partner,Enterprise,,,,,business development,106,Quotation or Purchase Consultation,hotel tv,UT577H Series,55UT577H (NA),/ Buenos Aires/Mar del Plata / Argentina,c-level executive,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 +3358,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479,0 +12069,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 +19260,1.0,/ São João de Meriti / Brazil,ID,0.0538922155688622,23427,End Customer,Enterprise,,,,,purchasing,147,Quotation or Purchase Consultation,led signage,,,/ São João de Meriti / Brazil,others,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487,1 +2233,1.0,/ / Brazil,ID,,32276,End Customer,Enterprise,35.0,,,,administrative,1,Others,webos,,,/ / Brazil,partner,LGESP,more than a year,0,0,,,,,342,0 +10492,1.0,/ / Hong Kong,ID,0.0843373493975903,29986,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 +19819,0.0,/ / Brazil,ID,0.0732484076433121,45479,Channel Partner,SMB,143.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,317,1 +11542,0.25,/ / Indonesia,ID,,1507,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Indonesia,partner,LGEIN,,0,0,,,,,313,0 +8621,1.0,/ Jaipur / India,ID,0.0172413793103448,17264,End Customer,Enterprise,,,,,accounting,67,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,partner,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,173,1 +19677,0.5,/ / Peru,ID,0.0732484076433121,38621,End Customer,Enterprise,,,,,sales,3,,,,,/ / Peru,none,LGEPR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,1 +3309,0.25,//United States,ID,,20390,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310,0 +859,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +2959,1.0,/ / Saudi Arabia,ID,,21777,End Customer,SMB,,,,,information technology,60,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 +3496,1.0,/ Raebareli / India,ID,,47466,,Enterprise,4.0,,,,education,3,Technical Consultation,interactive signage,,,/ Raebareli / India,director,LGEIL,less than 3 months,0,0,,,,,356,0 +11618,0.5,/ Indore / India,ID,,40722,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,,,,/ Indore / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +15935,0.0,/ QUITO / Ecuador,AS,,1097,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ QUITO / Ecuador,none,LGEPS,,0,0,,,,,654,0 +7346,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 +15047,0.5,/ santiago / Chile,AS,,28752,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ santiago / Chile,associate/analyst,LGECL,more than a year,0,0,,,,,728,0 +12070,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 +330,0.5,/ / India,ID,0.0575342465753424,34659,End Customer,Enterprise,,1.0,,1.0,legal,7,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,315,0 +13368,0.25,/ Noida / India,AS,,870,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 +3322,0.25,//United States,ID,,45171,,SMB,,,,,,79,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,567,1 +16876,0.75,/ San juan / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,3,,vrf,,,/ San juan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +17759,1.0,/ goiania / Brazil,ID,0.0327868852459016,22333,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ goiania / Brazil,entry level,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342,1 +17383,0.75,/ guayaquil / Ecuador,AS,,8640,Specifier/ Influencer,Enterprise,,,,,engineering,56,,vrf,,,/ guayaquil / Ecuador,intern,LGEPS,more than a year,0,0,,,,,654,0 +8516,0.25,/ / Costa Rica,ID,0.2692307692307692,38732,,SMB,,,,,business development,6,,,,,/ / Costa Rica,ceo/founder,LGEPS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,875,1 +16811,0.75,/ Nueva Ecija / Philippines,AS,,17978,End Customer,Enterprise,,,,,operations,3,,,,,/ Nueva Ecija / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +8296,0.0,/ / Peru,ID,0.0327868852459016,13690,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +16165,0.25,/ SINGAPORE / Singapore,AS,,45995,Specifier/ Influencer,Enterprise,21.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 +14289,0.25,/ Alagoas / Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,241,Quotation or Purchase Consultation,vrf,,,/ Alagoas / Maceió / Brazil,none,LGESP,,0,0,,,,,97,0 +10626,1.0,/ LIMA / Peru,ID,0.0749486652977412,22240,End Customer,SMB,,1.0,,1.0,information technology,161,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ LIMA / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,525,0 +6147,0.25,/ Santana de Parnaiba / Brazil,AS,,16805,,Enterprise,,,,,others,3,,multi-split,,,/ Santana de Parnaiba / Brazil,others,LGESP,,0,0,,,,,97,0 +13065,0.75,/ Alajuela / Costa Rica,AS,,9185,End Customer,SMB,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,entry level,LGEPS,more than a year,0,0,,,,,654,0 +8965,1.0,/Guaynabo/Puerto Rico,ID,0.0732484076433121,3917,End Customer,SMB,,,,,administrative,212,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Guaynabo/Puerto Rico,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,239,0 +21285,0.0,/ / Peru,ID,0.0422535211267605,14670,,Enterprise,3.0,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 +19368,0.25,/ Caceres MT / Brazil,AS,0.0037878787878787,39469,Specifier/ Influencer,Enterprise,,,,,operations,19,,vrf,,,/ Caceres MT / Brazil,entry level,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +7856,0.25,1005 State Street Education / East St. Louis / United States,IT,,13401,,SMB,,,,,,213,Quotation or Purchase Consultation,,,,1005 State Street Education / East St. Louis / United States,none,LGEUS,,0,0,,,,,374,0 +200,1.0,/ / Panama,ID,0.0749486652977412,22311,Service Partner,SMB,,1.0,,1.0,marketing,50,Quotation or Purchase Consultation,led signage,LED Cinema,,/ / Panama,ceo/founder,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,327,0 +16813,0.75,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,accounting,3,,,,,/ Makati City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +7146,0.75,/ Bicol / Philippines,AS,,27716,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Bicol / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +14670,0.25,/ Paraná/Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,vrf,,,/ Paraná/Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 +18434,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +13005,0.75,/ México / Mexico,AS,,18453,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,,,,,42,0 +10535,1.0,/ Chapecó / Brazil,ID,0.0749486652977412,3896,End Customer,SMB,,1.0,,1.0,arts and design,52,Quotation or Purchase Consultation,led signage,High Brightness Series,,/ Chapecó / Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,316,0 +5115,0.5,/ São paulo / Brazil,AS,,6153,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +20386,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +3774,0.25,/ Prayagraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Prayagraj / India,none,LGEIL,,0,0,,,,,735,0 +203,1.0,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,ID,0.0749486652977412,2645,End Customer,SMB,65.0,1.0,,1.0,administrative,183,Quotation or Purchase Consultation,hotel tv,,,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,239,0 +4554,0.25,/ Patna / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,multi-split,,,/ Patna / India,none,LGEIL,,0,0,,,,,115,0 +17135,0.75,/Santiago/Chile,AS,,17096,,SMB,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,9 months ~ 1 year,0,0,,,,,100,0 +6177,0.25,/ São Paulo / Brazil,AS,,34490,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19070,1.0,29222 Rancho Viejo Rd #127 / San Juan Capistrano / CA,ID,,14663,End Customer,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,29222 Rancho Viejo Rd #127 / San Juan Capistrano / CA,others,LGEUS,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,205,0 +14003,0.5,/ JOÃO PESSOA / Brazil,AS,,42882,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ JOÃO PESSOA / Brazil,entry level,LGESP,,0,0,,,,,97,0 +8353,0.25,Po Box 129 Education / Guntersville / United States,ID,0.3902439024390244,18824,End Customer,SMB,,,,,,38,Quotation or Purchase Consultation,,,,Po Box 129 Education / Guntersville / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,501,1 +9732,0.25,1211 Medical Center Drive Cloud IT / Nashville / United States,IT,,44478,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,1211 Medical Center Drive Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +20354,0.75,/ /,ID,0.1241217798594847,2475,,Enterprise,,1.0,,1.0,information technology,3,Quotation or Purchase Consultation,,,,/ /,none,LGEPS,6 months ~ 9 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,292,0 +19980,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,14502,End Customer,Enterprise,,,,,support,67,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,c-level executive,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +1818,1.0,/ delhi / India,ID,,43021,,Enterprise,,,,,administrative,32,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +1578,1.0,/jaypur/India,ID,,7204,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,interactive digital board,,,/jaypur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +10948,0.25,/ / Argentina,ID,0.0749486652977412,10272,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Argentina,partner,LGEAR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325,1 +9598,0.25,/ Plano / United States,ID,0.8333333333333334,40059,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Plano / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,194,0 +20481,0.0,201 Murfreesboro Hospitality / Manchester / United States,ID,,3969,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,201 Murfreesboro Hospitality / Manchester / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,1 +5151,0.5,/ Rio de Janeiro / Brazil,AS,,39741,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +15477,0.25,/ Ho Chi Minh / Vietnam,AS,,35621,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,,0,0,,,,,1046,1 +16069,0.25,"HONDURAS,TEGUCIGALPA / DC / United States",AS,,25079,,Enterprise,,,,,,64,Services,,,,"HONDURAS,TEGUCIGALPA / DC / United States",none,LGEUS,,0,0,,,,,731,1 +16460,0.25,"Piazzale S. Giuseppe, 10 / Padova / Italy",AS,,40449,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"Piazzale S. Giuseppe, 10 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341,1 +347,0.25,/ / Germany,ID,0.0199004975124378,2804,End Customer,SMB,,1.0,,1.0,,60,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,359,1 +3329,0.25,/ Bay City / United States,ID,,19103,,Enterprise,,,,,,85,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bay City / United States,none,LGEUS,,0,0,,,,,566,0 +19555,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,435,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480,1 +13257,0.25,/Jakarta /Indonesia,AS,,3310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta /Indonesia,none,LGEIN,,0,0,,,,,670,0 +6314,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,163,Quotation or Purchase Consultation,chiller,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25,0 +8490,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,0 +18025,0.25,/ / Australia,ID,0.2142857142857142,26611,End Customer,SMB,,,,,education,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +2529,1.0,/Chennai/India,ID,,32866,,SMB,2.0,,,,marketing,32,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,manager,LGEIL,less than 3 months,0,0,,,,,149,1 +3808,1.0,/ Delhi / India,AS,,4447,End Customer,SMB,,,,,marketing,228,Quotation or Purchase Consultation,ventilation,,,/ Delhi / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,9,0 +14413,0.25,/ Santa Catarina / Barra Velha / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,,,,/ Santa Catarina / Barra Velha / Brazil,none,LGESP,,0,0,,,,,97,0 +9105,1.0,/Dubai/U.A.E,AS,0.0196078431372549,27319,End Customer,SMB,,,,,operations,35,Quotation or Purchase Consultation,multi-split,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25,1 +3201,0.25,/ / United States,ID,,6812,,SMB,,,,,,344,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 +20484,0.25,/ / Hong Kong,ID,,33359,Channel Partner,SMB,39.0,1.0,,1.0,,3,,hotel tv,,,/ / Hong Kong,partner,LGEHK,,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,248,0 +20458,0.0,Hospitality / / United States,ID,,48,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +10204,1.0,/Santa Rita do Sapucaí/Brazil,AS,0.0039370078740157,3163,End Customer,SMB,,,,,legal,157,Quotation or Purchase Consultation,etc.,,,/Santa Rita do Sapucaí/Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Law Firm,97,0 +17423,0.75,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73,0 +9805,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4260,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,1 +11903,0.5,/Kanpur /India,ID,,11863,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Kanpur /India,pgt chemistry,LGEIL,,0,0,,,,,174,0 +1206,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423,0 +4795,0.25,/New Delhi/India,AS,,38527,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,1 +7606,1.0,/ / Singapore,AS,,17628,Specifier/ Influencer,SMB,,,,,engineering,1,Quotation or Purchase Consultation,vrf,,,/ / Singapore,entry level,LGESL,less than 3 months,0,0,,,,,73,0 +7669,1.0,/ / Singapore,IT,,10962,End Customer,SMB,,,,,sales,76,Quotation or Purchase Consultation,laptop,,,/ / Singapore,director,LGESL,less than 3 months,0,0,,,,,395,0 +12878,1.0,/ Tangará da Serra / Brazil,AS,,8522,End Customer,Enterprise,,,,,administrative,60,Quotation or Purchase Consultation,single-split,,,/ Tangará da Serra / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 +19996,1.0,/ Rio verde / Brazil,AS,0.004,2378,End Customer,Enterprise,,,,,sales,54,Quotation or Purchase Consultation,,,,/ Rio verde / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97,0 +11728,0.0,/ / India,ID,,47284,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +10779,1.0,/ Macaé / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,others,385,Request for Partnership,led signage,,,/ Macaé / Brazil,ceo/founder,LGESP,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +13373,0.25,/ Noida / India,AS,,3849,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 +16842,0.75,/ / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +14266,0.25,/ Brasilia / Brazil,AS,,10105,Channel Partner,Enterprise,61.0,,,,operations,3,,,,,/ Brasilia / Brazil,director,LGESP,,0,0,,,,,97,0 +10042,0.25,Cloud IT / / United States,IT,,6229,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4276,0.25,/ Dhanbad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600,1 +8733,1.0,/ trichy / India,AS,0.0677966101694915,39802,End Customer,SMB,,,,,entrepreneurship,36,Quotation or Purchase Consultation,multi-split,,,/ trichy / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +20331,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +2776,1.0,/ / Türkiye,ID,,46783,End Customer,SMB,,,,,information technology,39,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285,0 +162,1.0,/ / India,ID,0.0575342465753424,18392,End Customer,Enterprise,,1.0,,1.0,engineering,25,Technical Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174,0 +321,0.25,/ / India,ID,0.0575342465753424,751,End Customer,Enterprise,,1.0,,1.0,,242,,webos,,,/ / India,manager,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 +18174,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +17188,0.75,/ Barranquilla / Colombia,AS,,35229,Specifier/ Influencer,SMB,15.0,,,,administrative,3,,vrf,,,/ Barranquilla / Colombia,others,LGECB,less than 3 months,0,0,,,,,39,0 +20213,1.0,/ São paulo / Sorocaba / Brazil,AS,0.004,9949,End Customer,Enterprise,,,,,sales,124,Quotation or Purchase Consultation,single-split,,,/ São paulo / Sorocaba / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Car Dealership,97,0 +205,1.0,1020 S Bailey st / Palmer / AK / United States,ID,0.0446428571428571,27207,End Customer,SMB,,1.0,,1.0,media and communication,72,Quotation or Purchase Consultation,oled signage,T-OLED,,1020 S Bailey st / Palmer / AK / United States,associate/analyst,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Finance,331,1 +625,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +12372,0.75,/Sleman/Indonesia,AS,,12925,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Sleman/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +20446,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +4352,0.25,/ 500008 / India,AS,,19144,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ 500008 / India,none,LGEIL,,0,0,,,,,4,1 +16070,0.25,56 Nobel Avenue / KS / United States,AS,,4854,,Enterprise,,,,,,20,Usage or Technical Consultation,,,,56 Nobel Avenue / KS / United States,none,LGEUS,,0,0,,,,,731,0 +1808,1.0,/ Jaipur / India,ID,,3441,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,75TR3DK,/ Jaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,1 +8508,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209,0 +1336,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +16904,0.75,/jakrta/Indonesia,AS,,44044,,SMB,1.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/jakrta/Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,670,1 +11387,0.75,/ Érd / Hungary,ID,,28547,End Customer,SMB,,,,,purchasing,497,Quotation or Purchase Consultation,,,,/ Érd / Hungary,none,LGEMK,less than 3 months,0,0,,,,,158,0 +20842,1.0,/ Fraiburgo / Brazil,ID,0.0476190476190476,8764,Specifier/ Influencer,Enterprise,,,,,research,690,Others,interactive signage,Interactive Digital Board,75TC3D,/ Fraiburgo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 +9754,0.25,P.O. Box 1820 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 1820 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +3104,0.25,/ Pune / India,ID,,647,End Customer,Enterprise,32.0,,,,marketing,28,Quotation or Purchase Consultation,led signage,,,/ Pune / India,none,LGEIL,,0,0,,,,,148,0 +16354,0.25,"Via Montorfano, 98 / Seregno / Italy",AS,,15373,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Via Montorfano, 98 / Seregno / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 +1188,0.5,/ singapore / Singapore,ID,0.0843373493975903,3055,Solution Eco-Partner,SMB,,1.0,,1.0,arts and design,244,Quotation or Purchase Consultation,standard signage,,,/ singapore / Singapore,none,LGESL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,198,0 +12162,1.0,/ / Mexico,ID,,21710,,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,189,0 +9489,1.0,/ Lagos / Nigeria,AS,0.4444444444444444,26355,Specifier/ Influencer,Enterprise,,,,,administrative,1120,Quotation or Purchase Consultation,chiller,,,/ Lagos / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Power Plant,12,1 +20312,0.75,/ / Mexico,ID,0.1241217798594847,27976,,Enterprise,,1.0,,1.0,entrepreneurship,7,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 +16022,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,1 +15354,0.25,/ Gaziantep İslahiye / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Gaziantep İslahiye / Türkiye,none,LGETK,,0,0,,,,,103,0 +19960,1.0,//Argentina,ID,0.0732484076433121,26372,,SMB,,,,,marketing,178,Technical Consultation,led signage,LG LED All-in-One Essential Series,,//Argentina,associate/analyst,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 +7392,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76,0 +12369,0.5,/ Jakarta / Indonesia,AS,,33252,Channel Partner,Enterprise,,,,,marketing,36,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +16586,0.0,/ / Italy,AS,,40460,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,1 +3087,0.75,/ Chennai / India,ID,,1580,End Customer,SMB,,,,,healthcare services,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,149,0 +14477,0.25,/ Goiânia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,153,Quotation or Purchase Consultation,multi-split,,,/ Goiânia / Brazil,none,LGESP,,0,0,,,,,97,0 +6882,0.25,71 Bethel St / PA / United States,AS,,30126,,Enterprise,,,,,,27,Product Information,,,,71 Bethel St / PA / United States,none,LGEUS,,0,0,,,,,731,0 +11559,0.5,/ Bengaluru / India,ID,,6274,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Bengaluru / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +3483,1.0,/ Ahmedabad / India,ID,,34667,,Enterprise,,,,,community and social services,12,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,director,LGEIL,more than a year,0,0,,,,,174,0 +9970,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +783,0.25,/ Baton Rouge / United States,ID,0.0446428571428571,5636,,Enterprise,,1.0,,1.0,,1,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Baton Rouge / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 +135,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 +16726,0.25,/ / Italy,AS,,15478,End Customer,SMB,61.0,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +20444,0.0,7750 Wisconsin Avenue Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Avenue Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +10074,0.25,2995 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,2995 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8526,0.25,/Global/United States,ID,,3002,,SMB,,,,,,89,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Global/United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +17105,0.75,/Rancagua/Chile,AS,,9069,,Enterprise,,,,,entrepreneurship,3,,chiller,,,/Rancagua/Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,100,0 +10950,0.25,/ Bad Lippspringe / Germany,ID,0.0199004975124378,36285,End Customer,SMB,,1.0,,1.0,administrative,294,Quotation or Purchase Consultation,standard signage,,,/ Bad Lippspringe / Germany,none,LGEDG,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,326,1 +21267,0.25,/ / India,ID,,18892,Channel Partner,SMB,,,,,,3,,led signage,,,/ / India,manager,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,174,0 +11541,0.5,/Bacood sta mesa manila/Philippines,ID,,11009,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bacood sta mesa manila/Philippines,associate/analyst,LGEPH,,0,0,,,,,268,0 +7103,0.75,/ Taguig / Philippines,AS,,23210,End Customer,Enterprise,,,,,engineering,14,,vrf,,,/ Taguig / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +1477,1.0,/ / Canada,ID,,11739,Channel Partner,SMB,,,,,administrative,22,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / Canada,ceo/founder,LGECI,less than 3 months,0,0,,,,,171,0 +4927,0.25,/ São Paulo / Brazil,AS,,18600,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +3928,0.75,/ Yogyakarta / Indonesia,AS,,11083,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Yogyakarta / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 +17521,0.0,/ / Germany,IT,,22558,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +17005,1.0,/Distrito Federal/Brazil,AS,,16976,End Customer,SMB,,,,,engineering,294,Quotation or Purchase Consultation,vrf,,,/Distrito Federal/Brazil,director,LGESP,3 months ~ 6 months,0,0,,,,,680,0 +19480,1.0,/ / Argentina,ID,0.0544217687074829,44385,,SMB,,,,,administrative,26,Others,,,,/ / Argentina,others,LGEAR,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,325,1 +21175,1.0,/ SP / Brazil,AS,,17569,Specifier/ Influencer,Enterprise,,,,,others,332,Product Information,vrf,,,/ SP / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +11576,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +3663,0.75,/ Laspinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,4,,single-split,,,/ Laspinas / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +8179,1.0,/ Kottayam / India,ID,0.0311958405545927,22316,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Kottayam / India,vice president,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,224,0 +18451,0.0,/ / Peru,ID,0.0327868852459016,14399,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7582,1.0,/ Lakewood / United States,AS,,32644,End Customer,Enterprise,,,,,program and project management,33,Quotation or Purchase Consultation,vrf,,,/ Lakewood / United States,partner,LGEUS,3 months ~ 6 months,0,0,,,,,731,0 +21131,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680,0 +17208,1.0,/ Hcmc / Vietnam,AS,,27093,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcmc / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,1046,0 +15369,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,213,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103,0 +10754,1.0,/ / Mexico,ID,0.0749486652977412,23593,,Enterprise,,1.0,,1.0,consulting,3,Technical Consultation,,,,/ / Mexico,partner,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 +3899,1.0,/ Dasmariñas / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,16,Quotation or Purchase Consultation,etc.,,,/ Dasmariñas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +15562,0.5,/ Merida / Mexico,AS,,13740,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Merida / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +20599,0.25,/ SINGAPORE / Singapore,AS,0.1363636363636363,33214,Specifier/ Influencer,SMB,10.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,1 +20692,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324,0 +3675,0.75,/ Jakarta / Indonesia,AS,,34058,Channel Partner,SMB,,,,,engineering,2,,multi-split,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,723,0 +3612,1.0,/ / U.A.E,AS,,35322,Specifier/ Influencer,Enterprise,,,,,engineering,24,Quotation or Purchase Consultation,vrf,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 +19909,0.25,/ mtestm / United States,ID,0.1186440677966101,29047,,SMB,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ mtestm / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,194,0 +18877,0.25,/ Barcelona / Spain,ID,0.0175438596491228,14891,End Customer,SMB,0.0,,,,information technology,3,,,,,/ Barcelona / Spain,manager,LGEES,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,999,1 +39,1.0,/ Sta. Maria Bulacan / Philippines,AS,0.0666666666666666,7385,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,302,Quotation or Purchase Consultation,vrf,,,/ Sta. Maria Bulacan / Philippines,manager,LGEPH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,0,1 +2433,1.0,/ RIYADH / Saudi Arabia,ID,,34519,Channel Partner,Enterprise,,,,,business development,230,Quotation or Purchase Consultation,led signage,,,/ RIYADH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,245,0 +9736,0.25,1101 Market St # 1101 Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St # 1101 Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +18101,0.0,/ / Peru,ID,0.0327868852459016,20914,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +7092,1.0,/ Cebu / Philippines,AS,,21739,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +9987,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9121,1.0,/ Mumbi / India,AS,0.0289855072463768,6034,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,multi-split,,,/ Mumbi / India,manager,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,90,1 +8909,1.0,/ / Argentina,ID,0.0732484076433121,29990,,SMB,16.0,,,,administrative,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 +7278,0.75,/ Cabuyao / Philippines,AS,,22923,End Customer,Enterprise,,,,,administrative,14,,single-split,,,/ Cabuyao / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 +890,0.25,Corporate / /,ID,0.0446428571428571,29961,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +5565,0.5,/ Cajamar / Brazil,AS,,28646,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Cajamar / Brazil,others,LGESP,,0,0,,,,,97,0 +13442,0.0,/ / India,AS,,12081,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,675,0 +9377,1.0,/Gallatin/United States,AS,,12056,Specifier/ Influencer,SMB,,,,,purchasing,75,Quotation or Purchase Consultation,chiller,,,/Gallatin/United States,c-level executive,LGEUS,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,730,0 +11162,1.0,/Cebu/Philippines,ID,,17967,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,268,0 +3480,1.0,/Guwahati/India,ID,,30426,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Guwahati/India,director,LGEIL,more than a year,0,0,,,,,174,0 +11467,0.75,/ / Colombia,ID,,26132,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,,,,,344,0 +19461,1.0,/ Śląskie / Poland,IT,,33642,End Customer,Enterprise,,,,,information technology,182,Quotation or Purchase Consultation,monitor,,,/ Śląskie / Poland,ceo/founder,LGEPL,9 months ~ 1 year,0,0,0.0002983104051378,,residential (home),Villa / Single-Family Home,983,0 +19163,1.0,/ Goiânia / Brazil,ID,0.0538922155688622,32261,End Customer,SMB,,,,,others,114,Quotation or Purchase Consultation,led signage,,,/ Goiânia / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,167,1 +10460,1.0,/ Rio de janeiro / Brazil,ID,0.0749486652977412,40527,End Customer,SMB,,1.0,,1.0,information technology,103,Quotation or Purchase Consultation,video wall signage,,,/ Rio de janeiro / Brazil,c-level executive,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480,1 +7264,1.0,/Cavite/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,42,Quotation or Purchase Consultation,chiller,,,/Cavite/Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,29,1 +17160,1.0,/ Suchy Las / Poland,AS,,28992,Specifier/ Influencer,Enterprise,,,,,engineering,53,Trainings,heating,,,/ Suchy Las / Poland,partner,LGEPL,9 months ~ 1 year,0,0,,,,,642,0 +14375,0.25,/ sp / mogi das cruzes / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ sp / mogi das cruzes / Brazil,none,LGESP,,0,0,,,,,97,0 +12081,0.25,/Van Horn/United States,ID,,47466,,Enterprise,16.0,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Van Horn/United States,none,LGEUS,,0,0,,,,,564,1 +12049,0.5,/ /,ID,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,564,1 +4391,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,54,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123,0 +10232,0.75,/ Balikpapan / Indonesia,AS,0.0666666666666666,1910,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Balikpapan / Indonesia,others,LGEIN,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955,1 +18149,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +19822,0.0,/ / Brazil,ID,0.0732484076433121,45907,End Customer,SMB,,,,,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +15182,0.25,/ Pomorskie / Warzno / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,70,Quotation or Purchase Consultation,heating,,,/ Pomorskie / Warzno / Poland,none,LGEPL,,0,0,,,,,1044,1 +14489,0.25,/ Manaus/Am / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Manaus/Am / Brazil,none,LGESP,,0,0,,,,,97,0 +17765,0.75,/ / Brazil,ID,0.0327868852459016,43879,,Enterprise,,,,,media and communication,22,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,1 +19623,1.0,/ São Manuel / Brazil,ID,0.0732484076433121,47466,Service Partner,Enterprise,53.0,,,,research,200,Quotation or Purchase Consultation,led signage,,,/ São Manuel / Brazil,others,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +9543,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291,1 +18922,0.75,/ Hochiminh / Vietnam,AS,,44471,Specifier/ Influencer,SMB,,,,,engineering,3,,multi-split,,,/ Hochiminh / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,1046,1 +3636,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,,,,/ Laguna / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +11194,1.0,/ Pune / India,ID,,18150,,Enterprise,,,,,community and social services,29,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +2464,1.0,/ BHOPAL / India,ID,,24541,Service Partner,Enterprise,,,,,information technology,360,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ BHOPAL / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 +10873,0.0,/ / Brazil,ID,0.0749486652977412,31626,,SMB,,1.0,,1.0,information technology,27,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,316,1 +9756,0.25,1915 Rexford Rd Cloud IT / Charlotte / United States,IT,,30632,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,1915 Rexford Rd Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +7079,1.0,/ Cebu city / Philippines,AS,,21739,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +9937,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9647,1.0,/ Englewood Cliffs / United States,AS,,16896,End Customer,SMB,,,,,operations,227,Quotation or Purchase Consultation,ess,,,/ Englewood Cliffs / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,,731,0 +9839,0.25,Cloud IT / Darien / United States,IT,,32892,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Darien / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +10863,0.0,/ / Brazil,ID,0.0749486652977412,3340,Channel Partner,Enterprise,87.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +14200,0.25,/ São Paulo/SP / Brazil,AS,,22488,Specifier/ Influencer,SMB,29.0,,,,operations,3,,,,,/ São Paulo/SP / Brazil,director,LGESP,,0,0,,,,,97,0 +6127,0.25,/ Americana / Brazil,AS,,37265,,SMB,,,,,arts and design,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97,0 +19010,1.0,/ campo mourão / Brazil,AS,0.0681818181818181,698,End Customer,Enterprise,,,,,purchasing,161,Quotation or Purchase Consultation,single-split,,,/ campo mourão / Brazil,director,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97,0 +4193,0.25,/ Kottayam / India,AS,0.0677966101694915,451,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +3910,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,0,0,,,,,47,0 +17796,0.75,/ / Brazil,ID,0.0327868852459016,9676,,SMB,,,,,others,24,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +2760,1.0,/ Oxfordshire / United Kingdom,ID,,4826,Channel Partner,Enterprise,0.0,,,,engineering,46,Technical Consultation,standard signage,UHD TV Signage,55UR640S (EU/CIS),/ Oxfordshire / United Kingdom,others,LGEUK,less than 3 months,0,0,,,,,185,0 +7210,1.0,/ Pampanga / Philippines,AS,,35645,Specifier/ Influencer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,vrf,,,/ Pampanga / Philippines,vice president,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +431,0.0,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +16670,0.25,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,AS,,11912,Channel Partner,SMB,,,,,sales,3,,vrf,,,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,partner,LGEIS,,0,0,,,,,341,0 +16030,0.0,/ София / Bulgaria,AS,,46967,Specifier/ Influencer,Enterprise,,,,,others,51,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710,0 +943,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +2461,0.75,//Italy,ID,,14240,Service Partner,SMB,,,,,product management,970,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//Italy,none,LGEIS,less than 3 months,0,0,,,,,571,0 +19186,0.5,/ / Peru,ID,0.0538922155688622,32240,Solution Eco-Partner,Enterprise,,,,,others,6,,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,1 +18468,0.0,/ / Peru,ID,0.0327868852459016,20874,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +17966,0.0,/ / India,ID,0.0311958405545927,16892,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +8799,0.25,/ Blue Mountain / United States,ID,0.6153846153846154,23061,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Blue Mountain / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,205,0 +15880,0.5,/ San José / Costa Rica,AS,,1927,Channel Partner,SMB,24.0,,,,engineering,3,,vrf,,,/ San José / Costa Rica,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +20830,1.0,/ Bento Gonçalves / Brazil,ID,0.0476190476190476,22546,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,software solution,,,/ Bento Gonçalves / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +3429,1.0,/ Tripoli / India,ID,,7639,,Enterprise,4.0,,,,consulting,5,Technical Consultation,interactive signage,,,/ Tripoli / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +11082,0.75,/ / Hong Kong,ID,0.0843373493975903,22993,End Customer,Enterprise,,1.0,,1.0,marketing,27,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 +9339,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +20680,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310,0 +21049,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 +9994,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19828,0.0,/ / Brazil,ID,0.0732484076433121,8164,Channel Partner,SMB,13.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +21096,0.75,/ sumatra barat / Indonesia,AS,,33998,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ sumatra barat / Indonesia,others,LGEIN,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,774,0 +2788,1.0,/ / Türkiye,ID,,8372,End Customer,SMB,,,,,marketing,42,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,director,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +11323,1.0,/ istanbul / Türkiye,ID,,21801,End Customer,SMB,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,,,/ istanbul / Türkiye,manager,LGETK,less than 3 months,0,0,,,,,219,0 +17783,0.75,/ / Brazil,ID,0.0327868852459016,18660,,SMB,,,,,education,32,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +16344,0.25,Via Trevignano 23 / Montebelluna / Italy,AS,,40462,Specifier/ Influencer,SMB,4.0,,,,administrative,3,,vrf,,,Via Trevignano 23 / Montebelluna / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +1183,0.5,//Hong Kong,ID,0.0843373493975903,40231,End Customer,SMB,,1.0,,1.0,legal,494,Quotation or Purchase Consultation,video wall signage,,,//Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,337,1 +10741,1.0,/ Las Condes / Mexico,ID,0.0749486652977412,38889,End Customer,Enterprise,,1.0,,1.0,arts and design,142,Quotation or Purchase Consultation,video wall signage,,,/ Las Condes / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,257,0 +7398,0.75,/ SÃO PAULO / Brazil,AS,,12311,Specifier/ Influencer,SMB,,,,,engineering,2,,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 +3383,1.0,/ Ludhiana / India,ID,,27949,,SMB,,,,,business development,61,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165,1 +14149,0.5,/ Guaiba / Brazil,AS,,18617,End Customer,SMB,,,,,administrative,3,,etc.,,,/ Guaiba / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 +5224,0.5,/ São Paulo / Brazil,AS,,40418,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9218,1.0,/ Riyadh / Saudi Arabia,ID,0.04,38158,Service Partner,SMB,,1.0,,1.0,engineering,189,Quotation or Purchase Consultation,standard signage,UH5F Series,49UH5F-B,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,245,1 +13435,0.0,/ / India,AS,,12069,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +7160,1.0,/ / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +2530,1.0,/ Moradabad / India,ID,,18958,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,,,/ Moradabad / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +13095,0.75,/Surabaya/Sidoarjo/Indonesia,AS,,33963,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya/Sidoarjo/Indonesia,none,LGEIN,6 months ~ 9 months,0,0,,,,,670,0 +8596,0.25,920 Frostwood Dr Cloud IT / Houston / United States,IT,0.6428571428571429,27791,End Customer,SMB,0.0,,,,,45,Quotation or Purchase Consultation,,,,920 Frostwood Dr Cloud IT / Houston / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 +13059,0.75,/ Panama / Panama,AS,,35247,Channel Partner,Enterprise,,,,,administrative,3,,vrf,,,/ Panama / Panama,manager,LGEPS,6 months ~ 9 months,0,0,,,,,654,0 +16889,0.75,/ Surabaya / Indonesia,AS,,13206,Channel Partner,Enterprise,,,,,others,13,,vrf,,,/ Surabaya / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 +6240,0.25,/ Americana / Brazil,AS,,6146,,SMB,,,,,others,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97,0 +5797,0.5,/ São paulo / Brazil,AS,,17047,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +13062,0.75,/ Cuenca / Ecuador,AS,,10208,Specifier/ Influencer,SMB,,,,,engineering,3,,single-split,,,/ Cuenca / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +14089,0.25,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,operations,45,,vrf,,,/ São Paulo / Brazil,entry level,LGESP,,0,0,,,,,97,0 +10861,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10275,1.0,/ SÃO PAULO / Brazil,AS,0.0039370078740157,22436,End Customer,SMB,0.0,,,,business development,35,Quotation or Purchase Consultation,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 +10117,1.0,/London/United Kingdom,ID,,33552,Service Partner,Enterprise,,,,,arts and design,214,Request for Partnership,high brightness signage,Window Facing Display,49XS4F-B,/London/United Kingdom,director,LGEUK,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,185,0 +18276,0.0,/ / Peru,ID,0.0327868852459016,44313,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 +5377,0.5,/São Paulo/Brazil,AS,,11764,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +21197,1.0,/ Triunfo / Brazil,AS,,8514,Specifier/ Influencer,Enterprise,,,,,business development,218,Quotation or Purchase Consultation,single-split,,,/ Triunfo / Brazil,others,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +6569,0.0,/ Niš / Serbia,AS,,24317,Specifier/ Influencer,SMB,,,,,others,14,,,,,/ Niš / Serbia,none,LGEMK,,0,0,,,,,766,0 +5723,0.5,/ São Paulo / Brazil,AS,,28941,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +328,0.0,/ / India,ID,0.0575342465753424,22552,,Enterprise,,1.0,,1.0,engineering,19,,,,,/ / India,none,LGEIL,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 +3689,0.75,/ Purwokerto / Indonesia,AS,,11108,End Customer,Enterprise,,,,,engineering,5,,etc.,,,/ Purwokerto / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 +7097,1.0,/ / Philippines,AS,,7721,Specifier/ Influencer,SMB,,,,,accounting,4,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 +4242,0.25,/ JAGADHRI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,vrf,,,/ JAGADHRI / India,none,LGEIL,,0,0,,,,,95,0 +19348,0.75,/Salta/Argentina,AS,0.0037878787878787,37926,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Salta/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742,1 +5649,0.5,/ São Paulo / Brazil,AS,,14155,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +4858,0.5,/ Fortaleza / Brazil,AS,,11288,End Customer,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,chiller,,,/ Fortaleza / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +16877,0.75,/ - Select City - / Philippines,AS,,23182,End Customer,Enterprise,,,,,others,15,,,,,/ - Select City - / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +12448,0.75,/ Avare / Brazil,AS,,1985,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Avare / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +7086,1.0,/ Valenzuela / Philippines,AS,,46494,End Customer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,single-split,,,/ Valenzuela / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +119,1.0,/ VERAVAL / India,ID,0.0575342465753424,17558,End Customer,SMB,1.0,1.0,,1.0,purchasing,158,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ VERAVAL / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,166,1 +6543,0.25,/ Singen / Germany,AS,,47466,End Customer,Enterprise,105.0,,,,,265,Quotation or Purchase Consultation,heating,,,/ Singen / Germany,none,LGEDG,,0,0,,,,,126,0 +12123,1.0,/Cebu City/Philippines,ID,,24985,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,268,0 +20603,1.0,/PE/Recife/Brazil,AS,,2061,End Customer,Enterprise,,,,,engineering,209,Quotation or Purchase Consultation,chiller,,,/PE/Recife/Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,953,0 +891,0.25,Corporate / /,ID,0.0446428571428571,28134,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +18459,0.0,/ / Peru,ID,0.0327868852459016,34086,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +3624,1.0,/ Monrovia / Liberia,AS,,16481,End Customer,Enterprise,,,,,arts and design,30,Quotation or Purchase Consultation,vrf,,,/ Monrovia / Liberia,partner,LGEAF,less than 3 months,0,0,,,,,104,0 +16524,0.0,/ / Italy,AS,,18678,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +14488,0.25,/ Maringá / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Maringá / Brazil,none,LGESP,,0,0,,,,,97,0 +12364,0.5,/ Denpasar / Indonesia,AS,,33811,End Customer,SMB,,,,,engineering,5,,vrf,,,/ Denpasar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +10878,0.0,/ / Brazil,ID,0.0749486652977412,47466,Specifier/ Influencer,Enterprise,53.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +7095,1.0,/ Sta cruz marinduque / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,15,Quotation or Purchase Consultation,single-split,,,/ Sta cruz marinduque / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +20251,1.0,"/Bogota, colombia./Colombia",AS,0.004,46442,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,1066,Product Information,etc.,,,"/Bogota, colombia./Colombia",manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,649,1 +8932,1.0,/ / Saudi Arabia,ID,0.0491803278688524,9903,Channel Partner,SMB,,,,,purchasing,19,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / Saudi Arabia,partner,LGESJ,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,209,0 +11952,0.0,/ / Brazil,ID,,30130,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +9707,0.25,Cloud IT / Monroe / United States,IT,,14748,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Monroe / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +10429,1.0,/Zapopan/Mexico,AS,0.0039370078740157,32708,End Customer,SMB,,,,,administrative,50,Quotation or Purchase Consultation,etc.,,,/Zapopan/Mexico,others,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Distribution Center,42,0 +13075,0.75,/Doral/El Salvador,AS,,35312,,Enterprise,,,,,engineering,3,,vrf,,,/Doral/El Salvador,intern,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 +20337,1.0,/ Concórdia / Brazil,ID,0.1241217798594847,35878,End Customer,SMB,1.0,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,hotel tv,,,/ Concórdia / Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +6747,0.25,7657 Thornlee Dr. / FL / United States,AS,,44640,,Enterprise,,,,,,55,Product Information,,,,7657 Thornlee Dr. / FL / United States,none,LGEUS,,0,0,,,,,731,0 +19408,0.5,/ Tijuana / Mexico,AS,0.0037878787878787,9212,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,42,0 +2196,1.0,/ Ara / India,ID,,36578,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Ara / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +10639,0.25,/ / Peru,ID,0.0749486652977412,10619,End Customer,SMB,0.0,1.0,,1.0,purchasing,35,,hotel tv,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,525,1 +19835,0.0,/ / Brazil,ID,0.0732484076433121,7026,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +1244,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 +9380,1.0,/ Tabuk / Saudi Arabia,AS,0.0202020202020202,14714,End Customer,SMB,,,,,program and project management,119,Quotation or Purchase Consultation,ventilation,,,/ Tabuk / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6,1 +4018,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,59,1 +12099,0.5,/ / Hong Kong,ID,,16354,Service Partner,SMB,,,,,marketing,7,Quotation or Purchase Consultation,standard signage,UH5F Series,43UH5F-B,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,0 +4305,0.25,/ Hyderabad / India,AS,,44643,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +16793,1.0,/ Baguio / Philippines,AS,,214,Specifier/ Influencer,Enterprise,,,,,engineering,29,Quotation or Purchase Consultation,multi-split,,,/ Baguio / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +20689,1.0,/Barauna-RN/Brazil,ID,0.0695652173913043,32779,End Customer,SMB,,,,,information technology,93,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Barauna-RN/Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 +8883,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,1 +3905,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47,0 +16703,0.25,corso italia 1 / milano / Italy,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,corso italia 1 / milano / Italy,others,LGEIS,,0,0,,,,,341,0 +19618,1.0,/Londrina/Brazil,ID,0.0732484076433121,44869,End Customer,SMB,0.0,,,,administrative,207,Quotation or Purchase Consultation,led signage,,,/Londrina/Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,279,0 +8983,0.75,/ Los Alamitos / United States,ID,0.1186440677966101,35758,End Customer,SMB,,,,,purchasing,53,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,,/ Los Alamitos / United States,none,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,311,0 +8510,1.0,/ mumbai / India,ID,0.0833333333333333,36304,End Customer,SMB,1.0,,,,finance,22,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ mumbai / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,174,0 +10019,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16003,0.25,/ Lazarevac / Serbia,AS,,2417,Channel Partner,SMB,,,,,,41,,heating,,,/ Lazarevac / Serbia,ceo/founder,LGEMK,,0,0,,,,,766,0 +1783,1.0,/ DUMKA / India,ID,,25538,,Enterprise,,,,,education,3,Others,interactive signage,,,/ DUMKA / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +15961,0.5,/ Quito / Ecuador,AS,,21709,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ Quito / Ecuador,trainee,LGEPS,less than 3 months,0,0,,,,,654,0 +14115,0.25,/ Recife Pernambuco / Brazil,AS,,33285,End Customer,Enterprise,,,,,entrepreneurship,3,,,,,/ Recife Pernambuco / Brazil,entry level,LGESP,,0,0,,,,,97,0 +15378,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 +13921,0.25,/ Recife / Brazil,AS,,6802,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Recife / Brazil,entry level,LGESP,,0,0,,,,,97,0 +10660,1.0,/São Paulo/Brazil,ID,0.0749486652977412,8200,Service Partner,SMB,,1.0,,1.0,administrative,148,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278,0 +17891,0.75,/ / Peru,ID,0.0327868852459016,41815,End Customer,SMB,0.0,,,,education,59,Quotation or Purchase Consultation,led signage,,LAEC018,/ / Peru,director,LGEPR,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 +14911,0.25,/ São Paulo / Brazil,AS,,28889,Specifier/ Influencer,Enterprise,20.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +18599,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +3285,0.25,/ /,ID,,25728,,Enterprise,,,,,,84,,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,448,1 +4806,0.25,/New Delhi/India,AS,,41597,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,129,0 +7151,0.75,/ Makati / Philippines,AS,,42837,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Makati / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +10864,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,278,1 +1495,0.75,/ Jakarta / Indonesia,ID,,33799,End Customer,SMB,,,,,business development,71,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3DK,/ Jakarta / Indonesia,none,LGEIN,6 months ~ 9 months,0,0,,,,,313,0 +17856,0.75,/ / Peru,ID,0.0327868852459016,6353,End Customer,Enterprise,,,,,others,29,Others,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,,258,0 +20413,0.0,4814 N 113Th St Hospitality / Omaha / United States,ID,,5978,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,4814 N 113Th St Hospitality / Omaha / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +17764,0.75,/ / Brazil,ID,0.0327868852459016,9670,,SMB,,,,,information technology,30,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +13304,0.25,/ 140201 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,multi-split,,,/ 140201 / India,none,LGEIL,,0,0,,,,,95,0 +7216,1.0,/ Quezon City / Philippines,AS,,43189,End Customer,Enterprise,,,,,operations,53,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,partner,LGEPH,3 months ~ 6 months,0,0,,,,,46,0 +9366,1.0,/Bokaro/India,AS,0.0714285714285714,36638,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,vrf,,,/Bokaro/India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Others,89,1 +6511,0.5,/ Cairo / Egypt,AS,,19392,End Customer,Enterprise,0.0,,,,engineering,55,Quotation or Purchase Consultation,chiller,,,/ Cairo / Egypt,trainee,LGEEG,,0,0,,,,,51,0 +9243,0.25,/ / Australia,ID,,42298,End Customer,SMB,,1.0,,1.0,entrepreneurship,23,,,,,/ / Australia,director,LGEAP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,156,1 +19724,1.0,/ GUARAPARI / Brazil,ID,0.0732484076433121,27675,Channel Partner,Enterprise,0.0,,,,administrative,893,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ GUARAPARI / Brazil,entry level,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +7201,1.0,/ BOAC (MARINDUQUE) / Philippines,AS,,11685,Specifier/ Influencer,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,,,,/ BOAC (MARINDUQUE) / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +17476,1.0,/ St. Michael im Lungau / Germany,IT,,23684,End Customer,SMB,,,,,,181,Quotation or Purchase Consultation,laptop,,,/ St. Michael im Lungau / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,919,0 +10898,0.25,/ / Mexico,ID,0.0749486652977412,17263,End Customer,Enterprise,,1.0,,1.0,,3,,oled signage,,,/ / Mexico,entry level,LGEMS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 +17119,0.75,/Santiago/Chile,AS,,25567,,Enterprise,1.0,,,,engineering,3,,etc.,,,/Santiago/Chile,intern,LGECL,more than a year,0,0,,,,,728,0 +18283,0.0,/ / Peru,ID,0.0327868852459016,937,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +16094,0.25,/ الطائف / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,vrf,,,/ الطائف / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 +8309,0.0,/ / Peru,ID,0.0327868852459016,12855,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +1023,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +10144,1.0,/ Oklahoma City / United States,ID,0.4,29549,End Customer,SMB,,,,,engineering,200,Quotation or Purchase Consultation,oled signage,,,/ Oklahoma City / United States,c-level executive,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,867,0 +8839,0.25,100 Global Innovation Circle Cloud IT / Orlando / United States,IT,,25728,End Customer,Enterprise,,,,,,52,Quotation or Purchase Consultation,,,,100 Global Innovation Circle Cloud IT / Orlando / United States,none,LGEUS,,0,0,9.65915660650443e-05,,government department,General Government Office,448,1 +20934,0.0,/ / Peru,ID,0.0476190476190476,30758,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +19045,1.0,/ Bogotá / Colombia,ID,0.2692307692307692,44487,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,344,1 +6028,0.5,/ sao paulo / Brazil,AS,,46225,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ sao paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +5027,0.25,/ Ba/Teixeira de Freitas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Ba/Teixeira de Freitas / Brazil,none,LGESP,,0,0,,,,,97,0 +20299,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,22095,End Customer,SMB,,1.0,,1.0,operations,159,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +9742,0.25,333 E Lemon St Cloud IT / Lakeland / United States,IT,,15833,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,333 E Lemon St Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +19026,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +10066,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +2087,1.0,/Ahmedabad/India,ID,,28394,,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,partner,LGEIL,less than 3 months,0,0,,,,,166,1 +383,0.25,Corporate / /,ID,0.0446428571428571,28193,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +3101,0.5,/ Mumbai / India,ID,,46791,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,standard signage,UH7F-H Series,,/ Mumbai / India,none,LGEIL,less than 3 months,0,0,,,,,145,1 +20773,1.0,/ Rio de Janeiro / Brazil,ID,0.0476190476190476,9,End Customer,SMB,,,,,administrative,168,Quotation or Purchase Consultation,video wall signage,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 +5369,0.5,/São Paulo/Brazil,AS,,39566,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +4141,0.25,/ Davao / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Davao / Philippines,none,LGEPH,,0,0,,,,,121,0 +7107,0.75,/ Davao / Philippines,AS,,843,End Customer,Enterprise,,,,,engineering,4,,chiller,,,/ Davao / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +4088,0.25,/ Iloilo / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Iloilo / Philippines,none,LGEPH,,0,0,,,,,666,0 +18801,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +4192,0.25,/ Kottayam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,,,,,34,0 +19135,1.0,/ NEW YORK / United States,IT,0.6428571428571429,45754,End Customer,SMB,,,,,research,14,Quotation or Purchase Consultation,monitor,,,/ NEW YORK / United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,827,0 +4496,0.25,/ Tirupathi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Tirupathi / India,none,LGEIL,,0,0,,,,,115,0 +15121,0.5,"Calle del trigal 255, quilicura / Santiago / Chile",AS,,18870,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,"Calle del trigal 255, quilicura / Santiago / Chile",others,LGECL,less than 3 months,0,0,,,,,728,0 +20409,0.25,3713 Sandhurst Drive Hospitality / Flower Mound / United States,ID,,31043,End Customer,SMB,13.0,1.0,,1.0,,3,,hotel tv,,,3713 Sandhurst Drive Hospitality / Flower Mound / United States,director,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +9730,0.25,6102 Sweet William Terrace Cloud IT / Lan O Lakes / United States,IT,,41070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6102 Sweet William Terrace Cloud IT / Lan O Lakes / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +20025,1.0,/นนทบุรี/Thailand,AS,0.0227272727272727,47357,End Customer,Enterprise,,,,,engineering,16,Others,vrf,,,/นนทบุรี/Thailand,manager,LGETH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,726,1 +17128,0.75,/ santiago / Chile,AS,,21633,Channel Partner,SMB,,,,,engineering,67,,vrf,,,/ santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 +11263,1.0,/ Gurugram / India,ID,,32341,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,0,0,,,,,181,0 +10485,1.0,/Zacatecas/Mexico,ID,0.0749486652977412,24949,Specifier/ Influencer,SMB,,1.0,,1.0,purchasing,144,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/Zacatecas/Mexico,c-level executive,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Mining,263,1 +14757,0.5,/ Florianópolis / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Florianópolis / Brazil,partner,LGESP,,0,0,,,,,97,0 +6093,0.25,/ Catanduva SP / Brazil,AS,,4935,,Enterprise,,,,,administrative,3,,multi-split,,,/ Catanduva SP / Brazil,others,LGESP,,0,0,,,,,97,0 +8354,0.25,Po Box 129 Education / Guntersville / United States,ID,0.3902439024390244,18823,End Customer,SMB,,,,,,38,Quotation or Purchase Consultation,,,,Po Box 129 Education / Guntersville / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,501,1 +14002,0.5,/ Santa Cruz do Capibaribe pe / Brazil,AS,,43026,End Customer,Enterprise,12.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Santa Cruz do Capibaribe pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 +7253,1.0,/ Cavite / Philippines,AS,,11578,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Cavite / Philippines,others,LGEPH,more than a year,0,0,,,,,46,0 +9151,1.0,/ Mumbai / India,AS,0.0289855072463768,8005,Specifier/ Influencer,Enterprise,0.0,,,,program and project management,75,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,76,1 +8222,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 +5248,0.5,/ Sbc / Brazil,AS,,11772,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sbc / Brazil,others,LGESP,,0,0,,,,,97,0 +2136,1.0,/Bangalore/India,ID,,39762,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,trainee,LGEIL,more than a year,0,0,,,,,146,0 +11329,0.75,/ istanbul / Türkiye,ID,,25810,End Customer,SMB,,,,,entrepreneurship,60,Others,standard signage,UH5F-H Series,75UH5F-H,/ istanbul / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285,0 +8067,1.0,/ / Saudi Arabia,ID,0.043103448275862,11413,End Customer,SMB,,,,,operations,55,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295,0 +127,1.0,Dana Point / CA / United States,ID,0.0446428571428571,42330,,SMB,,1.0,,1.0,business development,36,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,Dana Point / CA / United States,ceo/founder,LGEUS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,311,1 +16260,0.0,/ / Greece,AS,,28894,Specifier/ Influencer,Enterprise,,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732,0 +20255,1.0,/ İstanbul / Türkiye,AS,0.0196078431372549,31543,End Customer,SMB,,,,,administrative,45,Quotation or Purchase Consultation,etc.,,,/ İstanbul / Türkiye,ceo/founder,LGETK,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,103,0 +11098,1.0,/ Nürnberg / Germany,IT,,46057,End Customer,SMB,,,1.0,1.0,consulting,113,Quotation or Purchase Consultation,,All Monitors,,/ Nürnberg / Germany,partner,LGEDG,less than 3 months,1,0,0.0030792876608617,,corporate / office,,428,0 +211,0.5,/ Louisville / United States,ID,0.0446428571428571,10577,,SMB,,1.0,,1.0,,113,Quotation or Purchase Consultation,standard signage,Digital Signage or Commercial TVs,Conference room,/ Louisville / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,333,1 +13254,0.25,/Surabaya/Indonesia,AS,,34068,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Surabaya/Indonesia,none,LGEIN,,0,0,,,,,670,0 +17474,1.0,/ / Germany,IT,,42511,End Customer,SMB,,,,,,137,Quotation or Purchase Consultation,,,,/ / Germany,ceo/founder,LGEDG,less than 3 months,0,0,,,,,428,0 +8767,1.0,//India,ID,0.0531914893617021,20706,End Customer,Enterprise,,,,,administrative,124,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,//India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,166,1 +634,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +120,1.0,/GURUGRAM/India,ID,0.0575342465753424,18236,Service Partner,SMB,,1.0,,1.0,media and communication,154,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/GURUGRAM/India,associate/analyst,LGEIL,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174,0 +9585,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +4328,0.25,/ HYDERABAD / India,AS,,40853,End Customer,Enterprise,,,,,,206,Quotation or Purchase Consultation,multi-split,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,1 +11020,1.0,/ Santiago / Chile,ID,0.0749486652977412,34462,End Customer,Enterprise,,1.0,,1.0,others,68,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ Santiago / Chile,partner,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580,1 +6794,0.25,101 Gosai Dr / PA / United States,AS,,5976,,Enterprise,0.0,,,,,199,Product Information,,,,101 Gosai Dr / PA / United States,none,LGEUS,,0,0,,,,,730,0 +13355,0.25,/ Chandigarh / India,AS,,5303,,Enterprise,1.0,,,,,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672,0 +11891,0.5,/Ludhiana/India,ID,,17054,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Ludhiana/India,director cum faculty at gaining apex coaching centre,LGEIL,,0,0,,,,,174,0 +14367,0.25,/ PA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ PA / Brazil,none,LGESP,,0,0,,,,,97,0 +17517,0.0,/ / Germany,IT,,43802,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +4913,0.5,/ São Paulo / Brazil,AS,,7883,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +10489,1.0,/ Buenos Aires / Argentina,ID,0.0749486652977412,20667,End Customer,Enterprise,26.0,1.0,,1.0,arts and design,27,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Buenos Aires / Argentina,partner,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,325,0 +7040,0.25,/ Riyadh / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,55,Quotation or Purchase Consultation,vrf,,,/ Riyadh / Saudi Arabia,none,LGESJ,,0,0,,,,,45,0 +7281,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +17518,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +19443,1.0,/ León / Mexico,AS,0.0037878787878787,6413,End Customer,Enterprise,,,,,others,61,Quotation or Purchase Consultation,,,,/ León / Mexico,ceo/founder,LGEMS,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42,0 +11976,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,1 +9498,1.0,/ Jammu / India,ID,,36646,Service Partner,Enterprise,,,,,information technology,128,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ Jammu / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 +20088,1.0,/ MG / Brazil,AS,0.004,473,End Customer,Enterprise,,,,,others,80,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +5738,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97,0 +10905,0.25,/ / Peru,ID,0.0749486652977412,29293,Channel Partner,SMB,,1.0,,1.0,,3,,led signage,,,/ / Peru,manager,LGEPR,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +15509,0.25,/ القاهرة / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,39,Quotation or Purchase Consultation,single-split,,,/ القاهرة / Egypt,none,LGEEG,,0,0,,,,,51,0 +17961,0.0,/ / India,ID,0.0311958405545927,5339,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +3834,1.0,/ Sohar / Oman,AS,,31360,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,multi-split,,,/ Sohar / Oman,entry level,LGEGF,less than 3 months,0,0,,,,,25,0 +21118,1.0,/ الدمام / Saudi Arabia,AS,,47069,End Customer,Enterprise,,,,,administrative,45,Quotation or Purchase Consultation,ventilation,,,/ الدمام / Saudi Arabia,partner,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,44,0 +18325,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +12731,0.75,/ GUATEMALA / Guatemala,AS,,15205,Channel Partner,SMB,,,,,administrative,3,,vrf,,,/ GUATEMALA / Guatemala,partner,LGEPS,less than 3 months,0,0,,,,,654,0 +13467,0.0,/ / India,AS,,2852,End Customer,Enterprise,74.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +14618,0.25,/ PR / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,114,Quotation or Purchase Consultation,,,,/ PR / Brazil,none,LGESP,,0,0,,,,,97,0 +13315,0.25,/ Pondicherry / India,AS,,47466,End Customer,Enterprise,19.0,,,,,25,Quotation or Purchase Consultation,,,,/ Pondicherry / India,none,LGEIL,,0,0,,,,,19,0 +19530,0.25,"j.p.laurel ave., davao city / Davao City / Philippines",AS,0.04,36059,Specifier/ Influencer,Enterprise,25.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,"j.p.laurel ave., davao city / Davao City / Philippines",none,LGEPH,,0,0,9.65915660650443e-05,0.0227272727272727,government department,,599,1 +11663,0.25,/ Madhepura / India,ID,,11514,End Customer,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Madhepura / India,none,LGEIL,,0,0,,,,,155,0 +8252,0.25,/ / Australia,ID,0.2142857142857142,1192,Channel Partner,SMB,,,,,product management,77,,,,,/ / Australia,manager,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,,156,0 +12421,1.0,/ SP / Brazil,AS,,2422,End Customer,Enterprise,,,,,engineering,1000,Usage or Technical Consultation,,,,/ SP / Brazil,entry level,LGESP,more than a year,0,0,,,,,97,0 +7975,0.25,Cloud IT / / United States,IT,,2470,,SMB,,,,,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,436,0 +5731,0.5,/ Itatiba / Brazil,AS,,14820,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Itatiba / Brazil,others,LGESP,,0,0,,,,,97,0 +20971,0.25,/ seattle / United States,ID,0.8333333333333334,310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ seattle / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,194,0 +18789,0.0,/ / Peru,ID,0.0327868852459016,30052,,Enterprise,,,,,information technology,47,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +8700,1.0,/Buenos Aires /Argentina,AS,0.0037878787878787,9524,,SMB,,,,,arts and design,13,Quotation or Purchase Consultation,multi-split,,,/Buenos Aires /Argentina,c-level executive,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742,0 +14099,0.25,/ São Paulo / Brazil,AS,,15668,Specifier/ Influencer,SMB,3.0,,,,operations,3,,,,,/ São Paulo / Brazil,entry level,LGESP,,0,0,,,,,97,0 +17877,0.75,/ / Colombia,ID,0.0327868852459016,28288,,Enterprise,3.0,,,,education,16,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 +4105,0.25,/ Angeles city / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,101,Quotation or Purchase Consultation,etc.,,,/ Angeles city / Philippines,none,LGEPH,,0,0,,,,,46,0 +3357,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479,0 +10846,0.0,/ / Brazil,ID,0.0749486652977412,39493,Channel Partner,SMB,5.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,317,1 +9355,1.0,/ Bangalore / India,AS,0.0714285714285714,24077,End Customer,SMB,1.0,,,,engineering,136,Quotation or Purchase Consultation,chiller,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,93,1 +10408,1.0,/ Hà Nội / Vietnam,AS,0.0666666666666666,42649,End Customer,Enterprise,,,,,business development,118,Quotation or Purchase Consultation,etc.,,,/ Hà Nội / Vietnam,entry level,LGEVH,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,970,1 +20152,0.25,/ Annaba / Algeria,AS,0.0196078431372549,41265,End Customer,Enterprise,,,,,,72,Quotation or Purchase Consultation,multi-split,,,/ Annaba / Algeria,none,LGEAS,,1,0,0.0011827288932506,0.0115830115830115,retail,,739,0 +5286,0.5,/Santo André/Brazil,AS,,9497,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97,0 +19096,0.0,/ / Peru,ID,0.2692307692307692,8271,,Enterprise,,,,,others,30,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,0 +4903,0.5,/ São Paulo / Brazil,AS,,5873,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +1484,0.5,/ Houston / United States,ID,,24333,End Customer,SMB,0.0,,,,sales,397,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,,/ Houston / United States,none,LGEUS,,0,0,,,,,369,0 +11144,1.0,//Mexico,ID,,41880,,SMB,9.0,,,,operations,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,6 months ~ 9 months,0,0,,,,,189,0 +13137,0.75,/ Santiago / Chile,AS,,14724,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,9 months ~ 1 year,0,0,,,,,728,0 +19295,1.0,/Ilopolis RS/Brazil,AS,0.0037878787878787,43178,Specifier/ Influencer,Enterprise,,,,,sales,62,Trainings,etc.,,,/Ilopolis RS/Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +9462,1.0,//Australia,ID,1.0,46721,End Customer,SMB,,,,,human resources,285,Quotation or Purchase Consultation,one:quick series,,,//Australia,manager,LGEAP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,168,1 +9417,0.5,/ / Poland,ID,0.0416666666666666,14852,End Customer,SMB,,,,,information technology,343,Request for Partnership,oled signage,Transparent OLED Signage,55EW5PG-S,/ / Poland,manager,LGEPL,,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,343,0 +7371,1.0,/ SHAHABAD MARKANDA / India,AS,,11395,End Customer,Enterprise,,,,,purchasing,15,Quotation or Purchase Consultation,multi-split,,,/ SHAHABAD MARKANDA / India,director,LGEIL,less than 3 months,0,0,,,,,95,0 +20715,1.0,/ SAN FRANCISCO / Argentina,ID,0.25,13974,End Customer,Enterprise,,,,,community and social services,46,Quotation or Purchase Consultation,led signage,,,/ SAN FRANCISCO / Argentina,director,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325,0 +16852,1.0,/ Taguig / Philippines,AS,,555,End Customer,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,chiller,,,/ Taguig / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +3217,0.25,/ / United States,ID,,22068,,SMB,,,,,,107,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 +20750,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,13674,Specifier/ Influencer,SMB,,,,,information technology,177,Quotation or Purchase Consultation,video wall signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,480,0 +3662,0.75,/ NAIC CAVITE / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,,single-split,,,/ NAIC CAVITE / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +6456,0.25,/ Da nang / Vietnam,AS,,11240,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Da nang / Vietnam,c-level executive,LGEVH,,0,0,,,,,761,0 +207,1.0,/ / United States,ID,0.0446428571428571,3375,End Customer,SMB,,1.0,,1.0,others,238,Quotation or Purchase Consultation,led signage,LG Indoor LED,LSBE015,/ / United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,334,0 +1950,1.0,/Bathinda/India,ID,,44586,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bathinda/India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +9209,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,0 +18231,0.0,/ / Peru,ID,0.0327868852459016,17394,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +10013,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16700,0.25,/ / Italy,AS,,5674,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,0 +288,0.75,/ / United States,ID,0.0446428571428571,42236,End Customer,SMB,,1.0,,1.0,information technology,215,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,none,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,353,1 +17020,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 +6967,0.25,1106 W Magnolia Blvd. / CA / United States,AS,,31613,,SMB,,,,,,362,Others,,,,1106 W Magnolia Blvd. / CA / United States,none,LGEUS,,0,0,,,,,731,0 +8438,0.25,4851 N Twin Valley Road Education / Elverson / United States,IT,,43499,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,4851 N Twin Valley Road Education / Elverson / United States,none,LGEUS,,0,0,0.0005719551277132,,education,K12 Kindergarten & Schools,374,0 +11933,0.0,/ / Brazil,ID,,34530,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +12701,0.75,/ Sancristobal / Dominican Republic,AS,,29821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Sancristobal / Dominican Republic,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +9709,0.25,1201 West Peachtree Street Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree Street Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15389,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,88,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 +1996,1.0,/ chennai / India,ID,,20356,,Enterprise,,,,,information technology,1,Quotation or Purchase Consultation,,,,/ chennai / India,director,LGEIL,less than 3 months,0,0,,,,,149,0 +17205,1.0,/ Ho Chi Minh / Vietnam,AS,,34765,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,entry level,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 +18458,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +7099,1.0,/ Manila / Philippines,AS,,25940,,SMB,0.0,,,,consulting,19,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,120,1 +12525,0.75,/ สมุทรปราการ / Thailand,AS,,30293,Specifier/ Influencer,Enterprise,115.0,,,,engineering,16,,single-split,,,/ สมุทรปราการ / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,726,0 +19102,0.0,/ / United States,ID,,19489,,Enterprise,,,,,support,3,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,194,0 +5144,0.5,/ / Brazil,AS,,17238,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +2926,1.0,/ Riyadh / Saudi Arabia,ID,,28133,End Customer,Enterprise,,,,,purchasing,88,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,244,0 +7807,0.25,42 Merritt Rd. Education / South Glens Falls / United States,IT,,39519,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,42 Merritt Rd. Education / South Glens Falls / United States,none,LGEUS,,0,0,,,,,374,0 +11207,1.0,/ jaunpur / India,ID,,7195,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ jaunpur / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +13460,0.0,/ / India,AS,,13241,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +9396,1.0,/ Dammam / Saudi Arabia,ID,0.1136363636363636,2510,Channel Partner,SMB,,,,,sales,40,Others,led signage,,,/ Dammam / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,209,0 +11589,0.5,/ Gurgaon / India,ID,,43320,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Gurgaon / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +19596,1.0,/ MARINGÁ / Brazil,ID,0.0732484076433121,26052,End Customer,Enterprise,4.0,,,,others,480,Quotation or Purchase Consultation,video wall signage,,,/ MARINGÁ / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,317,1 +8176,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,0 +10029,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3664,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,2,,vrf,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +5026,0.25,/ FORTALEZA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ FORTALEZA / Brazil,none,LGESP,,0,0,,,,,97,0 +17814,0.75,/ / Chile,ID,0.0327868852459016,10370,,SMB,,,,,others,3,Others,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357,0 +12565,0.75,/ الظاهره / Oman,AS,,47174,End Customer,Enterprise,,,,,administrative,12,,chiller,,,/ الظاهره / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727,0 +20767,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,0 +15204,0.5,/ Bogotá / Colombia,AS,,14345,Specifier/ Influencer,Enterprise,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 +6865,0.25,7 Woodedge Lane / NY / United States,AS,,19804,,Enterprise,11.0,,,,,888,Product Information,,,,7 Woodedge Lane / NY / United States,none,LGEUS,,0,0,,,,,731,0 +11332,1.0,/ / Mexico,ID,,31864,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,189,0 +7044,0.25,/ Makkah/Jeddah / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,135,Quotation or Purchase Consultation,etc.,,,/ Makkah/Jeddah / Saudi Arabia,none,LGESJ,,0,0,,,,,13,0 +18903,1.0,//Mexico,ID,0.0327868852459016,21321,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,189,0 +9273,0.25,/ Jackson / United States,ID,,22734,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 +8040,1.0,/BRENDALE/Australia,ID,0.1162790697674418,33406,Specifier/ Influencer,SMB,,,,,purchasing,274,Quotation or Purchase Consultation,hotel tv,,,/BRENDALE/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,553,1 +11978,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,1 +784,0.25,/ Ontario / United States,ID,0.0446428571428571,22837,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Ontario / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 +9211,0.75,/ / United Kingdom,ID,0.0169491525423728,38349,End Customer,SMB,,1.0,,1.0,information technology,357,Quotation or Purchase Consultation,hotel tv,,,/ / United Kingdom,none,LGEUK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,514,1 +12848,0.5,/ YOGYAKARTA / Indonesia,AS,,11084,Channel Partner,Enterprise,0.0,,,,,25,,vrf,,,/ YOGYAKARTA / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 +20489,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,31819,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +11771,0.0,/ / India,ID,,823,,Enterprise,,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +8101,1.0,/ / United Kingdom,ID,0.0135135135135135,25035,Channel Partner,SMB,,,,,arts and design,1051,Request for Partnership,oled signage,Transparent OLED Signage,55EF5F-L,/ / United Kingdom,manager,LGEUK,9 months ~ 1 year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,185,1 +378,0.25,Corporate / /,ID,0.0446428571428571,12049,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +16646,0.25,/ Nocera superiore / Italy,AS,,14122,Channel Partner,SMB,1.0,,,,business development,3,,vrf,,,/ Nocera superiore / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 +11500,0.75,/ / Peru,ID,,21655,,Enterprise,,,,,engineering,3,Technical Consultation,,,,/ / Peru,none,LGEPR,6 months ~ 9 months,0,0,,,,,258,0 +11010,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5630,End Customer,Enterprise,,1.0,,1.0,other,110,Quotation or Purchase Consultation,video wall signage,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,0 +261,1.0,/ / South Africa,ID,0.075,16117,End Customer,SMB,,1.0,,1.0,marketing,108,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,0 +16282,0.25,Via del Banco di Santo Spirito 3 / ROMA / Italy,AS,,3945,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via del Banco di Santo Spirito 3 / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +16057,0.0,3695 East Pomona Boulevard / Pomona / United States,AS,,31049,,SMB,,,,,business development,3,,ess,"Energy storage, Home automation, PV modules, Solar & water, Solar heating and cooling, hot water, po",,3695 East Pomona Boulevard / Pomona / United States,none,LGEUS,,0,0,,,,,731,0 +9942,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +520,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +471,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +20344,1.0,/ dolnyśląsk / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,others,102,Quotation or Purchase Consultation,hotel tv,,,/ dolnyśląsk / Poland,ceo/founder,LGEPL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169,1 +9542,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291,1 +8723,0.25,/ Kolasib / India,AS,0.0677966101694915,446,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ Kolasib / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7,1 +2066,1.0,/ Jalandhar / India,ID,,39952,,Enterprise,4.0,,,,administrative,119,Quotation or Purchase Consultation,interactive signage,,,/ Jalandhar / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,165,0 +16839,0.75,/ / Philippines,AS,,26209,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +4257,0.25,/ Hyderabad / India,AS,0.0677966101694915,34839,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,603,1 +10060,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +4315,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,vrf,,,/ Indore / India,none,LGEIL,,0,0,,,,,115,0 +13908,0.25,/ Vila Velha / Brazil,AS,,1022,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Vila Velha / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20982,0.0,/ / Spain,ID,0.025,14723,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20973,0.0,/ / Spain,ID,0.025,36246,End Customer,Enterprise,45.0,,,,engineering,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +844,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +4991,0.5,/Itatiba/Brazil,AS,,7876,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97,0 +21243,1.0,/ Jundiai / Brazil,ID,0.0422535211267605,20979,End Customer,Enterprise,,,,,others,109,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Jundiai / Brazil,others,LGESP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,480,1 +19826,0.0,/ / Brazil,ID,0.0732484076433121,23462,End Customer,SMB,24.0,,,,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +15888,0.5,/ Guatemala / Guatemala,AS,,44673,Specifier/ Influencer,SMB,8.0,,,,engineering,3,,multi-split,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +2634,1.0,/Avaré/Brazil,ID,,33115,End Customer,SMB,,,,,administrative,27,Quotation or Purchase Consultation,hotel tv,,,/Avaré/Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,572,0 +9894,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +17626,0.0,/ / Brazil,ID,0.0806916426512968,45686,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +13755,0.25,/ Salvador/BA / Brazil,AS,,16168,Specifier/ Influencer,SMB,0.0,,,,product management,3,,,,,/ Salvador/BA / Brazil,manager,LGESP,,0,0,,,,,97,0 +14297,0.25,/ SP/Bariri / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,11,Quotation or Purchase Consultation,multi-split,,,/ SP/Bariri / Brazil,none,LGESP,,0,0,,,,,97,0 +17974,0.0,/ / India,ID,0.0311958405545927,23187,,Enterprise,4.0,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +9727,0.25,3715 River Club Dr. Cloud IT / Cumming / United States,IT,,41043,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,3715 River Club Dr. Cloud IT / Cumming / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +6651,0.25,3805 HIGHWAY 79 S / TN / United States,AS,,11031,,SMB,,,,,,271,Services,,,,3805 HIGHWAY 79 S / TN / United States,none,LGEUS,,0,0,,,,,730,0 +10021,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +11077,1.0,irala 1950 /Buenos Aires/Argentina,ID,0.0749486652977412,12575,End Customer,SMB,122.0,1.0,,1.0,sales,18,Quotation or Purchase Consultation,other,,,irala 1950 /Buenos Aires/Argentina,other,LGEAR,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,345,0 +18705,0.0,/ / Peru,ID,0.0327868852459016,26034,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +4165,0.25,/ DAVAO / Philippines,AS,,36059,End Customer,Enterprise,25.0,,,,administrative,4,,vrf,,,/ DAVAO / Philippines,others,LGEPH,,0,0,,,,,599,1 +10672,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,38856,End Customer,SMB,,1.0,,1.0,sales,271,Technical Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 +13307,0.25,/ Asansol / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,0 +3973,1.0,/ Dubai / U.A.E,AS,,43165,End Customer,SMB,,,,,business development,101,Quotation or Purchase Consultation,vrf,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 +397,0.25,Corporate / /,ID,0.0446428571428571,22288,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +688,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +1340,0.25,General / / United States,IT,0.0434782608695652,31998,End Customer,Enterprise,0.0,,1.0,1.0,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,Others,438,1 +12890,1.0,/ Amapá / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,454,Quotation or Purchase Consultation,multi-split,,,/ Amapá / Brazil,associate/analyst,LGESP,less than 3 months,0,0,,,,,97,0 +5526,0.5,/ São Paulo / Brazil,AS,,43767,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19806,0.25,/ / Brazil,ID,0.0732484076433121,37255,End Customer,SMB,,,,,sales,29,,,,,/ / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +15422,0.25,/ Bejaia / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Bejaia / Algeria,none,LGEAS,,0,0,,,,,757,0 +17652,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263,0 +13164,1.0,"/ Armenia, Quindío / Colombia",AS,,22354,End Customer,Enterprise,,,,,administrative,76,Quotation or Purchase Consultation,,,,"/ Armenia, Quindío / Colombia",intern,LGECB,less than 3 months,0,0,,,,,39,0 +3229,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18245,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,0 +8745,1.0,/ test34 / Burkina Faso,AS,0.0496894409937888,42076,Specifier/ Influencer,SMB,0.0,,,,arts and design,6,Services,multi-split,,,/ test34 / Burkina Faso,partner,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,114,0 +12344,0.75,/ CITY OF SORSOGON (CAPITAL) / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,marketing,3,,,,,/ CITY OF SORSOGON (CAPITAL) / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616,1 +20534,0.75,/ Singapore / Singapore,AS,,5950,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split,Single-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,73,0 +11259,1.0,/ Ranchi / India,ID,,24393,,Enterprise,1.0,,,,,18,Technical Consultation,interactive signage,,,/ Ranchi / India,trainee,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +8456,1.0,/ 122505 / India,AS,0.4615384615384615,38658,End Customer,SMB,,,,,engineering,76,Quotation or Purchase Consultation,multi-split,,,/ 122505 / India,manager,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,9,1 +7145,1.0,/Paranaque/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/Paranaque/Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,0,1 +9640,1.0,/ Bangkok / Thailand,AS,,46671,End Customer,SMB,,,,,others,44,Services,etc.,,,/ Bangkok / Thailand,ceo/founder,LGETH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,736,0 +20553,1.0,/ São Paulo / SP / Brazil,AS,,7785,Specifier/ Influencer,SMB,,,,,administrative,57,Quotation or Purchase Consultation,vrf,,,/ São Paulo / SP / Brazil,associate/analyst,LGESP,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,97,0 +18379,0.0,/ / Peru,ID,0.0327868852459016,938,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +15999,0.0,/ / Canada,AS,,19873,,SMB,,,,,,3,,vrf,,,/ / Canada,none,LGECI,,0,0,,,,,142,0 +229,1.0,/ Trivandrum / India,ID,0.0575342465753424,39206,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,44,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,,/ Trivandrum / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,224,1 +20696,1.0,/ Caba / Argentina,ID,0.0695652173913043,24714,End Customer,Enterprise,,,,,others,138,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Caba / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,0 +20437,0.0,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",ID,,3007,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 +79,1.0,/ Ernakulam / India,AS,0.0888888888888888,449,End Customer,SMB,,,,,purchasing,672,Quotation or Purchase Consultation,single-split,,,/ Ernakulam / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,34,0 +8246,0.25,/ / Australia,ID,0.2142857142857142,31535,End Customer,SMB,,,,,education,12,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +7214,1.0,/ MAKATI CITY / Philippines,AS,,555,Specifier/ Influencer,SMB,,,,,consulting,52,Quotation or Purchase Consultation,vrf,,,/ MAKATI CITY / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +20735,1.0,/ Buenos Aires / Argentina,ID,0.25,205,End Customer,SMB,,,,,media and communication,139,Quotation or Purchase Consultation,led signage,,,/ Buenos Aires / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325,0 +137,1.0,/ Mehsana / India,ID,0.0575342465753424,27150,End Customer,SMB,,1.0,,1.0,information technology,30,Quotation or Purchase Consultation,standard signage,,,/ Mehsana / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,166,1 +2563,1.0,/ noida / India,ID,,40531,,Enterprise,,,,,education,53,Quotation or Purchase Consultation,,,,/ noida / India,director,LGEIL,less than 3 months,0,0,,,,,181,0 +1059,0.25,Corporate / /,ID,0.0446428571428571,27948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +18770,0.0,/ / Peru,ID,0.0327868852459016,14928,,Enterprise,,,,,arts and design,16,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +286,1.0,CA / city industry / United States,ID,0.0446428571428571,17597,End Customer,Enterprise,,1.0,,1.0,information technology,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,CA / city industry / United States,manager,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,351,0 +15456,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Specifier/ Influencer,Enterprise,,,,,media and communication,55,Quotation or Purchase Consultation,chiller,,,/ Hồ Chí Minh / Vietnam,intern,LGEVH,,0,0,,,,,745,0 +9923,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +11493,1.0,/mexico/Mexico,ID,,26946,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/mexico/Mexico,partner,LGEMS,less than 3 months,0,0,,,,,189,0 +1980,1.0,/ Delhi / India,ID,,32240,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +2658,1.0,/ / U.A.E,ID,,6244,End Customer,SMB,,,,,information technology,35,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +20120,1.0,/ MARAU / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,77,Quotation or Purchase Consultation,single-split,,,/ MARAU / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +12805,0.75,/ Jakarta / Indonesia,AS,,33973,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,1 +159,1.0,/ GHAZIABAD / India,ID,0.0575342465753424,26211,End Customer,SMB,,1.0,,1.0,others,36,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,,/ GHAZIABAD / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,315,1 +990,0.25,Corporate / /,ID,0.0446428571428571,6485,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +12352,0.75,/ Yogyakarta / Indonesia,AS,,33798,Specifier/ Influencer,Enterprise,9.0,,,,sales,5,,multi-split,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,1 +11984,0.75,/ / Poland,ID,,10851,End Customer,SMB,,,,,purchasing,193,Quotation or Purchase Consultation,hotel tv,,,/ / Poland,manager,LGEPL,less than 3 months,0,0,,,,,169,0 +3041,1.0,/ Delhi / India,ID,,13101,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Delhi / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +10783,1.0,/Sinop/Brazil,ID,0.0749486652977412,15907,End Customer,Enterprise,,1.0,,1.0,purchasing,179,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/Sinop/Brazil,director,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 +4748,0.25,/Mumbai/India,AS,,35329,End Customer,Enterprise,31.0,,,,engineering,17,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 +12073,0.0,/ / United States,ID,,47463,,Enterprise,,,,,engineering,3,,,,,/ / United States,none,LGEUS,,0,0,,,,,194,0 +2509,1.0,/ Mumbai / India,ID,,36102,,Enterprise,,,,,education,57,Quotation or Purchase Consultation,,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +12139,1.0,/us/India,ID,,14632,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/us/India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +10648,1.0,//Argentina,ID,0.0749486652977412,44936,,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,other,,,//Argentina,other,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +5063,0.5,/São paulo/Brazil,AS,,44717,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São paulo/Brazil,c-level executive,LGESP,,0,0,,,,,97,0 +7681,0.75,/ Muscat / Oman,IT,,11757,Channel Partner,SMB,,,,,,1143,Quotation or Purchase Consultation,monitor,,,/ Muscat / Oman,none,LGEGF,3 months ~ 6 months,0,0,,,,,425,0 +9803,0.25,Cloud IT / Washington Township / United States,IT,,22359,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Washington Township / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +9760,0.25,6206Aviation Ave Rm 109 Cloud IT / Jacksonville / United States,IT,,26825,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,6206Aviation Ave Rm 109 Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +5624,0.5,/ Osasco / Brazil,AS,,32814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Osasco / Brazil,others,LGESP,,0,0,,,,,97,0 +14857,0.25,/ Salvador / Brazil,AS,,18152,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 +6481,0.25,/ Giza / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,62,Quotation or Purchase Consultation,multi-split,,,/ Giza / Egypt,none,LGEEG,,0,0,,,,,56,0 +1788,1.0,/ / India,ID,,28421,End Customer,Enterprise,,,,,education,19,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,1 +16199,0.25,/ Singapore / Singapore,AS,,10689,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,others,LGESL,,0,0,,,,,73,0 +19840,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +17292,1.0,/Cairo/Egypt,AS,,29452,,SMB,,,,,purchasing,15,Others,etc.,,,/Cairo/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +3176,0.25,/ / United States,ID,,27470,,SMB,,,,,,105,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 +1710,1.0,/ Chennai / India,ID,,18754,,Enterprise,,,,,,17,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +9888,0.25,Cloud IT / Farmington / United States,IT,,29708,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Farmington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4350,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,32,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 +13391,0.25,/ Noida / India,AS,,3336,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 +11665,0.5,/ Pune / India,ID,,6558,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148,0 +7325,0.5,/ Jakarta / Indonesia,AS,,11127,Channel Partner,Enterprise,,,,,marketing,3,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +7470,1.0,/ Cairo / Egypt,AS,,19894,End Customer,Enterprise,,,,,others,44,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +15846,0.5,/ Guatemala / Guatemala,AS,,27701,End Customer,Enterprise,,,,,business development,3,,multi-split,,,/ Guatemala / Guatemala,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +13341,0.25,/ New delhi / India,AS,,12156,End Customer,Enterprise,,,,,,34,Quotation or Purchase Consultation,vrf,,,/ New delhi / India,none,LGEIL,,0,0,,,,,608,0 +19130,1.0,/ Berlin / Germany,IT,0.2307692307692307,28078,Channel Partner,SMB,,,,,healthcare services,219,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 +1341,0.25,Cloud IT / Indianapolis / United States,IT,0.0434782608695652,3017,End Customer,SMB,,,1.0,1.0,,70,Quotation or Purchase Consultation,,,,Cloud IT / Indianapolis / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,436,1 +10504,1.0,/ Qracaju / Brazil,ID,0.0749486652977412,30071,Specifier/ Influencer,Enterprise,,1.0,,1.0,administrative,27,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Qracaju / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,316,0 +129,0.75,/ / Saudi Arabia,ID,0.075,15444,End Customer,SMB,,1.0,,1.0,legal,4,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,55EF5K-P,/ / Saudi Arabia,none,LGESJ,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Insurance,209,0 +10085,1.0,/Penang/Malaysia,IT,,32125,End Customer,SMB,,,,,information technology,252,Quotation or Purchase Consultation,projector,,,/Penang/Malaysia,manager,LGEML,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,828,0 +10545,1.0,/ śląskie / Poland,ID,0.0199004975124378,32075,End Customer,SMB,,1.0,,1.0,information technology,156,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,32SM5J-B,/ śląskie / Poland,others,LGEPL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,343,1 +12491,0.75,/ Bangkok / Thailand,AS,,39361,End Customer,SMB,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 +4807,0.25,/New Delhi/India,AS,,13389,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 +9989,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +15769,0.0,/ Tornesch / Germany,AS,,33333,,Enterprise,,,,,engineering,3,,,,,/ Tornesch / Germany,none,LGEDG,,0,0,,,,,126,1 +16046,0.5,/ Houston / United States,AS,,20439,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Houston / United States,director,LGEUS,less than 3 months,0,0,,,,,731,0 +7507,1.0,/6th October Second/Egypt,AS,,23763,End Customer,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,etc.,,,/6th October Second/Egypt,associate/analyst,LGEEG,less than 3 months,0,0,,,,,51,0 +2258,1.0,/ / U.A.E,ID,,19012,End Customer,SMB,,,,,human resources,65,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +13049,0.75,/ Quito / Ecuador,AS,,39307,Specifier/ Influencer,Enterprise,,,,,operations,3,,chiller,,,/ Quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +12348,1.0,/ Nairobi / Kenya,AS,,30200,Channel Partner,Enterprise,,,,,business development,66,Quotation or Purchase Consultation,etc.,,,/ Nairobi / Kenya,manager,LGEEF,less than 3 months,0,0,,,,,54,0 +4529,0.25,/ Gurgaon / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,multi-split,,,/ Gurgaon / India,none,LGEIL,,0,0,,,,,115,0 +11216,1.0,/ Hyderabad / India,ID,,46405,,Enterprise,,,,,entrepreneurship,16,Technical Consultation,interactive signage,,,/ Hyderabad / India,manager,LGEIL,less than 3 months,0,0,,,,,277,0 +15884,0.25,/ LIMA / Panama,AS,,1820,,Enterprise,,,,,,3,,vrf,,,/ LIMA / Panama,entry level,LGEPS,,0,0,,,,,654,0 +10584,1.0,/ Bogota / Colombia,ID,0.0749486652977412,518,End Customer,Enterprise,,1.0,,1.0,operations,82,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344,0 +10070,0.25,4615 University Dr Cloud IT / Durham / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4615 University Dr Cloud IT / Durham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +1828,1.0,/ Patna / India,ID,,26707,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,interactive signage,,,/ Patna / India,manager,LGEIL,more than a year,0,0,,,,,174,0 +15875,0.5,/ Guatemala / Guatemala,AS,,29136,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Guatemala / Guatemala,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +4063,0.5,/Palompoj/Philippines,AS,,31691,End Customer,Enterprise,,,,,education,15,Quotation or Purchase Consultation,multi-split,,,/Palompoj/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +21241,0.75,/ Düsseldorf / Germany,IT,,27280,End Customer,SMB,0.0,,,,others,377,Quotation or Purchase Consultation,,,,/ Düsseldorf / Germany,none,LGEDG,less than 3 months,0,0,2.5889552307882245e-05,,public facility,,428,1 +17259,1.0,/ Cairo / Egypt,AS,,17382,End Customer,Enterprise,,,,,arts and design,18,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,director,LGEEG,3 months ~ 6 months,0,0,,,,,51,0 +9541,1.0,"/ Tegucigalpa, Honduras / Panama",ID,0.0476190476190476,4494,End Customer,Enterprise,,,,,administrative,35,Others,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,"/ Tegucigalpa, Honduras / Panama",manager,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,240,0 +13003,0.75,/ / Mexico,AS,,35195,End Customer,Enterprise,,,,,product management,3,,single-split,,,/ / Mexico,associate/analyst,LGEMS,6 months ~ 9 months,0,0,,,,,42,0 +21328,0.25,/ / Italy,AS,,38783,End Customer,Enterprise,11.0,,,,engineering,3,,,,,/ / Italy,associate/analyst,LGEIS,,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,341,0 +1330,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43196,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +11292,0.75,/ / Brazil,ID,,31371,,SMB,,,,,others,3,Request for Partnership,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,317,0 +3299,0.25,//United States,ID,,25974,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310,1 +18075,0.25,/ / Chile,ID,0.0327868852459016,32706,Service Partner,Enterprise,,,,,,3,,interactive signage,,,/ / Chile,manager,LGECL,,0,0,0.0005719551277132,0.048629531388152,education,,580,1 +8068,1.0,/ / Saudi Arabia,ID,0.043103448275862,36543,End Customer,SMB,,,,,information technology,112,Quotation or Purchase Consultation,led signage,Curved Series,LAC025DD3,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295,1 +15184,0.25,/ Warszawa / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,668,Quotation or Purchase Consultation,heating,,,/ Warszawa / Poland,none,LGEPL,,0,0,,,,,694,0 +337,0.75,//U.A.E,ID,0.075,29384,End Customer,SMB,,1.0,,1.0,information technology,103,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",,//U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,308,1 +4875,0.25,/ Brasília / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ Brasília / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +11427,1.0,/Navi mumbai/India,ID,,1607,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Navi mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +13810,0.5,/ juruti para / Brazil,AS,,1950,Specifier/ Influencer,Enterprise,,,,,operations,3,,etc.,,,/ juruti para / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +8099,1.0,/ / South Africa,ID,0.043103448275862,15357,End Customer,SMB,,,,,quality assurance,223,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,151,0 +11171,1.0,/ Delhi / India,ID,,43059,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +2513,1.0,/Jaipur/India,ID,,29015,,Enterprise,,,,,education,75,other_,interactive digital board,,,/Jaipur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +2715,1.0,/ / U.A.E,ID,,14149,End Customer,SMB,,,,,media and communication,32,Quotation or Purchase Consultation,high brightness signage,,,/ / U.A.E,c-level executive,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +10727,1.0,/ Cali / Colombia,ID,0.0749486652977412,33691,Channel Partner,Enterprise,,1.0,,1.0,operations,219,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ Cali / Colombia,director,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,212,0 +7139,1.0,/ Quezon City / Philippines,AS,,11579,End Customer,Enterprise,0.0,,,,others,4,Quotation or Purchase Consultation,etc.,,,/ Quezon City / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +20096,1.0,/ Opolskie / Poland,AS,,32270,Channel Partner,Enterprise,,,,,entrepreneurship,103,Quotation or Purchase Consultation,monitor,,,/ Opolskie / Poland,manager,LGEPL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,694,0 +4354,0.25,/ Delhi / India,AS,,40851,End Customer,SMB,,,,,,90,Quotation or Purchase Consultation,,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,1 +11507,0.75,Oman Muscat / Almodhaibi /,ID,,12432,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,Oman Muscat / Almodhaibi /,none,LGEUS,less than 3 months,0,0,,,,,194,0 +1844,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,0 +4573,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,115,0 +6192,0.25,/ Goiânia / Brazil,AS,,31864,,Enterprise,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 +17157,1.0,/ Mazowieckie/Warszawa / Poland,AS,,13205,Specifier/ Influencer,SMB,,,,,real estate,397,Usage or Technical Consultation,control,,,/ Mazowieckie/Warszawa / Poland,manager,LGEPL,more than a year,0,0,,,,,1056,0 +7525,0.75,/Cairo /Egypt,AS,,7204,End Customer,Enterprise,,,,,administrative,35,Others,heating,,,/Cairo /Egypt,none,LGEEG,less than 3 months,0,0,,,,,51,0 +3579,1.0,/ / Hong Kong,ID,,34073,Solution Eco-Partner,SMB,,,,,product management,80,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-A,/ / Hong Kong,director,LGEHK,3 months ~ 6 months,0,0,,,,,337,0 +14150,0.5,/ / Brazil,AS,,26817,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 +11545,0.5,/ Siliguri / India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Siliguri / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +8568,1.0,/ VIJAYAWADA / India,IT,,33105,End Customer,Enterprise,0.0,,,,surgery professional,62,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ VIJAYAWADA / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,404,0 +7753,0.5,/ San Juan /,IT,,37657,End Customer,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ San Juan /,none,LGEUS,less than 3 months,0,0,,,,,832,1 +3668,0.75,/ Sidoarjo / Indonesia,AS,,34057,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Sidoarjo / Indonesia,ceo/founder,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +9606,1.0,/ Mumbai / India,ID,,47466,End Customer,Enterprise,4.0,,,,education,22,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Mumbai / India,others,LGEIL,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,145,0 +10055,0.25,P.O. Box 100002 Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 100002 Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +13207,0.25,/Santolan Pasig/Philippines,AS,,14618,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/Santolan Pasig/Philippines,none,LGEPH,,0,0,,,,,135,0 +7735,0.0,/ / Germany,IT,,5113,End Customer,Enterprise,,,,,,66,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +7768,0.5,/ /,IT,,34311,End Customer,SMB,,,,,,206,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,333,1 +17758,1.0,/Rio De Janeiro/Brazil,ID,0.0327868852459016,21850,End Customer,SMB,,,,,education,250,Quotation or Purchase Consultation,interactive signage,TR3BF Series,75TR3BF-B,/Rio De Janeiro/Brazil,associate/analyst,LGESP,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342,0 +9816,0.25,Cloud IT / Yonkers / United States,IT,,28713,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Yonkers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +8235,0.0,/ kathua / India,ID,0.0311958405545927,44978,,Enterprise,,,,,education,3,,,,,/ kathua / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,165,1 +20329,1.0,/ Formiga / Brazil,ID,0.1241217798594847,6149,End Customer,Enterprise,,1.0,,1.0,administrative,142,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Formiga / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +15758,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +1117,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9531,1.0,/ / France,ID,0.025,46816,End Customer,SMB,,,,,curation,506,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / France,manager,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,261,1 +12340,1.0,/ manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ manila / Philippines,entry level,LGEPH,less than 3 months,0,0,,,,,616,0 +17506,0.25,/ / Poland,IT,,25323,Channel Partner,Enterprise,,,,,education,3,,,,,/ / Poland,manager,LGEPL,,0,0,,,,,800,0 +15213,0.5,/ Novia / Colombia,AS,,32166,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Novia / Colombia,director,LGECB,less than 3 months,0,0,,,,,39,0 +14683,0.25,/ Recife / Brazil,AS,,3628,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,intern,LGESP,,0,0,,,,,97,0 +19161,1.0,/Sinop-mt/Brazil,ID,0.0538922155688622,19753,Channel Partner,Enterprise,,,,,sales,64,Request for Partnership,led signage,,,/Sinop-mt/Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487,0 +3648,0.5,/ / Philippines,AS,,42535,Specifier/ Influencer,SMB,0.0,,,,,15,,vrf,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,1 +2291,1.0,/ / South Africa,ID,,5811,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +2398,0.75,Al qusais Industrial Area 5 / Dubai /,ID,,33262,End Customer,SMB,,,,,,101,Quotation or Purchase Consultation,,,,Al qusais Industrial Area 5 / Dubai /,none,LGEUS,less than 3 months,0,0,,,,,194,0 +19774,1.0,"P.zza Buffoni, 5 / Gallarate / Italy",ID,,43792,End Customer,SMB,,,,,entrepreneurship,220,Quotation or Purchase Consultation,video wall signage,,,"P.zza Buffoni, 5 / Gallarate / Italy",ceo/founder,LGEIS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,302,0 +9571,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +15176,0.25,/ Gdańsk / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,55,Quotation or Purchase Consultation,heating,,,/ Gdańsk / Poland,none,LGEPL,,0,0,,,,,642,0 +21242,1.0,/ Budapest / Hungary,IT,,14764,End Customer,SMB,,,,,purchasing,206,Quotation or Purchase Consultation,monitor,,,/ Budapest / Hungary,director,LGEMK,3 months ~ 6 months,0,0,2.5889552307882245e-05,,public facility,Others,158,0 +11736,0.0,/ / India,ID,,37175,,Enterprise,2.0,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +19792,1.0,/ Rosario - Santa Fe / Argentina,ID,0.0732484076433121,13456,End Customer,SMB,,,,,administrative,466,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ Rosario - Santa Fe / Argentina,others,LGEAR,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,325,0 +2,1.0,/ Bengalore / India,AS,0.0888888888888888,2702,End Customer,SMB,,,,,others,202,Quotation or Purchase Consultation,etc.,,,/ Bengalore / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,30,0 +1384,1.0,/ Nanded / India,ID,,29470,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nanded / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +2242,1.0,/ / U.A.E,ID,,5825,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +5080,0.5,/ São Paulo / Brazil,AS,,4077,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +17424,1.0,Ayias Zonis 60 C Limassol //Greece,AS,,25472,Channel Partner,SMB,,,,,administrative,3,Quotation or Purchase Consultation,vrf,,,Ayias Zonis 60 C Limassol //Greece,ceo/founder,LGEHS,more than a year,0,0,,,,,1040,1 +8681,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,1 +5055,0.5,/ São Paulo / Brazil,AS,,16203,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 +3634,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 +11248,1.0,/ Jaipur / India,ID,,4781,,SMB,1.0,,,,operations,9,Others,interactive signage,,,/ Jaipur / India,vice president,LGEIL,more than a year,0,0,,,,,174,0 +13621,0.25,/ RJ / Brazil,AS,,12796,Specifier/ Influencer,Enterprise,1.0,,,,operations,3,,,,,/ RJ / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +18612,0.0,/ / Peru,ID,0.0327868852459016,21901,,Enterprise,,,,,education,67,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +2143,1.0,/ Kolkata / India,ID,,37285,,Enterprise,,,,,education,14,Technical Consultation,interactive signage,,,/ Kolkata / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +6575,0.25,/ Seattle / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,605,Quotation or Purchase Consultation,etc.,,,/ Seattle / United States,none,LGEUS,,0,0,,,,,731,0 +19090,0.0,/ / Peru,ID,0.2692307692307692,32257,,Enterprise,,,,,operations,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,1 +19690,0.75,/ /,ID,0.0732484076433121,31722,,SMB,,,,,marketing,3,Others,,,,/ /,none,LGEPS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),238,0 +8695,1.0,/ Hyderabad / India,AS,0.0677966101694915,29087,End Customer,Enterprise,,,,,sales,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,603,1 +2758,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 +3633,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +18966,1.0,/ MG/Montes Claros / Brazil,AS,0.0681818181818181,36,End Customer,Enterprise,16.0,,,,finance,123,Quotation or Purchase Consultation,single-split,,,/ MG/Montes Claros / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97,0 +10082,0.5,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,IT,,30070,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,,,,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +8988,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,1 +9201,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,0 +17296,1.0,/ México / Mexico,AS,,27067,End Customer,SMB,,,,,military and protective services,3,Usage or Technical Consultation,multi-split,,,/ México / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +18463,0.0,/ / Peru,ID,0.0327868852459016,15183,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10713,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278,1 +20691,1.0,/ São Luís / Brazil,ID,0.0695652173913043,2325,End Customer,Enterprise,2.0,,,,operations,166,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ São Luís / Brazil,intern,LGESP,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,0 +9636,1.0,/ Mandaluyong City / Philippines,AS,,23039,End Customer,SMB,,,,,operations,60,Usage or Technical Consultation,ventilation,,,/ Mandaluyong City / Philippines,director,LGEPH,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,121,0 +4622,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,19,Quotation or Purchase Consultation,single-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,0 +18258,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +15257,0.5,/ Barranquilla / Colombia,AS,,28166,End Customer,Enterprise,,,,,,143,Quotation or Purchase Consultation,multi-split,,,/ Barranquilla / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 +17257,1.0,/ Madinaty / Egypt,AS,,35072,Specifier/ Influencer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,,,,/ Madinaty / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 +8753,1.0,/ / Australia,ID,,4425,End Customer,SMB,,,,,operations,146,Quotation or Purchase Consultation,hotel tv,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,553,0 +19499,0.0,/ / Peru,ID,0.0544217687074829,9515,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 +7148,0.75,/ Davao / Philippines,AS,,42531,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Davao / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +6399,0.25,/ Merseyside / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,42,Quotation or Purchase Consultation,etc.,,,/ Merseyside / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +14650,0.25,/ Mandaguari-Pr / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,ventilation,,,/ Mandaguari-Pr / Brazil,none,LGESP,,0,0,,,,,97,0 +3440,1.0,/ Patiala / India,ID,,40531,,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174,0 +9496,1.0,/ Noida / India,ID,,30993,Channel Partner,Enterprise,9.0,,,,others,240,Request for Partnership,interactive signage,UHD IR-type Touch CreateBoard,75TR3PJ-B,/ Noida / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 +3199,0.25,/ / United States,ID,,29991,,Enterprise,3.0,,,,,111,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 +6378,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,653,Quotation or Purchase Consultation,single-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +17607,1.0,/ Copiapo / Chile,ID,0.0806916426512968,18182,End Customer,Enterprise,,,,,operations,75,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,55VX1D,/ Copiapo / Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 +4346,0.25,/ Ekangersarai / India,AS,,36369,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Ekangersarai / India,none,LGEIL,,0,0,,,,,600,0 +19193,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,0 +17074,1.0,/ NSW / Australia,AS,,11300,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138,0 +361,0.5,/ Pittsburgh / United States,ID,0.0446428571428571,12123,End Customer,SMB,,1.0,,1.0,others,196,Others,led signage,Transparent LED Film,LAT140,/ Pittsburgh / United States,none,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,368,1 +6594,0.25,/ Davison / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,13,Quotation or Purchase Consultation,etc.,,,/ Davison / United States,none,LGEUS,,0,0,,,,,730,0 +14657,0.25,/ Serra Negra SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,chiller,,,/ Serra Negra SP / Brazil,none,LGESP,,0,0,,,,,97,0 +2192,1.0,/ Pune / India,ID,,15865,,Enterprise,,,,,media and communication,32,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +10536,1.0,/ Espírito Santo do Pinhal / Brazil,ID,0.0749486652977412,10215,End Customer,Enterprise,,1.0,,1.0,arts and design,139,Quotation or Purchase Consultation,interactive signage,,,/ Espírito Santo do Pinhal / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +4087,0.25,/ barangay alupay rosario batangas / Philippines,AS,,42604,End Customer,Enterprise,,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ barangay alupay rosario batangas / Philippines,none,LGEPH,,0,0,,,,,750,0 +6521,0.5,/ AL-Ayat - Giza / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,74,Quotation or Purchase Consultation,heating,,,/ AL-Ayat - Giza / Egypt,trainee,LGEEG,,0,0,,,,,51,0 +17555,0.5,/ /,IT,,41360,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,360,1 +53,1.0,/ bangalore / India,AS,0.0888888888888888,11056,End Customer,SMB,,,,,program and project management,71,Quotation or Purchase Consultation,vrf,,,/ bangalore / India,others,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,30,0 +14899,0.5,/ / Brazil,AS,,23165,Specifier/ Influencer,SMB,,,,,others,3,,etc.,,,/ / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +7195,0.75,/ Iloilo City / Philippines,AS,,27715,End Customer,Enterprise,,,,,engineering,4,,vrf,,,/ Iloilo City / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 +9235,0.75,/ Bhopal / India,ID,,1194,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ Bhopal / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 +3374,1.0,/Coimbatore/India,ID,,19374,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,149,0 +1760,1.0,/Jabalpur/India,ID,,13151,,Enterprise,,,,,healthcare services,17,Technical Consultation,interactive digital board,,,/Jabalpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 +12537,1.0,/สมุทรปราการ/Thailand,AS,,47301,,Enterprise,,,,,others,11,Others,,,,/สมุทรปราการ/Thailand,others,LGETH,less than 3 months,0,0,,,,,737,0 +3118,0.25,/ / India,ID,,45579,Service Partner,SMB,,,,,purchasing,166,Quotation or Purchase Consultation,standard signage,UHD TV Signage,55UR640S (ASIA),/ / India,none,LGEIL,,0,0,,,,,174,0 +2786,1.0,/ / Türkiye,ID,,46480,End Customer,SMB,,,,,media and communication,124,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,0 +19210,1.0,/Balneário Camboriu/Brazil,ID,0.0538922155688622,28452,Channel Partner,SMB,,,,,entrepreneurship,143,Request for Partnership,led signage,LG LED All-in-One Smart Series,LAEC015,/Balneário Camboriu/Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,487,0 +1338,0.25,Cloud IT / / United States,IT,0.0434782608695652,39270,,SMB,,,1.0,1.0,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +11524,1.0,/Sangrur/India,ID,,6365,,Enterprise,,,,,business development,18,Technical Consultation,interactive digital board,,,/Sangrur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4402,0.25,/ Chandausi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Chandausi / India,none,LGEIL,,0,0,,,,,17,1 +7098,1.0,/ Las Piñas City / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,14,Quotation or Purchase Consultation,vrf,,,/ Las Piñas City / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,0 +9806,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +20269,0.75,"/ La Paz, Bolivia / Mexico",IT,,43852,End Customer,Enterprise,,,,,entrepreneurship,95,Quotation or Purchase Consultation,projector,,,"/ La Paz, Bolivia / Mexico",none,LGEMS,less than 3 months,1,0,0.0011827288932506,,retail,Other Stores,878,0 +3332,0.25,/Michigan /United States,ID,,5617,,Enterprise,,,,,,10,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Michigan /United States,none,LGEUS,,0,0,,,,,205,0 +1717,1.0,/Kochi/India,ID,,11555,,SMB,,,,,entrepreneurship,33,Quotation or Purchase Consultation,interactive digital board,,,/Kochi/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,224,0 +8633,1.0,//India,ID,0.0172413793103448,45031,End Customer,Enterprise,,,,,arts and design,195,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,174,0 +1456,1.0,/ / South Africa,ID,,14816,End Customer,SMB,0.0,,,,information technology,36,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +8927,0.5,/ College Station / United States,ID,0.1186440677966101,26412,End Customer,Enterprise,,,,,others,89,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (NA),/ College Station / United States,none,LGEUS,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,206,0 +1608,1.0,/ Longowal / India,ID,,36341,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive signage,,,/ Longowal / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +3174,0.25,//United States,ID,,29693,,SMB,,,,,,136,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,360,1 +13293,0.25,/ JAKARTA / Indonesia,AS,,27731,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ JAKARTA / Indonesia,c-level executive,LGEIN,,0,0,,,,,670,0 +5096,0.5,/Teresina/Brazil,AS,,15095,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Teresina/Brazil,others,LGESP,,0,0,,,,,97,0 +10292,1.0,/ Ciudad de México / Mexico,AS,0.0039370078740157,10340,Specifier/ Influencer,Enterprise,,,,,program and project management,21,Quotation or Purchase Consultation,vrf,,,/ Ciudad de México / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 +10982,0.25,/ / Hong Kong,ID,0.0843373493975903,39669,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,195,0 +11063,1.0,//Mexico,ID,0.0749486652977412,12550,,SMB,,1.0,,1.0,arts and design,3,Quotation or Purchase Consultation,,,,//Mexico,partner,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 +16478,0.25,/ / Italy,AS,,14062,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ / Italy,entry level,LGEIS,,0,0,,,,,341,0 +5013,0.25,/ São Paulo / Brazil,AS,,5101,,Enterprise,,,,,,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +13132,0.75,/ Rancagua / Chile,AS,,9069,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Rancagua / Chile,ceo/founder,LGECL,9 months ~ 1 year,0,0,,,,,728,0 +3035,0.75,/Navi Mumbai/India,ID,,6656,End Customer,SMB,,,,,other,139,Quotation or Purchase Consultation,interactive signage,,,/Navi Mumbai/India,none,LGEIL,less than 3 months,0,0,,,,,145,0 +10850,0.0,Rua Nossa Senhora de Lourdes / / Brazil,ID,0.0749486652977412,45907,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,Rua Nossa Senhora de Lourdes / / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,1 +7337,0.75,/ Jakarta Utara / Indonesia,AS,,33962,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta Utara / Indonesia,trainee,LGEIN,more than a year,0,0,,,,,723,0 +1679,1.0,/ Mumbai / India,ID,,44157,,Enterprise,,,,,engineering,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,0 +16510,0.25,"via Carlo Buttarelli, 6 / Roma / Italy",AS,,14127,Channel Partner,SMB,25.0,,,,product management,3,,vrf,,,"via Carlo Buttarelli, 6 / Roma / Italy",director,LGEIS,,0,0,,,,,341,0 +7558,0.75,/ Alex / Egypt,AS,,16969,End Customer,Enterprise,3.0,,,,others,1,,,,,/ Alex / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +17564,1.0,/ Miltenberg / Germany,IT,,16334,End Customer,SMB,,,,,,314,Usage or Technical Consultation,,,,/ Miltenberg / Germany,director,LGEDG,less than 3 months,0,0,,,,,919,0 +434,0.0,Corporate / /,ID,0.0446428571428571,34963,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +11831,0.5,/ Dhanbad / India,ID,,11733,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,interactive signage,,,/ Dhanbad / India,others,LGEIL,,0,0,,,,,174,0 +3482,1.0,/Kolkata/India,ID,,13013,,Enterprise,1.0,,,,education,2,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,director,LGEIL,more than a year,0,0,,,,,174,0 +16759,0.25,Via Anticoli Corrado / Roma / Italy,AS,,4241,Channel Partner,SMB,18.0,,,,consulting,3,,vrf,,,Via Anticoli Corrado / Roma / Italy,others,LGEIS,,0,0,,,,,341,0 +18421,0.0,/ / Peru,ID,0.0327868852459016,20510,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,,258,0 +13156,1.0,/ wielkopolskie/Poznań / Poland,AS,,13889,End Customer,SMB,,,,,others,291,Quotation or Purchase Consultation,ventilation,,,/ wielkopolskie/Poznań / Poland,entry level,LGEPL,more than a year,0,0,,,,,1039,0 +14232,0.5,/ Rio de Janeiro / Brazil,AS,,1108,End Customer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,director,LGESP,,0,0,,,,,97,0 +5881,0.5,/ São Paulo / Brazil,AS,,26155,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +7272,0.75,/ / Philippines,AS,,1914,End Customer,SMB,17.0,,,,engineering,18,,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +3059,1.0,/ Tabuk / Saudi Arabia,ID,0.0491803278688524,20658,Channel Partner,SMB,,,,,program and project management,77,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Tabuk / Saudi Arabia,others,LGESJ,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,244,0 +15515,0.0,/ / Egypt,AS,,25103,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,/ / Egypt,none,LGEEG,,0,0,,,,,51,0 +8085,0.25,/ / United States,ID,0.3333333333333333,24691,Service Partner,Enterprise,0.0,,,,marketing,461,,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / United States,manager,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),448,1 +16798,1.0,/ Mandaluyong City / Philippines,AS,,32691,Specifier/ Influencer,Enterprise,0.0,,,,real estate,23,Quotation or Purchase Consultation,single-split,,,/ Mandaluyong City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +14292,0.25,/ Rio de Janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,158,Quotation or Purchase Consultation,vrf,,,/ Rio de Janeiro / Brazil,none,LGESP,,0,0,,,,,97,0 +2546,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +19758,1.0,/Ciudad de Mëxico/Mexico,ID,0.0732484076433121,15879,End Customer,SMB,,,,,engineering,279,Others,standard signage,UH7F Series,65UH7F-B,/Ciudad de Mëxico/Mexico,director,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,0 +6019,0.5,/ Bauru / Brazil,AS,,26907,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Bauru / Brazil,others,LGESP,,0,0,,,,,97,0 +9916,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4206,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,608,1 +4065,0.5,/Batangas/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/Batangas/Philippines,entry level,LGEPH,,0,0,,,,,29,0 +19937,1.0,/ / Mexico,ID,0.0732484076433121,45741,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,189,0 +9394,1.0,/Orlando/United States,ID,,28425,End Customer,Enterprise,,,,,engineering,78,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Orlando/United States,associate/analyst,LGEUS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,360,0 +9961,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1978,1.0,/ Jamia nagar / India,ID,,25189,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Jamia nagar / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +20034,1.0,/ Calarca / Colombia,AS,0.004,13044,End Customer,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,ventilation,,,/ Calarca / Colombia,others,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Pharmacy,39,0 +17531,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,product management,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 +19399,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,43978,,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 +2929,1.0,/ / Saudi Arabia,ID,,2174,End Customer,SMB,,,,,operations,80,Quotation or Purchase Consultation,one:quick series,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +20761,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21213,End Customer,Enterprise,57.0,,,,sales,87,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212,1 +7754,0.5,"1501 Industrial Rd /San Carlos,/United States",IT,,30321,End Customer,Enterprise,,,,,,74,Quotation or Purchase Consultation,,,,"1501 Industrial Rd /San Carlos,/United States",none,LGEUS,less than 3 months,0,0,,,,,567,0 +9464,1.0,//India,ID,0.3333333333333333,40883,End Customer,SMB,,,,,business development,289,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,148,1 +2444,1.0,/ / Saudi Arabia,ID,,34626,End Customer,SMB,,,,,information technology,97,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 +5638,0.5,/ São Paulo / Brazil,AS,,28562,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +1609,1.0,/ Jaipur / India,ID,,8486,,Enterprise,,,,,business development,20,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4955,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +20639,1.0,/ Capanema / Brazil,ID,0.0695652173913043,8722,End Customer,SMB,,,,,support,84,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Capanema / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 +12544,1.0,/ NSW / Australia,AS,,27068,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,director,LGEAP,less than 3 months,0,0,,,,,139,1 +4222,0.25,/ Jalandhar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ Jalandhar / India,none,LGEIL,,0,0,,,,,95,0 +1632,1.0,/Ahmedabad/India,ID,,34456,,Enterprise,,,,,consulting,7,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +18643,0.0,/ / Peru,ID,0.0327868852459016,12520,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +18885,1.0,/ São Paulo / Brazil,ID,0.0327868852459016,18414,End Customer,Enterprise,,,,,purchasing,199,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,0 +2750,1.0,/ / South Africa,ID,,5533,End Customer,SMB,,,,,information technology,138,Technical Consultation,led signage,,,/ / South Africa,director,LGESA,6 months ~ 9 months,0,0,,,,,151,0 +4353,0.25,/ Hyderabad / India,AS,,34838,End Customer,Enterprise,,,,,,28,Quotation or Purchase Consultation,,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +8985,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371,0 +5468,0.5,/Curitiba - PR/Brazil,AS,,26743,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Curitiba - PR/Brazil,others,LGESP,,0,0,,,,,97,0 +15187,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754,0 +5680,0.5,/ Rio Claro / Brazil,AS,,28217,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio Claro / Brazil,others,LGESP,,0,0,,,,,97,0 +5847,0.5,/ São Paulo / Brazil,AS,,40417,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +18958,0.75,/ lubelskie / Poland,IT,,44114,End Customer,Enterprise,,,,,education,502,Usage or Technical Consultation,monitor,,,/ lubelskie / Poland,none,LGEPL,6 months ~ 9 months,1,0,0.0005719551277132,,education,Higher Education (College & University),343,0 +3449,1.0,/ Jamshedpur / India,ID,,30372,,Enterprise,,,,,information technology,7,Quotation or Purchase Consultation,interactive signage,,,/ Jamshedpur / India,entry level,LGEIL,more than a year,0,0,,,,,174,0 +4355,0.25,/ Mapusa / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Mapusa / India,none,LGEIL,,0,0,,,,,21,0 +19836,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +7078,1.0,/ Quezon / Philippines,AS,,13253,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,multi-split,,,/ Quezon / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,0,0 +14766,0.5,/ Andradas/MG / Brazil,AS,,10711,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Andradas/MG / Brazil,partner,LGESP,,0,0,,,,,97,0 +7654,1.0,/Tucson/United States,IT,,3696,Specifier/ Influencer,SMB,,,,,3d/vfx art,367,Quotation or Purchase Consultation,monitor,,,/Tucson/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,152,0 +20285,0.5,/ / Germany,IT,,15403,End Customer,SMB,,,,,consulting,3,Request a Demo,monitor,UltraWide™ Monitors,,/ / Germany,manager,LGEDG,,1,0,0.0011827288932506,,retail,Shopping Mall,428,0 +9992,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17046,1.0,/ PR / Brazil,AS,,32888,End Customer,SMB,,,,,administrative,386,Quotation or Purchase Consultation,etc.,,,/ PR / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +9193,1.0,/ Kathmandu / Nepal,IT,,29554,Channel Partner,SMB,,,,,administrative,200,Request for Partnership,medical display,Digital X-ray Detectors,,/ Kathmandu / Nepal,manager,LGESL,less than 3 months,0,0,0.0011827288932506,,retail,,298,0 +10025,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16961,0.75,/ Rio de Janeiro / Brazil,AS,,12169,Specifier/ Influencer,Enterprise,1.0,,,,engineering,267,,vrf,,,/ Rio de Janeiro / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +17784,0.75,/ / Brazil,ID,0.0327868852459016,22408,,SMB,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +4751,0.25,/New Delhi/India,AS,,31653,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608,1 +7291,1.0,/ Nueva ecija / Philippines,AS,,3595,Specifier/ Influencer,Enterprise,,,,,purchasing,91,Product Information,ventilation,,,/ Nueva ecija / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,0,0 +12133,1.0,/ Panipat / India,ID,,11877,,Enterprise,,,,,engineering,6,Technical Consultation,interactive signage,,,/ Panipat / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +16308,0.25,via kennedy 6 / Casoria / Italy,AS,,37352,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,vrf,,,via kennedy 6 / Casoria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +18526,0.0,/ / Peru,ID,0.0327868852459016,36524,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +3950,1.0,/ Rishikesh / India,AS,,39293,Channel Partner,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,single-split,,,/ Rishikesh / India,director,LGEIL,less than 3 months,0,0,,,,,17,0 +7144,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,7,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29,0 +1205,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423,0 +7588,1.0,/Al Khobar /Saudi Arabia,AS,,29761,,Enterprise,,,,,purchasing,49,Quotation or Purchase Consultation,etc.,,,/Al Khobar /Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,44,0 +17283,1.0,/ المنيا / Egypt,AS,,22,End Customer,Enterprise,3.0,,,,others,43,Quotation or Purchase Consultation,,,,/ المنيا / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +9337,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +174,1.0,/ / U.A.E,ID,0.075,45849,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,209,0 +20469,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +20336,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +16838,1.0,/ SAN JUAN / Philippines,AS,,4275,End Customer,Enterprise,0.0,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ SAN JUAN / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 +7250,1.0,/ / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59,0 +2024,1.0,/ bangalore / India,ID,,33107,,Enterprise,,,,,education,2,Others,interactive signage,,"98TR3PJ, 86TR3DK & 75TR3DK",/ bangalore / India,director,LGEIL,less than 3 months,0,0,,,,,146,0 +6346,0.25,/ عجمان / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ عجمان / U.A.E,none,LGEGF,,0,0,,,,,78,0 +13271,0.25,/Jakarta/Indonesia,AS,,33873,,Enterprise,9.0,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 +15524,0.25,/ / Mexico,AS,,31398,Channel Partner,SMB,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,,0,0,,,,,42,0 +4835,0.25,/ Ernakulam / India,AS,0.0677966101694915,453,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +8064,1.0,/ / Saudi Arabia,ID,0.043103448275862,3725,End Customer,SMB,,,,,information technology,131,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 +15130,0.5,/ Santiago / Chile,AS,,20702,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +2312,1.0,/ / Türkiye,ID,,4632,End Customer,SMB,,,,,consulting,45,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +20811,1.0,/ / Peru,ID,0.0476190476190476,10539,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Peru,associate/analyst,LGEPR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,258,0 +10067,0.25,4200 W Flagler St Cloud IT / Coral Gables / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 W Flagler St Cloud IT / Coral Gables / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +11856,0.5,/ Raipur / India,ID,,23675,,Enterprise,,,,,education,3,Others,,,,/ Raipur / India,others,LGEIL,,0,0,,,,,174,0 +4172,0.25,/ Pune / India,AS,,47466,End Customer,Enterprise,19.0,,,,,16,Quotation or Purchase Consultation,vrf,,,/ Pune / India,none,LGEIL,,0,0,,,,,21,0 +15026,0.5,/ rancagua / Chile,AS,,39189,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ rancagua / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +3516,1.0,/ Jalalabad - West / India,ID,,8321,Channel Partner,Enterprise,,,,,healthcare services,1,Others,interactive signage,,,/ Jalalabad - West / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 +1273,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +17052,1.0,"/ francisco beltrão, Parana / Brazil",AS,,15773,Channel Partner,SMB,,,,,sales,194,Quotation or Purchase Consultation,single-split,,,"/ francisco beltrão, Parana / Brazil",others,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +13742,0.25,/ GOIANIA / Brazil,AS,,23402,Channel Partner,SMB,51.0,,,,purchasing,3,,,,,/ GOIANIA / Brazil,manager,LGESP,,0,0,,,,,97,0 +15883,0.5,/ Quito / Ecuador,AS,,44017,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +4181,0.25,/ Alappuzha / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +17619,1.0,/ caba / Colombia,ID,0.0806916426512968,15382,Channel Partner,Enterprise,1.0,,,,finance,489,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,,/ caba / Colombia,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325,0 +10274,1.0,/ São Paulo - SP / Brazil,AS,0.0039370078740157,10231,End Customer,SMB,0.0,,,,purchasing,371,Quotation or Purchase Consultation,,,,/ São Paulo - SP / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 +19134,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 +20859,1.0,/ BUENOS AIRES / Argentina,ID,0.0476190476190476,38493,End Customer,SMB,,,,,entrepreneurship,148,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ BUENOS AIRES / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 +15658,0.5,/ Cuerámaro gto México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Cuerámaro gto México / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 +20472,0.25,/ Danvers / United States,ID,,45594,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Danvers / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 +16930,1.0,/ Hyderabad / India,AS,,5291,End Customer,Enterprise,,,,,real estate,25,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,director,LGEIL,less than 3 months,0,0,,,,,4,1 +9318,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95,0 +11958,0.0,/ / Brazil,ID,,20388,,Enterprise,,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +1861,1.0,/ Ludhiana / India,ID,,18399,,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174,0 +5923,0.5,/ Caieiras / Brazil,AS,,5675,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,single-split,,,/ Caieiras / Brazil,others,LGESP,,0,0,,,,,97,0 +3964,1.0,/ SP/Boituva / Brazil,AS,,13906,End Customer,SMB,,,,,administrative,49,Quotation or Purchase Consultation,,,,/ SP/Boituva / Brazil,manager,LGESP,6 months ~ 9 months,0,0,,,,,97,0 +2531,1.0,/Nalbari/India,ID,,37399,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive digital board,,,/Nalbari/India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +17249,1.0,/ Cairo / Egypt,AS,,3732,Specifier/ Influencer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +15728,0.5,/ Adrogue / Argentina,AS,,47466,End Customer,Enterprise,16.0,,,,,56,Quotation or Purchase Consultation,multi-split,,,/ Adrogue / Argentina,none,LGEAR,less than 3 months,0,0,,,,,763,0 +5999,0.5,/ Ribeirão pires / Brazil,AS,,40363,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Ribeirão pires / Brazil,others,LGESP,,0,0,,,,,97,0 +13301,0.25,/ Alleppey / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,,,,,34,0 +445,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17760,1.0,/Cáceres/Brazil,ID,0.0327868852459016,43769,End Customer,SMB,,,,,education,128,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/Cáceres/Brazil,director,LGESP,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,1 +1394,1.0,/Patna/India,ID,,9018,,Enterprise,,,,,,6,Quotation or Purchase Consultation,interactive digital board,,,/Patna/India,director,LGEIL,more than a year,0,0,,,,,174,0 +3583,1.0,//Malta,ID,,27012,End Customer,SMB,,,,,operations,359,Quotation or Purchase Consultation,hotel tv,AN960H Series,55AN960H (EU),//Malta,ceo/founder,LGEIS,6 months ~ 9 months,0,0,,,,,340,1 +1901,1.0,/Patna/India,ID,,41516,,Enterprise,,,,,education,73,Quotation or Purchase Consultation,interactive digital board,,,/Patna/India,other,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +19133,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 +9587,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +7726,0.75,1027 Brooks Industrial Rd /Shelbyville/,IT,,45335,,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,1027 Brooks Industrial Rd /Shelbyville/,none,LGEUS,less than 3 months,0,0,,,,,833,1 +4337,0.25,/ Hyderabad / India,AS,,33179,End Customer,SMB,,,,,,19,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +880,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1855,1.0,/ / India,ID,,40475,Specifier/ Influencer,SMB,,,,,arts and design,267,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +8637,1.0,/ / Saudi Arabia,ID,,43375,Solution Eco-Partner,SMB,,,,,sales,237,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,245,0 +16342,0.25,Via corallo 170 / Pagani / Italy,AS,,43,End Customer,Enterprise,105.0,,,,purchasing,3,,vrf,,,Via corallo 170 / Pagani / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +13308,0.25,/ Ratia / India,AS,,8975,End Customer,Enterprise,7.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Ratia / India,none,LGEIL,,0,0,,,,,608,0 +1598,1.0,/ Kolkata / India,ID,,46393,,Enterprise,,,,,business development,16,Quotation or Purchase Consultation,interactive signage,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 +18537,0.0,/ / Peru,ID,0.0327868852459016,22853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7720,0.75,/ / Poland,IT,,26671,Specifier/ Influencer,Enterprise,,,,,film production,2,Usage or Technical Consultation,monitor,,,/ / Poland,none,LGEPL,less than 3 months,0,0,,,,,800,0 +11719,0.0,/ / India,ID,,27305,,SMB,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +9239,0.5,/ Jaipur / India,ID,,20195,End Customer,Enterprise,,1.0,,1.0,others,153,Quotation or Purchase Consultation,hotel tv,,,/ Jaipur / India,none,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,173,1 +14698,0.5,/ São José dos Campos / Brazil,AS,,4018,Specifier/ Influencer,Enterprise,,,,,operations,5,,multi-split,,,/ São José dos Campos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 +4307,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,1 +14896,0.5,/ Francisco Morato sp / Brazil,AS,,18704,End Customer,Enterprise,,,,,healthcare services,47,,vrf,,,/ Francisco Morato sp / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +10666,1.0,/ Francisco Beltrão / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,administrative,159,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,278,1 +18347,0.0,/ / Peru,ID,0.0327868852459016,30077,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +7836,0.25,301 N Clark St Education / Cape Girardeau / United States,IT,,7589,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,301 N Clark St Education / Cape Girardeau / United States,none,LGEUS,,0,0,,,,,374,0 +11932,0.0,/ / Brazil,ID,,16381,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +15651,0.5,"/ Irapuato, Guanajuato / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,"/ Irapuato, Guanajuato / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 +6302,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,284,Quotation or Purchase Consultation,vrf,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25,0 +4191,0.25,/ RAJKOT / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ RAJKOT / India,none,LGEIL,,0,0,,,,,77,0 +3575,1.0,/ / Saudi Arabia,ID,,2188,End Customer,Enterprise,,,,,information technology,63,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +18012,0.25,/ / Australia,ID,0.2142857142857142,41378,End Customer,SMB,,,,,product management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +9321,1.0,/ Osun / Nigeria,AS,,32153,Specifier/ Influencer,Enterprise,,,,,consulting,61,Quotation or Purchase Consultation,vrf,,,/ Osun / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Resort,12,1 +19264,1.0,/san luis potosí/Mexico,ID,0.0538922155688622,23368,End Customer,Enterprise,,,,,business development,114,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/san luis potosí/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,263,0 +9741,0.25,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,IT,,3137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +5178,0.5,/São Paulo/Brazil,AS,,36233,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +20464,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20450,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +20432,0.0,401 Tradewinds Blvd Hospitality / Midland / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,401 Tradewinds Blvd Hospitality / Midland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 +13970,0.5,/ Maracanaú / Brazil,AS,,6817,Specifier/ Influencer,Enterprise,,,,,operations,5,Quotation or Purchase Consultation,multi-split,,,/ Maracanaú / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20849,1.0,/ / Chile,ID,0.0476190476190476,20751,Channel Partner,SMB,,,,,sales,3,Request for Partnership,,,,/ / Chile,others,LGECL,more than a year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,0 +11685,0.0,/ Darbhanga Bihar / India,ID,,45119,,Enterprise,,,,,education,21,,,,,/ Darbhanga Bihar / India,none,LGEIL,,0,0,,,,,164,0 +19478,1.0,/ Bogota / Colombia,ID,0.0544217687074829,34711,End Customer,Enterprise,,,,,business development,72,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,977,1 +6256,0.25,/ São Paulo / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +12046,0.5,/ /,ID,,29413,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,205,0 +3303,0.25,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,ID,,31603,,SMB,,,,,,56,Quotation or Purchase Consultation,,,,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,none,LGEUS,,0,0,,,,,501,1 +5688,0.5,/ São Paulo / Brazil,AS,,31944,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19202,1.0,/ niteroi / Brazil,ID,0.0538922155688622,45021,End Customer,Enterprise,,,,,entrepreneurship,143,Quotation or Purchase Consultation,oled signage,,,/ niteroi / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,487,1 +82,1.0,/ Mumbai / India,AS,0.0888888888888888,30599,Specifier/ Influencer,SMB,,,,,operations,200,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,76,1 +1523,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,0 +17641,0.5,//United States,ID,0.3333333333333333,12437,Service Partner,SMB,,,,,other,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,LTAK140-GV,//United States,c-level executive,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,369,1 +10880,0.25,/ / Brazil,ID,0.0749486652977412,26748,End Customer,SMB,,1.0,,1.0,information technology,3,,,,,/ / Brazil,c-level executive,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,1 +8275,0.25,/ / Australia,ID,0.2142857142857142,46424,End Customer,SMB,,,,,operations,43,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +4010,1.0,/ / Philippines,AS,,8862,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +3445,1.0,/ Amritsar / India,ID,,37657,,Enterprise,,,,,education,97,Quotation or Purchase Consultation,interactive signage,,,/ Amritsar / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +4143,0.25,/ Paranaque / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,93,Quotation or Purchase Consultation,ventilation,,,/ Paranaque / Philippines,none,LGEPH,,0,0,,,,,121,0 +6682,0.25,999 18th Street / CO / United States,AS,,35714,,Enterprise,,,,,,199,Services,,,,999 18th Street / CO / United States,none,LGEUS,,0,0,,,,,731,0 +9665,1.0,2501 M St NW / 20037 / United States,AS,,45830,End Customer,SMB,,,,,others,219,Usage or Technical Consultation,vrf,,,2501 M St NW / 20037 / United States,manager,LGEUS,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,731,0 +7251,1.0,/ Makati / Philippines,AS,,27737,End Customer,SMB,0.0,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,others,LGEPH,less than 3 months,0,0,,,,,16,1 +3524,1.0,/tinsukia/India,ID,,5359,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,interactive digital board,,,/tinsukia/India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +11764,0.0,/ / India,ID,,37657,,Enterprise,,,,,accounting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +10547,1.0,/ Sogamoso / Colombia,ID,0.0749486652977412,2308,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Sogamoso / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,344,0 +10986,0.25,/ / Hong Kong,ID,0.0843373493975903,4168,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 +18311,0.0,/ / Peru,ID,0.0327868852459016,30129,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +10811,1.0,/ Manizales / Colombia,ID,0.0749486652977412,9994,End Customer,SMB,,1.0,,1.0,engineering,121,Quotation or Purchase Consultation,video wall signage,,,/ Manizales / Colombia,intern,LGECB,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,187,0 +8615,1.0,/Ontario/Canada,IT,0.6428571428571429,43929,End Customer,Enterprise,,,,,administrative,327,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Ontario/Canada,director,LGECI,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,410,1 +9315,1.0,/ Ripley / United States,AS,,13262,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,heating,,,/ Ripley / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,731,0 +8761,1.0,/ Waxahachie / United States,ID,0.6153846153846154,14204,End Customer,SMB,,,,,finance,295,Quotation or Purchase Consultation,interactive signage,,,/ Waxahachie / United States,associate/analyst,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,839,0 +4339,0.25,/ New Delhi / India,AS,,5053,End Customer,Enterprise,,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,9,1 +2759,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 +5200,0.5,/ São Paulo / Brazil,AS,,40923,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8091,0.25,/ Saint Rose / United States,ID,0.3333333333333333,24407,,SMB,,,,,,54,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Saint Rose / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,310,1 +11001,0.25,/ / Italy,ID,0.0199004975124378,14775,Solution Eco-Partner,SMB,,1.0,,1.0,,237,Quotation or Purchase Consultation,,,,/ / Italy,none,LGEIS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,302,0 +6215,0.25,/ Rio de Janeiro / Brazil,AS,,14977,,SMB,,,,,others,3,,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +20361,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,0 +10057,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +7464,1.0,/ cairo / Egypt,AS,,43334,End Customer,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +2915,0.75,4651 Sheridan St / Hollywood / United States,ID,,33267,Specifier/ Influencer,SMB,,,,,,361,Quotation or Purchase Consultation,,,,4651 Sheridan St / Hollywood / United States,none,LGEUS,6 months ~ 9 months,0,0,,,,,205,0 +12367,0.5,/ Bali / Indonesia,AS,,42273,Specifier/ Influencer,Enterprise,1.0,,,,engineering,9,,etc.,,,/ Bali / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,1 +1429,1.0,/ Bhadaur / India,ID,,17545,,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Bhadaur / India,others,LGEIL,less than 3 months,0,0,,,,,165,0 +11083,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 +14419,0.25,/ MG / BH / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ MG / BH / Brazil,none,LGESP,,0,0,,,,,97,0 +6009,0.5,/ Sete Lagoas / Brazil,AS,,7838,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sete Lagoas / Brazil,others,LGESP,,0,0,,,,,97,0 +20698,1.0,/CORRIENTES CAPITAL - CORRIENTES/Argentina,ID,0.0695652173913043,30009,End Customer,Enterprise,0.0,,,,other,22,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/CORRIENTES CAPITAL - CORRIENTES/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,0 +13982,0.5,/ Recife pe / Brazil,AS,,14488,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 +4266,0.25,/ Nellore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Nellore / India,none,LGEIL,,0,0,,,,,673,0 +6960,0.25,2025 Lasso Ct / OR / United States,AS,,32240,,Enterprise,,,,,,266,Product Information,,,,2025 Lasso Ct / OR / United States,none,LGEUS,,0,0,,,,,731,0 +16819,1.0,/ / Philippines,AS,,7720,Specifier/ Influencer,SMB,,,,,purchasing,16,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 +17069,1.0,/ NSW / Australia,AS,,11301,End Customer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,0 +11178,1.0,/Bangalore/India,ID,,7195,,Enterprise,,,,,business development,15,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 +11206,1.0,/ Burdwan / India,ID,,12919,,Enterprise,1.0,,,,education,28,Quotation or Purchase Consultation,interactive signage,,,/ Burdwan / India,manager,LGEIL,less than 3 months,0,0,,,,,223,0 +15681,0.5,/ Acapulco / Mexico,AS,,13651,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Acapulco / Mexico,vice president,LGEMS,less than 3 months,0,0,,,,,42,0 +2017,1.0,/Coimbatore/India,ID,,6051,,Enterprise,,,,,consulting,3,Technical Consultation,interactive digital board,,,/Coimbatore/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +9526,1.0,/ / United States,ID,0.8333333333333334,37443,End Customer,SMB,,,,,product management,187,Quotation or Purchase Consultation,accessories,LG OPS Player,OPSJ-5LDJA,/ / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,542,0 +15450,0.25,/ Hồ Chí Minh / Vietnam,AS,,47466,End Customer,Enterprise,115.0,,,,,288,Quotation or Purchase Consultation,single-split,,,/ Hồ Chí Minh / Vietnam,none,LGEVH,,0,0,,,,,643,0 +2761,1.0,/ / Türkiye,ID,,28148,End Customer,Enterprise,,,,,marketing,74,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +20877,0.0,/ / Brazil,ID,0.0476190476190476,869,Solution Eco-Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +5838,0.5,/ / Brazil,AS,,22551,,Enterprise,5.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +19764,1.0,IRALA 1950 /CABA/Argentina,ID,0.0732484076433121,8060,Specifier/ Influencer,SMB,122.0,,,,other,16,Quotation or Purchase Consultation,led signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Duty Free Shop,325,0 +19377,0.5,/ กรุงเทพ / Thailand,AS,0.0109890109890109,47342,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,single-split,,,/ กรุงเทพ / Thailand,director,LGETH,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,969,1 +9333,1.0,/ Mexico City / Mexico,AS,,3805,Specifier/ Influencer,Enterprise,,,,,consulting,781,Quotation or Purchase Consultation,,,,/ Mexico City / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,42,0 +1408,1.0,/Nashik/India,ID,,46458,,Enterprise,,,,,consulting,2,Technical Consultation,interactive digital board,,,/Nashik/India,c-level executive,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +8933,1.0,//Hong Kong,ID,0.1184210526315789,26867,End Customer,SMB,,,,,operations,291,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,//Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,337,1 +9564,0.25,Education / / United States,ID,0.8333333333333334,5033,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194,0 +8017,1.0,/Melbourne/Australia,ID,0.1162790697674418,16172,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,,,/Melbourne/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,850,0 +1449,1.0,/ / U.A.E,ID,,15132,End Customer,SMB,,,,,consulting,98,Technical Consultation,led signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +9017,0.5,/ Dresden / Germany,ID,,17326,Solution Eco-Partner,SMB,,,,,business development,290,Quotation or Purchase Consultation,led signage,,,/ Dresden / Germany,none,LGEDG,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,326,0 +10709,1.0,/Canoas / RS/Brazil,ID,0.0749486652977412,13052,End Customer,Enterprise,,1.0,,1.0,operations,87,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Canoas / RS/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 +603,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +3154,0.75,/Cairo/Egypt,ID,,29402,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/Cairo/Egypt,manager,LGEEG,less than 3 months,0,0,,,,,234,0 +10097,1.0,/ Sydney / Australia,ID,,4166,End Customer,Enterprise,,,,,operations,179,Quotation or Purchase Consultation,led signage,,,/ Sydney / Australia,associate/analyst,LGEAP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Museum / Gallery,157,0 +9922,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12335,1.0,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,Quotation or Purchase Consultation,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0,0 +8716,0.25,/ Noida / India,AS,0.0677966101694915,38542,End Customer,Enterprise,,,,,,50,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,17,1 +15734,0.0,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,AS,,19726,,SMB,1.0,,,,engineering,3,,,,,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,none,LGEDG,,0,0,,,,,126,0 +16453,0.25,via carlo buttarelli 6 / roma / Italy,AS,,14127,Channel Partner,SMB,25.0,,,,consulting,3,,vrf,,,via carlo buttarelli 6 / roma / Italy,manager,LGEIS,,0,0,,,,,341,1 +17258,1.0,/ القاهرة / Egypt,AS,,11480,,Enterprise,,,,,others,25,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 +3610,1.0,/DUBAI/U.A.E,AS,,44387,End Customer,Enterprise,,,,,sales,310,Quotation or Purchase Consultation,chiller,,,/DUBAI/U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 +13426,0.0,/ / India,AS,,3862,,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +9947,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +15206,0.5,/ Santa marta / Colombia,AS,,41629,End Customer,Enterprise,,,,,program and project management,3,,vrf,,,/ Santa marta / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 +6191,0.25,/ Anápolis / Brazil,AS,,18980,,SMB,,,,,others,3,,multi-split,,,/ Anápolis / Brazil,others,LGESP,,0,0,,,,,97,0 +14187,0.25,/ João Pessoa PB / Brazil,AS,,18555,End Customer,Enterprise,,,,,administrative,3,,,,,/ João Pessoa PB / Brazil,director,LGESP,,0,0,,,,,97,0 +6199,0.25,/ São Paulo / Brazil,AS,,15019,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +19912,0.25,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,ID,0.1186440677966101,42085,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),194,0 +16830,1.0,/ Rizal / Philippines,AS,,25940,,SMB,0.0,,,,engineering,21,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,1 +9925,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +166,0.75,/ / Brazil,ID,0.0749486652977412,8832,,Enterprise,,1.0,,1.0,education,11,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,317,0 +5843,0.5,/ Jundiaí / Brazil,AS,,39295,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97,0 +15540,0.5,/ San Andres Tuxtla / Mexico,AS,,37937,End Customer,SMB,4.0,,,,engineering,3,,vrf,,,/ San Andres Tuxtla / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +17243,1.0,/Cairo/Egypt,AS,,27208,End Customer,Enterprise,,,,,healthcare services,2,Others,etc.,,,/Cairo/Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +5161,0.5,/Curitiba/Brazil,AS,,23268,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Curitiba/Brazil,others,LGESP,,0,0,,,,,97,0 +11581,0.5,/ Mumbai / India,ID,,6973,,SMB,,,,,business development,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +10940,0.25,/ / Peru,ID,0.0749486652977412,41907,,Enterprise,,1.0,,1.0,administrative,28,Others,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +8833,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,0 +8206,0.75,/ Abilene / United States,ID,0.3902439024390244,5870,,Enterprise,,,,,purchasing,27,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Abilene / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,333,0 +5332,0.5,/Osasco/Brazil,AS,,23557,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Osasco/Brazil,others,LGESP,,0,0,,,,,97,0 +10075,0.25,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +19337,1.0,/ Posse-GO / Brazil,AS,0.0037878787878787,28883,Specifier/ Influencer,Enterprise,,,,,administrative,55,Quotation or Purchase Consultation,,,,/ Posse-GO / Brazil,director,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +20438,0.0,7750 Wisconsin Ave Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Ave Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +9100,1.0,/Bangalore /India,AS,0.0289855072463768,11398,End Customer,Enterprise,,,,,sales,26,Usage or Technical Consultation,multi-split,,,/Bangalore /India,partner,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,30,0 +9072,1.0,Salt Lake / UT / United States,ID,0.1186440677966101,21290,Channel Partner,SMB,,,,,business development,55,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,Salt Lake / UT / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Others,377,0 +16009,0.25,Autoput za Novi Sad 71 / Niš / Serbia,AS,,40188,Specifier/ Influencer,SMB,204.0,,,,,3,,vrf,,,Autoput za Novi Sad 71 / Niš / Serbia,manager,LGEMK,,0,0,,,,,766,0 +16386,0.25,VIAA / SALERNO / Italy,AS,,38056,Specifier/ Influencer,SMB,,,,,support,3,,vrf,,,VIAA / SALERNO / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +2543,1.0,/ Bardoli / India,ID,,31817,,SMB,,,,,education,5,Technical Consultation,,,,/ Bardoli / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 +11072,1.0,/ Cordoba / Argentina,ID,0.0749486652977412,22520,End Customer,Enterprise,1.0,1.0,,1.0,real estate,103,Quotation or Purchase Consultation,led signage,,,/ Cordoba / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,325,1 +20531,1.0,/ حائل / Saudi Arabia,AS,,26858,End Customer,Enterprise,,,,,accounting,150,Quotation or Purchase Consultation,single-split,,,/ حائل / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,1,0,0.0007167734380046,,hotel & accommodation,,118,0 +134,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 +4361,0.25,/ 360006 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,71,Quotation or Purchase Consultation,multi-split,,,/ 360006 / India,none,LGEIL,,0,0,,,,,77,1 +4332,0.25,/ Kolkata / India,AS,,18316,End Customer,Enterprise,,,,,,146,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 +4438,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,1 +97,1.0,/Dubai/U.A.E,AS,0.0408163265306122,21275,End Customer,SMB,,,,,information technology,73,Quotation or Purchase Consultation,vrf,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,25,1 +1830,1.0,/ Fazilka / India,ID,,9466,,Enterprise,1.0,,,,quality assurance,5,Quotation or Purchase Consultation,,,,/ Fazilka / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +10033,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +7197,1.0,/ Cavite / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ Cavite / Philippines,director,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +11201,1.0,/Rewa/India,ID,,5682,,Enterprise,,,,,education,17,Other,interactive digital board,,,/Rewa/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,222,0 +19878,0.0,/ / Peru,ID,0.0732484076433121,9603,,Enterprise,,,,,information technology,2,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Travel Agency,258,0 +18067,0.0,/ / Australia,ID,0.2142857142857142,29223,,Enterprise,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,202,0 +360,0.25,/ Cleveland / United States,ID,0.0446428571428571,9032,Service Partner,SMB,1.0,1.0,,1.0,information technology,415,Quotation or Purchase Consultation,led signage,LG MAGNIT,,/ Cleveland / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,373,1 +16359,0.25,Città della Pieve / ROMA / Italy,AS,,39162,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Città della Pieve / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +12191,0.75,"/Bandung, Kota./Indonesia",AS,,33875,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,"/Bandung, Kota./Indonesia",none,LGEIN,less than 3 months,0,0,,,,,670,0 +13835,0.25,/ São Paulo / SP / Brazil,AS,,41841,End Customer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / SP / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +8019,1.0,/ / U.A.E,ID,0.043103448275862,34706,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 +14567,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97,0 +14787,0.25,/ Porto Velho/ Ro / Brazil,AS,,44662,End Customer,Enterprise,,,,,purchasing,3,,,,,/ Porto Velho/ Ro / Brazil,partner,LGESP,,0,0,,,,,97,0 +109,1.0,/ Riyadh / Saudi Arabia,AS,0.0408163265306122,1397,Specifier/ Influencer,SMB,,,,,engineering,214,Quotation or Purchase Consultation,chiller,,,/ Riyadh / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,13,1 +8394,0.75,/ / Hong Kong,ID,0.2142857142857142,42277,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +6572,0.25,/ oak park / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ oak park / United States,none,LGEUS,,0,0,,,,,731,0 +4794,0.25,/New Delhi/India,AS,,5014,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 +9373,1.0,/Dubai /U.A.E,AS,0.0202020202020202,22189,End Customer,SMB,,,,,others,202,Product Information,chiller,,,/Dubai /U.A.E,vice president,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25,1 +9229,1.0,/ / Türkiye,ID,0.04,46584,End Customer,SMB,,1.0,,1.0,information technology,139,Quotation or Purchase Consultation,hotel tv,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285,1 +9070,1.0,/ Panama / Panama,ID,0.0732484076433121,38948,End Customer,SMB,,,,,information technology,105,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB025,/ Panama / Panama,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,327,1 +17580,1.0,"/ Bogotá D.C, / Colombia",ID,0.0806916426512968,8159,End Customer,Enterprise,,,,,entrepreneurship,45,Quotation or Purchase Consultation,video wall signage,,,"/ Bogotá D.C, / Colombia",partner,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),344,0 +661,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +7185,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,26,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +18970,1.0,/ PARANÁ / CURITIBA / Brazil,AS,0.0681818181818181,9267,End Customer,Enterprise,,,,,healthcare services,105,Quotation or Purchase Consultation,multi-split,,,/ PARANÁ / CURITIBA / Brazil,others,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,0 +8721,0.25,/ 110057 / India,AS,0.0677966101694915,448,End Customer,Enterprise,1.0,,,,,33,Quotation or Purchase Consultation,vrf,,,/ 110057 / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,608,1 +20431,0.0,608 Farragut St Nw Hospitality / Washington / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,608 Farragut St Nw Hospitality / Washington / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +10979,0.25,/ / United States,ID,0.0446428571428571,25728,End Customer,Enterprise,,1.0,,1.0,operations,3,,special signage,,,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Aerospace,448,1 +16464,0.25,"Viale della Navigazione Interna, 48 / Padova / Italy",AS,,14129,Channel Partner,SMB,13.0,,,,sales,3,,vrf,,,"Viale della Navigazione Interna, 48 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341,0 +6430,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +7080,1.0,/ Cebu city / Philippines,AS,,28441,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +20998,0.0,/ / Spain,ID,0.025,21906,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20393,0.25,/ / Mexico,ID,0.1241217798594847,29321,End Customer,SMB,,1.0,,1.0,administrative,3,,,,,/ / Mexico,vice president,LGEMS,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 +11974,0.25,/ / Brazil,ID,,35434,,Enterprise,,,,,administrative,3,Others,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +12368,0.5,/ Surabaya / Indonesia,AS,,11103,Specifier/ Influencer,Enterprise,19.0,,,,engineering,4,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +13541,0.0,/ Assam / India,AS,,6103,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 +2904,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +10162,1.0,/ Goiás / Brazil,AS,0.0039370078740157,25702,Channel Partner,Enterprise,,,,,purchasing,204,Quotation or Purchase Consultation,single-split,,,/ Goiás / Brazil,director,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Banking,97,0 +3538,1.0,/ paratwada / India,ID,,31521,,Enterprise,,,,,consulting,11,Quotation or Purchase Consultation,interactive signage,,,/ paratwada / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +9421,0.0,/ / United States,ID,,34599,,Enterprise,,,,,information technology,3,,,,,/ / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,591,0 +2396,0.75,11920 ne 195th / Bothell /,ID,,35469,End Customer,Enterprise,3.0,,,,,188,Quotation or Purchase Consultation,,,,11920 ne 195th / Bothell /,none,LGEUS,less than 3 months,0,0,,,,,449,0 +14661,0.25,/ Paraná/Paranavaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Paraná/Paranavaí / Brazil,none,LGESP,,0,0,,,,,97,0 +11845,0.5,/ Kalyan / India,ID,,23124,,Enterprise,,,,,education,3,Others,,,,/ Kalyan / India,others,LGEIL,,0,0,,,,,174,0 +9931,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +18886,1.0,/Salvador/Brazil,ID,0.0327868852459016,43817,End Customer,SMB,,,,,administrative,249,Quotation or Purchase Consultation,oled signage,,,/Salvador/Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,0 +7432,0.75,/ Dubai / U.A.E,AS,,12065,Specifier/ Influencer,Enterprise,2.0,,,,consulting,2,,vrf,,,/ Dubai / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 +5301,0.5,/São Paulo/Brazil,AS,,18133,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +13215,0.5,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,//Philippines,others,LGEPH,,0,0,,,,,29,0 +10875,0.0,/ / Brazil,ID,0.0749486652977412,39493,Specifier/ Influencer,Enterprise,5.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +18015,0.25,/ / Australia,ID,0.2142857142857142,7969,End Customer,SMB,,,,,program and project management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +20742,1.0,/ Jawa Tengah/Semarang / Indonesia,AS,1.0,11115,Specifier/ Influencer,Enterprise,,,,,engineering,188,Usage or Technical Consultation,multi-split,,,/ Jawa Tengah/Semarang / Indonesia,ceo/founder,LGEIN,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,617,1 +9604,1.0,/ / India,ID,,21338,Channel Partner,Enterprise,,,,,business development,26,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / India,partner,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 +467,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14624,0.25,/ Alagoas/Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,87,Quotation or Purchase Consultation,,,,/ Alagoas/Maceió / Brazil,none,LGESP,,0,0,,,,,97,0 +7642,1.0,/ / Estonia,IT,,10311,End Customer,SMB,,,,,administrative,236,Quotation or Purchase Consultation,monitor,,,/ / Estonia,ceo/founder,LGEPL,less than 3 months,0,0,,,,,800,0 +9999,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12311,0.75,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",AS,,14868,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",director,LGEPS,less than 3 months,0,0,,,,,654,0 +5685,0.5,/ São Paulo / Brazil,AS,,11039,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +7586,1.0,/ Al Khobar / Saudi Arabia,AS,,28460,Specifier/ Influencer,SMB,,,,,administrative,551,Quotation or Purchase Consultation,vrf,,,/ Al Khobar / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,44,0 +3112,0.25,/ / India,ID,,20668,End Customer,Enterprise,,,,,operations,23,Technical Consultation,oled signage,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +17245,1.0,/ القاهره / Egypt,AS,,47045,End Customer,Enterprise,,,,,purchasing,26,Quotation or Purchase Consultation,,,,/ القاهره / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +11683,0.0,/ / India,ID,,19553,,Enterprise,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +12809,0.75,/ Jawa Tengah / Indonesia,AS,,34933,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,/ Jawa Tengah / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,723,0 +20729,0.0,/ / Peru,ID,0.25,14365,,Enterprise,0.0,,,,support,3,,,,,/ / Peru,none,LGEPR,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,258,0 +6848,0.25,PO Box 954 30 Main St / MA / United States,AS,,35056,,SMB,1.0,,,,,301,Product Information,,,,PO Box 954 30 Main St / MA / United States,none,LGEUS,,0,0,,,,,731,0 +199,1.0,/ Trier / Germany,ID,0.0199004975124378,32464,Solution Eco-Partner,SMB,,1.0,,1.0,marketing,1048,Quotation or Purchase Consultation,led signage,Compact Series,,/ Trier / Germany,ceo/founder,LGEDG,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326,1 +11264,1.0,/ Kanpur / India,ID,,7546,,Enterprise,3.0,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +197,1.0,/ / Argentina,ID,0.0749486652977412,30648,,SMB,8.0,1.0,,1.0,purchasing,6,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,1 +9521,1.0,/ Rochester / United States,ID,0.8333333333333334,30310,Specifier/ Influencer,SMB,,,,,arts and design,78,Quotation or Purchase Consultation,video wall signage,VM5E Series,55VM5E-A,/ Rochester / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,371,1 +10801,0.75,/ / Colombia,ID,0.0749486652977412,27160,,Enterprise,,1.0,,1.0,operations,36,Technical Consultation,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 +5711,0.5,/ São paulo / Brazil,AS,,46085,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +14966,0.5,/ Santiago de Chile / Chile,AS,,22507,End Customer,Enterprise,,,,,engineering,3,,multi-split,,,/ Santiago de Chile / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +17650,1.0,//Mexico,ID,0.0806916426512968,33240,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +17143,0.75,/Santiago /Chile,AS,,19927,Specifier/ Influencer,Enterprise,1.0,,,,others,3,,etc.,,,/Santiago /Chile,others,LGECL,less than 3 months,0,0,,,,,100,0 +11732,0.0,/ / India,ID,,27036,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +8228,0.75,/ Faridabad / India,ID,0.0311958405545927,36887,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Faridabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +5122,0.5,/São Paulo/Brazil,AS,,24644,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +8583,1.0,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",IT,0.1818181818181818,1296,End Customer,SMB,,,,,healthcare services,89,Quotation or Purchase Consultation,monitor,,,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",manager,LGEEG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,780,0 +19162,1.0,/ / Brazil,ID,0.0538922155688622,16521,Channel Partner,Enterprise,,,,,administrative,72,Quotation or Purchase Consultation,oled signage,,,/ / Brazil,partner,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,572,0 +14676,0.25,/ / Brazil,AS,,31626,,SMB,,,,,,27,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +13567,0.0,/ Patna / India,AS,,11703,Specifier/ Influencer,SMB,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672,0 +16039,0.0,"2040 Buda?rs, Vas?t utca 9. / / Hungary",AS,,16705,Channel Partner,SMB,244.0,,,,,3,,control,,,"2040 Buda?rs, Vas?t utca 9. / / Hungary",none,LGEMK,,0,0,,,,,960,1 +8484,0.75,/ Modinagar / India,ID,0.0833333333333333,38317,Channel Partner,Enterprise,,,,,engineering,62,Request for Partnership,video wall signage,VL5F Series,55VL5F-A,/ Modinagar / India,director,LGEIL,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174,0 +6550,0.25,/ Benin City / Nigeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Benin City / Nigeria,none,LGEAF,,0,0,,,,,114,0 +16640,0.25,via san vito / Campania / Italy,AS,,40407,End Customer,SMB,0.0,,,,,3,,vrf,,,via san vito / Campania / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 +19611,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,114,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,0 +13851,0.5,/ São Paulo / Brazil,AS,,14584,,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +15457,0.5,/Hồ Chí Minh/Vietnam,AS,,19064,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,vrf,,,/Hồ Chí Minh/Vietnam,intern,LGEVH,,0,0,,,,,759,0 +2661,1.0,/ / U.A.E,ID,,2114,End Customer,SMB,0.0,,,,engineering,85,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +7868,0.25,Cloud IT / / United States,IT,,19077,,SMB,,,,,,214,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 +3826,1.0,/ PP / Cambodia,AS,,29711,End Customer,SMB,,,,,engineering,77,Quotation or Purchase Consultation,vrf,,,/ PP / Cambodia,ceo/founder,LGETH,3 months ~ 6 months,0,0,,,,,736,0 +20519,1.0,/ BRASIL / Brazil,AS,,20144,End Customer,Enterprise,,,,,entrepreneurship,111,Quotation or Purchase Consultation,single-split,,,/ BRASIL / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,97,0 +9136,0.75,/ Quezon City / Philippines,AS,0.0227272727272727,9538,Specifier/ Influencer,SMB,28.0,,,,engineering,19,,vrf,"VRF,Multi-Split,Single-Split",,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,46,1 +8474,1.0,/Sydney/Australia,AS,,31185,,SMB,,,,,healthcare services,202,Usage or Technical Consultation,vrf,,,/Sydney/Australia,manager,LGEAP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,LTC(Long-Term Care),139,1 +2327,1.0,/ / Egypt,ID,,19052,End Customer,SMB,,,,,consulting,45,Quotation or Purchase Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +20466,0.0,4814 N 113Th St Hospitality / Omaha / United States,ID,,7241,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,4814 N 113Th St Hospitality / Omaha / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +5051,0.5,/ São Paulo / Brazil,AS,,40511,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 +3819,1.0,/ São Paulo / Brazil,AS,,7750,,Enterprise,,,,,others,1,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +6649,0.25,6693 Lynx lane / MT / United States,AS,,28852,,SMB,,,,,,180,Services,,,,6693 Lynx lane / MT / United States,none,LGEUS,,0,0,,,,,730,0 +16002,0.25,/ Zaječar / Serbia,AS,,1790,Specifier/ Influencer,Enterprise,,,,,,3,,heating,,,/ Zaječar / Serbia,ceo/founder,LGEMK,,0,0,,,,,766,0 +11108,0.5,8001 Development Dr. Medical / Morrisville / United States,IT,0.0434782608695652,25217,,Enterprise,,,1.0,1.0,information technology,3,Usage or Technical Consultation,,,,8001 Development Dr. Medical / Morrisville / United States,manager,LGEUS,,0,0,0.0030792876608617,,corporate / office,,375,1 +18580,0.0,/ / Peru,ID,0.0327868852459016,28288,,Enterprise,3.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +379,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +18357,0.0,/ / Peru,ID,0.0327868852459016,9317,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +8722,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,44,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,10,1 +20508,1.0,/ / France,IT,,26606,End Customer,SMB,,,1.0,1.0,administrative,291,Quotation or Purchase Consultation,monitor,,,/ / France,manager,LGEFS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,474,0 +4681,0.25,/ Surat / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,etc.,,,/ Surat / India,none,LGEIL,,0,0,,,,,77,0 +16765,0.25,via Vittorio Veneto 95/B / Tombolo / Italy,AS,,13782,Specifier/ Influencer,Enterprise,1.0,,,,support,3,,vrf,,,via Vittorio Veneto 95/B / Tombolo / Italy,others,LGEIS,,0,0,,,,,341,0 +1193,1.0,/ Dubai / U.A.E,ID,0.075,13360,End Customer,Enterprise,,1.0,,1.0,business development,271,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,ceo/founder,LGEGF,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,227,0 +3398,1.0,/ Aurangabad / India,ID,,41978,,Enterprise,,,,,business development,2,Technical Consultation,interactive signage,,,/ Aurangabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +15112,0.5,/ Santiago / Chile,AS,,2404,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +2683,1.0,/ / U.A.E,ID,,40750,End Customer,SMB,,,,,consulting,42,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +4737,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +3232,0.5,/ /,ID,,45804,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586,1 +8506,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,0 +19141,0.75,/ Concepción / Chile,IT,0.3333333333333333,26251,End Customer,SMB,,,,,business development,138,Quotation or Purchase Consultation,projector,,,/ Concepción / Chile,c-level executive,LGECL,,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,982,1 +9466,1.0,/ / Afghanistan,ID,,5371,End Customer,Enterprise,,,,,information technology,428,Technical Consultation,interactive signage,LG CreateBoard,55TR3DK-BM,/ / Afghanistan,manager,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,308,0 +16660,0.25,Via dei Marrucini 14 / Roma / Italy,AS,,8379,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,Via dei Marrucini 14 / Roma / Italy,partner,LGEIS,,0,0,,,,,341,0 +15526,0.5,/ Mty / Mexico,AS,,37914,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Mty / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +333,0.25,/ / Brazil,ID,0.0749486652977412,869,,SMB,51.0,1.0,,1.0,engineering,1,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +19659,1.0,/ / Vietnam,ID,0.1184210526315789,19867,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,1,0.0011827288932506,0.0498402555910543,retail,,324,0 +16078,0.25,2 st Ann pl / NY / United States,AS,,16623,,SMB,,,,,,36,Product Information,,,,2 st Ann pl / NY / United States,none,LGEUS,,0,0,,,,,731,0 +14737,0.25,/ Curitiba / Brazil,AS,,15145,Specifier/ Influencer,Enterprise,0.0,,,,administrative,3,,,,,/ Curitiba / Brazil,partner,LGESP,,0,0,,,,,97,0 +17608,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,1 +1878,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 +13674,0.25,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,AS,,16169,End Customer,SMB,,,,,engineering,47,,,,,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +2884,0.75,1 normal ave / montclair /,ID,,18067,End Customer,SMB,1.0,,,,,311,Quotation or Purchase Consultation,,,,1 normal ave / montclair /,none,LGEUS,less than 3 months,0,0,,,,,360,0 +8036,1.0,/ / United States,ID,0.3333333333333333,19901,End Customer,SMB,,,,,administrative,110,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,manager,LGEUS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),348,0 +4844,0.25,/ 226028 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ 226028 / India,none,LGEIL,,0,0,,,,,22,1 +7699,0.75,/ / United States,IT,,4749,,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 +564,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9629,1.0,/ Doha / Qatar,AS,,2124,End Customer,SMB,,,,,real estate,245,Quotation or Purchase Consultation,single-split,,,/ Doha / Qatar,manager,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,25,0 +399,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +13537,0.0,/ Bhubaneswar / India,AS,,7126,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,672,0 +18312,0.0,/ / Peru,ID,0.0327868852459016,33689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +4101,0.25,"/ Cavite city, Philippines / Philippines",AS,,47466,End Customer,Enterprise,115.0,,,,,81,Quotation or Purchase Consultation,multi-split,,,"/ Cavite city, Philippines / Philippines",none,LGEPH,,0,0,,,,,46,0 +15425,0.25,/ Tlemcen / Algeria,AS,,773,End Customer,Enterprise,,,,,,62,Quotation or Purchase Consultation,multi-split,,,/ Tlemcen / Algeria,none,LGEAS,,0,0,,,,,739,0 +20182,1.0,/foz do iguaçu/Brazil,AS,0.004,26643,End Customer,Enterprise,,,,,purchasing,100,Quotation or Purchase Consultation,single-split,,,/foz do iguaçu/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +16788,1.0,/ San fernando pampanga / Philippines,AS,,37243,End Customer,SMB,48.0,,,,engineering,8,Quotation or Purchase Consultation,chiller,,,/ San fernando pampanga / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59,0 +15291,0.25,Cll: 46#21-27 / BUCARAMANGA / Colombia,AS,,5163,Service Partner,Enterprise,55.0,,,,engineering,3,,vrf,,,Cll: 46#21-27 / BUCARAMANGA / Colombia,others,LGECB,,0,0,,,,,39,0 +1467,1.0,/ / Egypt,ID,,3720,End Customer,Enterprise,5.0,,,,finance,60,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +3571,0.75,/ / United States,ID,,28204,,SMB,,,,,operations,448,Technical Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,373,0 +10764,1.0,//Argentina,ID,0.0749486652977412,9856,Channel Partner,SMB,123.0,1.0,,1.0,operations,63,Quotation or Purchase Consultation,,,,//Argentina,partner,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,345,1 +860,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +8081,0.75,//Mexico,ID,0.0806916426512968,19435,Service Partner,SMB,,,,,product management,235,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Mexico,manager,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),188,0 +5254,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8984,1.0,/ / United States,ID,0.1186440677966101,11976,Channel Partner,SMB,,,,,sales,183,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,348,0 +6004,0.5,/ São Paulo / Brazil,AS,,15099,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8760,1.0,Chesterfield / MI / United States,ID,0.6153846153846154,8874,End Customer,SMB,,,,,community and social services,658,Quotation or Purchase Consultation,led signage,,,Chesterfield / MI / United States,associate/analyst,LGEUS,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,206,0 +8200,1.0,//Panama,ID,0.0327868852459016,31719,End Customer,Enterprise,,,,,education,92,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BM,//Panama,ceo/founder,LGEPS,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,238,1 +13033,1.0,/Buenos Aires /Argentina,AS,,31938,End Customer,Enterprise,,,,,others,41,Others,etc.,,,/Buenos Aires /Argentina,others,LGEAR,less than 3 months,0,0,,,,,742,0 +21247,1.0,//Mexico,ID,0.0422535211267605,41880,,Enterprise,9.0,,,,other,3,Technical Consultation,,,,//Mexico,other,LGEMS,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,189,0 +9722,0.25,6201 Cargo Hold Ave Rm 116 Cloud IT / Jacksonville / United States,IT,,44245,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,6201 Cargo Hold Ave Rm 116 Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +16159,0.25,/ Singapore / Singapore,AS,,41071,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73,0 +7740,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410,0 +8486,1.0,//India,ID,0.0833333333333333,40487,Service Partner,Enterprise,,,,,arts and design,101,Technical Consultation,led signage,Transparent LED Film,LAT140,//India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,174,0 +9712,0.25,3480 Us Hwy 701 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3480 Us Hwy 701 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +19823,0.0,/ / Brazil,ID,0.0732484076433121,12888,,Enterprise,,,,,sales,96,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,279,1 +8752,1.0,/ / United States,ID,0.6153846153846154,8954,End Customer,SMB,,,,,purchasing,207,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Welfare Facilities,556,1 +12013,0.0,/ / Argentina,ID,,10335,Channel Partner,SMB,3.0,,,,,43,,software solution,SuperSign CMS,,/ / Argentina,none,LGEAR,,0,0,,,,,325,0 +17730,1.0,/القليوبيه/Egypt,AS,0.0485436893203883,833,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,vrf,,,/القليوبيه/Egypt,ceo/founder,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Botanical Garden / Green House,51,0 +1766,1.0,/ Delhi / India,ID,,13590,,Enterprise,,,,,entrepreneurship,18,Technical Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +10490,1.0,/ Tegucigalpa / Panama,ID,0.0749486652977412,45670,End Customer,Enterprise,,1.0,,1.0,business development,22,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Tegucigalpa / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,327,0 +4071,0.25,//Philippines,AS,,34491,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,none,LGEPH,,0,0,,,,,47,1 +12587,1.0,/Mazowieckie/Poland,AS,,31192,Specifier/ Influencer,SMB,,,,,support,320,Quotation or Purchase Consultation,single-split,,,/Mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694,0 +13204,0.5,/Manila/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/Manila/Philippines,entry level,LGEPH,,0,0,,,,,0,1 +4992,0.5,/Itatiba/Brazil,AS,,7877,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97,0 +18679,0.0,/ / Peru,ID,0.0327868852459016,20875,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +9293,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +4544,0.25,/ Nuzvid / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,single-split,,,/ Nuzvid / India,none,LGEIL,,0,0,,,,,115,0 +15942,0.5,/ San José / Costa Rica,AS,,14019,End Customer,SMB,,,,,engineering,3,,vrf,,,/ San José / Costa Rica,intern,LGEPS,less than 3 months,0,0,,,,,654,0 +10044,0.25,Cloud IT / / United States,IT,,10849,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +15336,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,137,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103,0 +17658,1.0,/ Buenos Aires / Argentina,ID,0.0806916426512968,13114,End Customer,Enterprise,0.0,,,,others,57,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Buenos Aires / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325,0 +2763,1.0,/ / Türkiye,ID,,14809,End Customer,Enterprise,,,,,consulting,18,Quotation or Purchase Consultation,led signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 +10450,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4788,End Customer,SMB,,1.0,,1.0,information technology,377,Quotation or Purchase Consultation,led signage,,,/ Florianópolis / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,0 +6890,0.25,110 S Center St. / IN / United States,AS,,7492,,SMB,,,,,,343,Product Information,,,,110 S Center St. / IN / United States,none,LGEUS,,0,0,,,,,731,0 +3421,1.0,/ Pune / India,ID,,45277,,Enterprise,4.0,,,,legal,2,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +10876,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +13610,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +1595,1.0,/ Mumbai / India,ID,,39481,,SMB,,,,,business development,19,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +16864,1.0,/ Laguna / Philippines,AS,,46210,End Customer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Laguna / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 +3268,0.5,38128 Jamestown dr / Sterling Heights /,ID,,15674,,Enterprise,,,,,,512,Quotation or Purchase Consultation,,,,38128 Jamestown dr / Sterling Heights /,none,LGEUS,6 months ~ 9 months,0,0,,,,,194,0 +17275,1.0,/Tanta/Egypt,AS,,14047,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,etc.,,,/Tanta/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +4420,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,single-split,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,18,0 +750,0.0,Corporate / /,ID,0.0446428571428571,43167,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +18549,0.0,/ / Peru,ID,0.0327868852459016,9599,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +4338,0.25,/ Hyderabad / India,AS,,38107,End Customer,Enterprise,,,,,,114,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +7184,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,26,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +4321,0.25,/ Jalandhar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ Jalandhar / India,none,LGEIL,,0,0,,,,,95,0 +3508,1.0,/ Udaipur / India,ID,,3077,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 +8415,1.0,/ Zamboanga City / Philippines,AS,,46817,Specifier/ Influencer,Enterprise,,,,,others,61,Trainings,single-split,,,/ Zamboanga City / Philippines,others,LGEPH,less than 3 months,0,0,0.0005719551277132,0.0514705882352941,education,,121,0 +20465,0.0,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,ID,,45583,End Customer,Enterprise,0.0,1.0,,1.0,,3,,hotel tv,,,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +21088,1.0,/ Paraná / Brazil,AS,,31738,End Customer,Enterprise,,,,,others,45,Quotation or Purchase Consultation,multi-split,,,/ Paraná / Brazil,others,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +8396,0.75,/ Firenze / Italy,ID,0.0175438596491228,9792,End Customer,SMB,,,,,program and project management,100,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Firenze / Italy,ceo/founder,LGEIS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,341,1 +16541,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +18589,0.0,/ / Peru,ID,0.0327868852459016,20906,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +1856,1.0,/ / India,ID,,38739,End Customer,SMB,,,,,engineering,50,Quotation or Purchase Consultation,standard signage,webOS UHD Signage,65UL3J-B,/ / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +18773,0.0,/ / Peru,ID,0.0327868852459016,29187,,Enterprise,,,,,information technology,11,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +18155,0.0,/ / Peru,ID,0.0327868852459016,13691,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +9502,1.0,/ BANSWARA / India,ID,,44970,End Customer,Enterprise,,,,,education,58,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ BANSWARA / India,manager,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,173,1 +11067,0.75,//Peru,ID,0.0749486652977412,1306,End Customer,Enterprise,,1.0,,1.0,engineering,3,Other,,,,//Peru,none,LGEPR,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Mining,258,0 +20382,0.0,/ / India,ID,,24146,,Enterprise,,1.0,,1.0,arts and design,8,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,174,0 +20443,0.0,8108 Hallmark Place Hospitality / Gaithersburg / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,8108 Hallmark Place Hospitality / Gaithersburg / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +10839,0.25,/ / Brazil,ID,0.0749486652977412,14079,Channel Partner,SMB,139.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +9007,0.0,/ / India,ID,0.0289256198347107,17028,,Enterprise,,,,,community and social services,1,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Gas Station,174,0 +10200,1.0,/Indaiatuba/Brazil,AS,0.0039370078740157,9535,Specifier/ Influencer,SMB,2.0,,,,engineering,318,Quotation or Purchase Consultation,vrf,,,/Indaiatuba/Brazil,partner,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97,0 +8920,1.0,/Santa Rosa/United States,ID,0.1186440677966101,22393,Channel Partner,SMB,,,,,business development,68,Quotation or Purchase Consultation,oled signage,,,/Santa Rosa/United States,ceo/founder,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,568,0 +10867,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +190,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,0 +6841,0.25,366Scenic Hwy Lawrenceville / GA / United States,AS,,3009,,Enterprise,,,,,,19,Product Information,,,,366Scenic Hwy Lawrenceville / GA / United States,none,LGEUS,,0,0,,,,,731,0 +12936,1.0,/ / Australia,AS,,37584,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,1 +20748,1.0,/Mexico/Mexico,AS,,703,Specifier/ Influencer,Enterprise,,,,,sales,7,Quotation or Purchase Consultation,multi-split,,,/Mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Others,42,0 +11606,0.5,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Hyderabad / India,manager,LGEIL,,0,0,,,,,174,0 +20847,1.0,/ La Cisterna / Chile,ID,0.0476190476190476,8723,End Customer,Enterprise,,,,,operations,39,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ La Cisterna / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,0 +1747,1.0,/ Amritsar / India,ID,,6135,,Enterprise,,,,,administrative,26,Technical Consultation,interactive signage,,,/ Amritsar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +15201,0.25,/ Bogotá / Colombia,AS,,43529,End Customer,Enterprise,,,,,,3,,vrf,,,/ Bogotá / Colombia,associate/analyst,LGECB,,0,0,,,,,39,0 +9552,1.0,/ Rome / Italy,ID,0.025,45034,Channel Partner,SMB,,,,,purchasing,112,Quotation or Purchase Consultation,others,,,/ Rome / Italy,ceo/founder,LGEIS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,843,1 +9935,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3811,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34,0 +7134,1.0,/ Metro Manila / Philippines,AS,,34573,End Customer,SMB,,,,,marketing,3,Quotation or Purchase Consultation,etc.,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +9733,0.25,3570 Bridgewell Court Cloud IT / Fort Myers / United States,IT,,149,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3570 Bridgewell Court Cloud IT / Fort Myers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +19197,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167,1 +12390,0.5,/ Nimbahera / India,AS,,47466,End Customer,Enterprise,19.0,,,,,12,Quotation or Purchase Consultation,etc.,3.0 TR -1 Nos. Cassette,,/ Nimbahera / India,none,LGEIL,,0,0,,,,,48,0 +13796,0.25,/ São Paulo / Brazil,AS,,4025,End Customer,Enterprise,,,,,sales,3,,,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +14064,0.25,/ Recife pe / Brazil,AS,,38000,End Customer,Enterprise,,,,,engineering,3,,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 +3604,1.0,/ Geelong / Australia,AS,,19695,Specifier/ Influencer,SMB,,,,,engineering,130,Quotation or Purchase Consultation,heating,,,/ Geelong / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139,0 +20838,1.0,/ / Panama,ID,0.0476190476190476,23838,End Customer,Enterprise,,,,,engineering,488,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ / Panama,manager,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,192,0 +20878,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,product management,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +1383,1.0,/CHENNAI/India,ID,,33072,,Enterprise,1.0,,,,education,25,Quotation or Purchase Consultation,interactive digital board,,,/CHENNAI/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +1240,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 +15878,0.5,/ Caracas / Venezuela,AS,,21441,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +7076,1.0,/ Taguig city / Philippines,AS,,35699,End Customer,Enterprise,,,,,operations,9,Quotation or Purchase Consultation,single-split,,,/ Taguig city / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,47,0 +5472,0.5,/Blumenau/Brazil,AS,,25263,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Blumenau/Brazil,others,LGESP,,0,0,,,,,97,0 +20963,0.5,2782 Bayview Drive General / Fremont / United States,ID,0.8333333333333334,13276,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,2782 Bayview Drive General / Fremont / United States,none,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,449,1 +10939,0.5,/ / Peru,ID,0.0749486652977412,8706,Channel Partner,SMB,,1.0,,1.0,,129,Request for Partnership,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +4059,0.5,/Ormoc city/Philippines,AS,,31882,End Customer,Enterprise,,,,,engineering,8,Quotation or Purchase Consultation,multi-split,,,/Ormoc city/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +11255,1.0,/ Hariharpara / India,ID,,37399,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,,/ Hariharpara / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +586,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +18289,0.0,/ / Peru,ID,0.0327868852459016,17320,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +206,1.0,/Elmwood Park/United States,ID,0.0446428571428571,3871,End Customer,SMB,,1.0,,1.0,engineering,472,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (NA),/Elmwood Park/United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,332,0 +11230,1.0,/ Nagpur / India,ID,,22802,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +12261,1.0,/mazowieckie/Poland,AS,,4306,Specifier/ Influencer,Enterprise,,,,,engineering,739,Quotation or Purchase Consultation,etc.,,,/mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694,0 +9233,1.0,/ / United States,ID,,12890,End Customer,SMB,,1.0,,1.0,information technology,234,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,333,0 +6942,0.25,Newyork Parkview apartments 22122 / NY / United States,AS,,38937,,Enterprise,,,,,,5,Product Information,,,,Newyork Parkview apartments 22122 / NY / United States,none,LGEUS,,0,0,,,,,731,0 +8420,0.75,/ / United States,IT,,5828,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,projector,,,/ / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,,education,,360,0 +15045,0.5,/ Santiago / Chile,AS,,31549,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +4662,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,27,Quotation or Purchase Consultation,single-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,127,0 +13410,0.25,/ New Delhi / India,AS,,729,End Customer,Enterprise,,,,,program and project management,3,Quotation or Purchase Consultation,,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115,0 +15058,0.5,/ santiago / Chile,AS,,47466,End Customer,Enterprise,16.0,,,,,46,Quotation or Purchase Consultation,multi-split,,,/ santiago / Chile,none,LGECL,less than 3 months,0,0,,,,,728,0 +5484,0.5,/Cachoeiro de Itapemirim/Brazil,AS,,15530,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Cachoeiro de Itapemirim/Brazil,others,LGESP,,0,0,,,,,97,0 +10759,0.25,/ / Peru,ID,0.0749486652977412,13897,End Customer,Enterprise,,1.0,,1.0,,10,,,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +11652,0.5,/Chandugarh/India,ID,,5497,,SMB,,,,,k12 school,3,Quotation or Purchase Consultation,,,,/Chandugarh/India,director,LGEIL,,0,0,,,,,174,0 +7181,1.0,/ Taguig / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,16,Quotation or Purchase Consultation,multi-split,,,/ Taguig / Philippines,entry level,LGEPH,more than a year,0,0,,,,,120,0 +19586,1.0,/Sorocaba/Brazil,ID,0.0732484076433121,34078,End Customer,Enterprise,,,,,marketing,436,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,,/Sorocaba/Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 +7402,1.0,/ Goiás / Rio Verde / Brazil,AS,,27467,Specifier/ Influencer,SMB,,,,,engineering,45,Quotation or Purchase Consultation,vrf,,,/ Goiás / Rio Verde / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +10994,0.25,/ / France,ID,0.0199004975124378,6713,,Enterprise,13.0,1.0,,1.0,others,3,,,,,/ / France,others,LGEFS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,261,0 +18693,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +20028,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,775,0 +8102,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28811,End Customer,SMB,,,,,engineering,185,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353,1 +7125,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +19971,1.0,/ Aparecida - SP / Brazil,AS,0.004,24831,Channel Partner,SMB,,,,,purchasing,62,Quotation or Purchase Consultation,ventilation,,,/ Aparecida - SP / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +5494,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +3759,1.0,/Coimbatore/India,AS,,40850,End Customer,Enterprise,,,,,sales,30,Quotation or Purchase Consultation,vrf,,,/Coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,11,0 +9965,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12117,0.25,/ / Greece,ID,,20649,,SMB,,,,,,3,Others,,,,/ / Greece,none,LGEHS,,0,0,,,,,593,0 +16856,1.0,/ makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +11654,0.5,/ Noida / India,ID,,25094,,Enterprise,,,,,consulting,3,Technical Consultation,interactive signage,,,/ Noida / India,director,LGEIL,,0,0,,,,,174,1 +9753,0.25,12044 Shadowbrook Lane Cloud IT / Orlando / United States,IT,,25368,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,12044 Shadowbrook Lane Cloud IT / Orlando / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +21265,1.0,/ / Argentina,ID,0.0422535211267605,22520,End Customer,SMB,1.0,,,,engineering,163,Quotation or Purchase Consultation,standard signage,,,/ / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,325,1 +17740,0.5,/ Haelen / Belgium,AS,,31865,Specifier/ Influencer,SMB,,,,,,89,Quotation or Purchase Consultation,,,,/ Haelen / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,772,0 +9582,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +9453,0.25,W126 N7449 Flint Drive Menomonee Falls VA,IT,0.5,25236,End Customer,SMB,,,,,,51,Quotation or Purchase Consultation,cloud device,,,W126 N7449 Flint Drive Menomonee Falls VA,none,LGEUS,,0,0,0.0002153634176709,,factory,Manufacturing Factory / Plant,375,1 +11088,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,1 +20199,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,920,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97,0 +11076,1.0,/ Córdoba / Argentina,ID,0.0749486652977412,29857,End Customer,SMB,,1.0,,1.0,administrative,923,Quotation or Purchase Consultation,standard signage,,,/ Córdoba / Argentina,associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325,1 +7027,0.25,199 quarry road / SC / United States,AS,,15878,,Enterprise,42.0,,,,,121,Others,,,,199 quarry road / SC / United States,none,LGEUS,,0,0,,,,,731,0 +16073,0.25,9942 State Road 52 Hudson FL 34669 / FL / United States,AS,,28206,,SMB,,,,,,66,Product Information,,,,9942 State Road 52 Hudson FL 34669 / FL / United States,none,LGEUS,,0,0,,,,,731,0 +443,0.25,//United States,ID,0.0446428571428571,16225,Channel Partner,SMB,0.0,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +8972,1.0,//United States,ID,0.1186440677966101,47466,End Customer,Enterprise,16.0,,,,other,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,867,0 +10973,0.25,/ Hartford / United States,ID,0.0446428571428571,18216,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hartford / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 +11827,0.5,/ Mumbai / India,ID,,35822,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,others,LGEIL,,0,0,,,,,174,0 +7081,1.0,/ Rizal / Philippines,AS,,26208,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +5949,0.5,/ São Paulo / Brazil,AS,,40436,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +21198,1.0,/ ceara / Brazil,AS,,30926,End Customer,SMB,1.0,,,,engineering,72,Others,etc.,,,/ ceara / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +14717,0.5,/ São José / Brazil,AS,,10354,End Customer,Enterprise,,,,,operations,67,Quotation or Purchase Consultation,vrf,,,/ São José / Brazil,partner,LGESP,,0,0,,,,,97,0 +8001,1.0,/Nottingham/United Kingdom,ID,0.0135135135135135,20752,End Customer,SMB,,,,,purchasing,528,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/Nottingham/United Kingdom,ceo/founder,LGEUK,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,185,0 +10725,1.0,/ RM / Santiago / Chile,ID,0.0749486652977412,17395,End Customer,SMB,,1.0,,1.0,program and project management,147,Quotation or Purchase Consultation,video wall signage,,,/ RM / Santiago / Chile,manager,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580,0 +15625,0.5,/ Yucatán / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,single-split,,,/ Yucatán / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 +20813,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,0 +15312,0.25,/ Manisa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,16,Quotation or Purchase Consultation,multi-split,,,/ Manisa / Türkiye,none,LGETK,,0,0,,,,,103,0 +1496,0.75,//Indonesia,ID,,33851,End Customer,SMB,,,,,information technology,116,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,43UH5J-H,//Indonesia,none,LGEIN,less than 3 months,0,0,,,,,362,1 +296,1.0,/ / Saudi Arabia,ID,0.075,24777,End Customer,SMB,,1.0,,1.0,consulting,79,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,295,1 +20665,1.0,/ / Türkiye,ID,0.1136363636363636,20415,End Customer,Enterprise,,,,,human resources,48,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Türkiye,associate/analyst,LGETK,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,285,0 +2331,1.0,/ / Egypt,ID,,7413,End Customer,SMB,,,,,information technology,30,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +533,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +21050,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 +3347,0.75,/Toulouse/France,ID,,34414,Service Partner,SMB,,,,,arts and design,171,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/Toulouse/France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,354,0 +19430,1.0,/ Barra Velha/SC / Brazil,AS,0.0037878787878787,44856,End Customer,SMB,0.0,,,,support,164,Quotation or Purchase Consultation,,,,/ Barra Velha/SC / Brazil,intern,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,1 +13168,1.0,/ / Vietnam,AS,,46911,End Customer,SMB,,,,,engineering,47,Quotation or Purchase Consultation,vrf,,,/ / Vietnam,associate/analyst,LGEVH,more than a year,0,0,,,,,759,0 +1688,1.0,/ Mumbai / India,ID,,13692,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,0 +19154,0.25,/ test city / United States,IT,0.6428571428571429,310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,Radiology,/ test city / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,,194,0 +2458,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,1 +12939,1.0,/Abudhabi /U.A.E,AS,,11536,Specifier/ Influencer,SMB,,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/Abudhabi /U.A.E,associate/analyst,LGEGF,9 months ~ 1 year,0,0,,,,,626,0 +8488,1.0,/ St Albans / Australia,ID,,45823,End Customer,SMB,,,,,information technology,156,Quotation or Purchase Consultation,hospital tv,,,/ St Albans / Australia,trainee,LGEAP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,553,0 +17565,0.75,//Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,,137,Quotation or Purchase Consultation,,,,//Germany,none,LGEDG,less than 3 months,0,0,,,,,428,1 +12459,1.0,/ บุรีรัมย์ / Thailand,AS,,47330,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ บุรีรัมย์ / Thailand,manager,LGETH,less than 3 months,0,0,,,,,1026,0 +13194,0.5,/Makati City/Philippines,AS,,35824,End Customer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,,,,/Makati City/Philippines,manager,LGEPH,,0,0,,,,,0,1 +12601,0.75,/ Bolivar / Colombia,AS,,16807,End Customer,SMB,,,,,,179,Quotation or Purchase Consultation,multi-split,,,/ Bolivar / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 +15023,0.5,/ Santiago / Chile,AS,,10352,Specifier/ Influencer,Enterprise,,,,,others,3,,single-split,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 +1660,1.0,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,arts and design,22,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4733,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,141,Quotation or Purchase Consultation,etc.,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +16042,0.25,Sremska 4a / Beograd / Serbia,AS,,44570,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,Sremska 4a / Beograd / Serbia,partner,LGEMK,,0,0,,,,,766,0 +10729,0.75,/ / Colombia,ID,0.0749486652977412,37567,,SMB,,1.0,,1.0,others,8,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,1 +841,0.25,Corporate / /,ID,0.0446428571428571,30420,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +9755,0.25,1701 Century Center Cv Cloud IT / Memphis / United States,IT,,39423,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cv Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15618,0.5,/ Cdmx / Mexico,AS,,36484,Specifier/ Influencer,Enterprise,,,,,community and social services,3,,vrf,,,/ Cdmx / Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 +8882,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,1 +8979,1.0,/ / United States,ID,0.1186440677966101,31677,End Customer,SMB,,,,,operations,61,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/ / United States,director,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),333,0 +11306,1.0,/ / U.A.E,ID,,4606,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 +12124,1.0,/Cebu City/Philippines,ID,,24985,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,268,0 +8529,0.25,/ Colorado Springs / United States,ID,,32063,,SMB,,,,,,26,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Colorado Springs / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 +6604,0.25,/ COUPEVILLE / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,29,Quotation or Purchase Consultation,heating,,,/ COUPEVILLE / United States,none,LGEUS,,0,0,,,,,731,0 +9467,0.5,/ Vadodara / India,ID,0.3333333333333333,30060,End Customer,SMB,,,,,operations,36,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/ Vadodara / India,none,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,166,1 +3741,1.0,/ Bareilly / India,AS,,12249,End Customer,SMB,,,,,marketing,35,Quotation or Purchase Consultation,etc.,,,/ Bareilly / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,734,0 +2867,1.0,/ / Hungary,ID,,46873,Channel Partner,SMB,,,,,others,561,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Hungary,ceo/founder,LGEMK,less than 3 months,0,0,,,,,158,0 +17516,0.25,/ / Germany,IT,,7594,End Customer,Enterprise,0.0,,,,sales,3,,,,,/ / Germany,manager,LGEDG,,0,0,,,,,428,0 +21308,1.0,/JAKARTA SELATAN/Indonesia,AS,,33877,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,etc.,,,/JAKARTA SELATAN/Indonesia,others,LGEIN,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,965,0 +5564,0.5,/ Mairiporã-SP / Brazil,AS,,25988,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Mairiporã-SP / Brazil,others,LGESP,,0,0,,,,,97,0 +735,0.0,Corporate / /,ID,0.0446428571428571,13395,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +8875,1.0,/ CASCAVEL / Brazil,ID,0.0732484076433121,25506,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,high brightness signage,,,/ CASCAVEL / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +17345,0.75,/ / Peru,AS,,14402,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Peru,associate/analyst,LGEPR,9 months ~ 1 year,0,0,,,,,125,0 +2582,1.0,/ / India,ID,,44392,End Customer,SMB,,,,,engineering,62,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / India,vice president,LGEIL,less than 3 months,0,0,,,,,145,0 +17158,1.0,/ Mazowieckie warszawa / Poland,AS,,33394,Specifier/ Influencer,Enterprise,2.0,,,,product management,48,Usage or Technical Consultation,control,,,/ Mazowieckie warszawa / Poland,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694,0 +5171,0.5,/SAO PAULO/Brazil,AS,,24546,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/SAO PAULO/Brazil,others,LGESP,,0,0,,,,,97,0 +20994,0.0,/ / Spain,ID,0.025,33459,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +11977,0.25,/ / Brazil,ID,,8163,,SMB,,,,,,378,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,480,0 +19927,1.0,/ Mallet / Brazil,ID,0.0732484076433121,8186,End Customer,SMB,,,,,information technology,211,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Mallet / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279,1 +14303,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97,0 +19627,1.0,/ Bogotá / Colombia,ID,0.0732484076433121,25601,End Customer,Enterprise,,,,,administrative,104,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,55XS2E,/ Bogotá / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187,1 +11929,0.0,/ / Brazil,ID,,40804,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +2456,0.75,/ / Saudi Arabia,ID,,46578,Specifier/ Influencer,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 +9254,0.25,/ Nashville / United States,ID,,44376,,SMB,,1.0,,1.0,,47,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Nashville / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,566,1 +15900,0.5,/ San José / Costa Rica,AS,,1927,Channel Partner,SMB,24.0,,,,engineering,3,,vrf,,,/ San José / Costa Rica,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +3144,0.5,/ / U.A.E,ID,,32424,End Customer,SMB,,,,,marketing,43,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / U.A.E,manager,LGEGF,,0,0,,,,,308,0 +821,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +19123,1.0,/ / Poland,IT,0.2307692307692307,23019,End Customer,SMB,,,,,healthcare services,68,Quotation or Purchase Consultation,monitor,,,/ / Poland,others,LGEPL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,800,0 +21217,1.0,/ / Poland,IT,,21302,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,monitor,,,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,800,0 +18322,0.0,/ / Peru,ID,0.0327868852459016,43119,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +20248,1.0,/ Bolívar / Colombia,AS,0.004,395,End Customer,Enterprise,16.0,,,,administrative,219,Quotation or Purchase Consultation,vrf,,,/ Bolívar / Colombia,ceo/founder,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,699,0 +8144,0.25,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375,1 +33,0.75,/ BOGOTA / Colombia,AS,0.0039370078740157,9192,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ BOGOTA / Colombia,director,LGECB,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39,0 +3324,0.25,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,ID,,41470,,SMB,,,,,,163,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,none,LGEUS,,0,0,,,,,310,1 +3272,0.5,/ FT HUACHUCA /,ID,,44233,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,0 +15423,0.25,/ Ain mlila / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ain mlila / Algeria,none,LGEAS,,0,0,,,,,739,0 +10882,0.25,/ / Brazil,ID,0.0749486652977412,24619,Solution Eco-Partner,SMB,26.0,1.0,,1.0,operations,3,,,,,/ / Brazil,others,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +18887,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,37033,End Customer,SMB,,,,,marketing,134,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ Rio de Janeiro / Brazil,director,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,,480,1 +56,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,17506,Specifier/ Influencer,Enterprise,,,,,engineering,108,Quotation or Purchase Consultation,multi-split,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,25,0 +18544,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +11014,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,27255,End Customer,SMB,12.0,1.0,,1.0,consulting,159,Quotation or Purchase Consultation,oled signage,,,/ São Paulo / Brazil,c-level executive,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 +3717,0.75,/ Tangeran / Indonesia,AS,,13373,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Tangeran / Indonesia,trainee,LGEIN,9 months ~ 1 year,0,0,,,,,122,0 +2864,0.75,//Argentina,ID,,34597,Service Partner,SMB,1.0,,,,sales,341,Technical Consultation,one:quick series,One:Quick Works,55CT5WJ,//Argentina,none,LGEAR,less than 3 months,0,0,,,,,325,0 +5093,0.5,/ São Paulo / Brazil,AS,,27354,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8832,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,0 +7497,0.75,/ / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,34,,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +7056,0.25,/ Lisboa / Portugal,AS,,47466,End Customer,Enterprise,105.0,,,,,21,Quotation or Purchase Consultation,etc.,,,/ Lisboa / Portugal,none,LGEPT,,0,0,,,,,769,0 +8365,0.25,/ Glendale / United States,ID,0.3902439024390244,39435,,SMB,,,,,,112,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Glendale / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,868,1 +16695,0.25,Via ardeatina 4 / Anzio / Italy,AS,,22562,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Via ardeatina 4 / Anzio / Italy,others,LGEIS,,0,0,,,,,341,0 +8744,1.0,/ PH / Nigeria,AS,0.0496894409937888,1045,End Customer,Enterprise,,,,,engineering,128,Quotation or Purchase Consultation,single-split,,,/ PH / Nigeria,manager,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,141,0 +20129,1.0,/ Atlantico/barranquilla / Colombia,AS,0.004,24573,Specifier/ Influencer,Enterprise,,,,,administrative,85,Quotation or Purchase Consultation,etc.,,,/ Atlantico/barranquilla / Colombia,ceo/founder,LGECB,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39,0 +10089,0.25,233 South Beaudry Avenue Los Angeles CA,IT,,25855,End Customer,SMB,,,,,,52,Quotation or Purchase Consultation,,,,233 South Beaudry Avenue Los Angeles CA,none,LGEUS,,0,0,2.5889552307882245e-05,,public facility,Others,375,1 +20814,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,0 +10327,1.0,//Philippines,AS,0.0666666666666666,13565,,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,0,1 +16787,0.75,/ / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,product management,3,,,,,/ / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 +10078,0.25,3545 Lakeland Dr Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Dr Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +1543,1.0,/Surat/India,ID,,40267,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Surat/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +115,1.0,/ Singapore / Singapore,AS,,1226,Specifier/ Influencer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,14,0 +19025,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +1540,1.0,/Delhi/India,ID,,27434,,SMB,3.0,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +7336,0.75,/ Depok / Indonesia,AS,,11126,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Depok / Indonesia,partner,LGEIN,more than a year,0,0,,,,,723,0 +8828,0.5,/Mumbai /India,AS,0.0714285714285714,10704,End Customer,Enterprise,3.0,,,,engineering,49,Quotation or Purchase Consultation,etc.,,,/Mumbai /India,manager,LGEIL,,0,0,9.65915660650443e-05,0.0227272727272727,government department,General Government Office,672,0 +2495,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +3709,0.5,/ Bandung / Indonesia,AS,,34053,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +9292,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +2918,0.75,/ Scottsdale / United States,ID,,23204,End Customer,SMB,,,,,real estate,87,Quotation or Purchase Consultation,video wall signage,,,/ Scottsdale / United States,none,LGEUS,more than a year,0,0,,,,,568,1 +10712,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278,1 +15597,0.5,/ Ciudad de México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,engineering,3,,chiller,,,/ Ciudad de México / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 +2283,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 +16498,0.25,"Via di Torricola Nuova, 8 / Roma / Italy",AS,,40407,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,"Via di Torricola Nuova, 8 / Roma / Italy",director,LGEIS,,0,0,,,,,341,1 +18748,0.0,/ / Peru,ID,0.0327868852459016,9962,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +5887,0.5,/ / Brazil,AS,,5436,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +9409,1.0,/ / Italy,ID,0.0416666666666666,4265,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,0 +8216,1.0,/ cdmx / Panama,ID,0.0327868852459016,19479,End Customer,Enterprise,,,,,human resources,2,Others,software solution,,,/ cdmx / Panama,others,LGEMS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,189,0 +20682,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310,0 +12915,0.5,/ / Brazil,AS,,19823,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,97,0 +20387,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +2212,1.0,/ Patna Bihar / India,ID,,12269,,Enterprise,,,,,education,6,Others,interactive signage,,,/ Patna Bihar / India,others,LGEIL,less than 3 months,0,0,,,,,164,0 +20073,1.0,/ MG / Brazil,AS,0.004,40776,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +17777,0.75,/ Charkhi dadri / India,ID,0.0311958405545927,27468,End Customer,Enterprise,,,,,others,24,Technical Consultation,interactive signage,,,/ Charkhi dadri / India,others,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,165,0 +7962,0.25,36295 Graham Street Education / White Castle / United States,IT,,45884,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,36295 Graham Street Education / White Castle / United States,none,LGEUS,,0,0,,,,,374,0 +15862,0.5,/ San Pedro Sula / Honduras,AS,,35592,Channel Partner,SMB,19.0,,,,engineering,3,,vrf,,,/ San Pedro Sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +2305,1.0,//United Kingdom,ID,,41155,End Customer,SMB,,,,,information technology,261,Quotation or Purchase Consultation,webos,SuperSign CMS,55EF5F-L,//United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185,0 +3786,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,,,,,19,1 +12235,1.0,/ สมุทรปราการ / Thailand,AS,,26160,Specifier/ Influencer,Enterprise,2.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/ สมุทรปราการ / Thailand,ceo/founder,LGETH,more than a year,0,0,,,,,775,0 +1438,1.0,/ / U.A.E,ID,,3766,End Customer,SMB,,,,,information technology,85,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +6955,0.25,4655 Longley Ln Suite 107 / NV / United States,AS,,34239,,SMB,,,,,,169,Product Information,,,,4655 Longley Ln Suite 107 / NV / United States,none,LGEUS,,0,0,,,,,731,0 +3124,0.25,/ Madurai / India,ID,,13855,,Enterprise,,,,,education,9,,,,,/ Madurai / India,partner,LGEIL,,0,0,,,,,149,0 +20546,1.0,/ Hyderabad / India,AS,,44510,End Customer,Enterprise,,,,,real estate,11,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,673,0 +2860,1.0,/ / Egypt,ID,,6199,End Customer,SMB,,,,,arts and design,54,Technical Consultation,oled signage,,,/ / Egypt,director,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +11185,1.0,/Delhi/India,ID,,6045,,Enterprise,,,,,consulting,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +11884,0.5,/Nagpur/India,ID,,37418,,Enterprise,1.0,,,,education,3,Quotation or Purchase Consultation,,,,/Nagpur/India,professor,LGEIL,,0,0,,,,,148,1 +16615,0.5,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,AS,,40491,End Customer,SMB,6.0,,,,,308,Quotation or Purchase Consultation,multi-split,,,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,none,LGEIS,3 months ~ 6 months,0,0,,,,,1033,1 +13191,0.5,/Cavite/Philippines,AS,,9614,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,ceo/founder,LGEPH,,0,0,,,,,83,1 +114,1.0,/ Singapore / Singapore,AS,0.0666666666666666,1226,End Customer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,14,0 +3632,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +9749,0.25,1901 Main St Cloud IT / Columbia / United States,IT,,42196,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1901 Main St Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +6771,0.25,1131 w Custer Pl unit B / CO / United States,AS,,40973,,SMB,,,,,,139,Product Information,,,,1131 w Custer Pl unit B / CO / United States,none,LGEUS,,0,0,,,,,731,0 +8807,0.25,/ Flat Rock / United States,ID,0.6153846153846154,4317,,Enterprise,,,,,,27,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Flat Rock / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,194,0 +2801,1.0,/ / Egypt,ID,,3733,End Customer,SMB,,,,,business development,74,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +13080,0.75,/ Singapore / Singapore,AS,,20304,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,73,0 +5333,0.5,/São Paulo/Brazil,AS,,40415,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +223,1.0,//Hong Kong,ID,0.0843373493975903,44744,End Customer,SMB,,1.0,,1.0,administrative,53,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,//Hong Kong,manager,LGEHK,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,337,1 +7362,1.0,/ HYDERABAD / India,AS,,30249,End Customer,SMB,,,,,administrative,68,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,manager,LGEIL,less than 3 months,0,0,,,,,4,1 +7090,1.0,/ Laguna / Philippines,AS,,11948,End Customer,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,vrf,,,/ Laguna / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +8505,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,0 +6151,0.25,/ Votuporanga / Brazil,AS,,28562,,Enterprise,,,,,others,3,,multi-split,,,/ Votuporanga / Brazil,others,LGESP,,0,0,,,,,97,0 +14825,0.25,/ São Paulo/SP / Brazil,AS,,14890,End Customer,SMB,,,,,education,3,,,,,/ São Paulo/SP / Brazil,others,LGESP,,0,0,,,,,97,0 +11948,0.0,/ / Brazil,ID,,46554,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,1 +14424,0.25,/ RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,121,Quotation or Purchase Consultation,multi-split,,,/ RS / Brazil,none,LGESP,,0,0,,,,,97,0 +9612,1.0,/ Jeddah / Saudi Arabia,ID,,6164,End Customer,SMB,,,,,purchasing,64,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Jeddah / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219,0 +19273,1.0,/ Texcoco / Mexico,ID,0.0538922155688622,41289,End Customer,Enterprise,,,,,administrative,87,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ Texcoco / Mexico,partner,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,188,0 +2368,1.0,/ / United States,ID,,38837,End Customer,SMB,2.0,,,,business development,85,Technical Consultation,webos,,,/ / United States,manager,LGEUS,less than 3 months,0,0,,,,,562,1 +18385,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +19619,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +17889,1.0,/ Espinar / Peru,ID,0.0327868852459016,10041,End Customer,Enterprise,,,,,administrative,99,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Espinar / Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,190,0 +16723,0.25,VIALE VOLTURNO 61/A / PARMA / Italy,AS,,27480,End Customer,Enterprise,,,,,,3,,vrf,,,VIALE VOLTURNO 61/A / PARMA / Italy,others,LGEIS,,0,0,,,,,341,0 +17463,0.75,/dolnosląskie/Poland,IT,,31794,End Customer,SMB,,,,,other,424,Quotation or Purchase Consultation,monitor,,,/dolnosląskie/Poland,none,LGEPL,less than 3 months,0,0,,,,,800,0 +9068,1.0,/ / U.A.E,ID,0.0491803278688524,23898,Channel Partner,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,308,0 +20339,1.0,/ PORTO SEGURO BAHIA / Brazil,ID,0.1241217798594847,45220,End Customer,SMB,,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,65EP5G,/ PORTO SEGURO BAHIA / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +19495,0.0,/ / Peru,ID,0.0544217687074829,37585,,SMB,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258,0 +3895,1.0,/ KHOBAR / Saudi Arabia,AS,,2193,Specifier/ Influencer,SMB,,,,,consulting,384,Quotation or Purchase Consultation,multi-split,,,/ KHOBAR / Saudi Arabia,entry level,LGESJ,less than 3 months,0,0,,,,,44,0 +4345,0.25,/ Munger / India,AS,,36411,End Customer,Enterprise,14.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Munger / India,none,LGEIL,,0,0,,,,,600,0 +7676,1.0,/ Sharjah / U.A.E,IT,,32008,End Customer,Enterprise,24.0,,,,healthcare services,192,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,780,0 +16275,0.25,"via c. battisti, 3b / mira / Italy",AS,,32215,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"via c. battisti, 3b / mira / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +14440,0.25,/ Rio de janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,etc.,,,/ Rio de janeiro / Brazil,none,LGESP,,0,0,,,,,97,0 +15774,0.0,/ oranienbaum / Germany,AS,,33333,,SMB,,,,,legal,3,,,,,/ oranienbaum / Germany,none,LGEDG,,0,0,,,,,126,1 +17557,0.0,/ Milano / Italy,IT,,21997,,SMB,,,,,sales,3,,,,,/ Milano / Italy,none,LGEIS,,0,0,,,,,571,0 +1285,0.25,Cloud IT / Jersey City / United States,IT,0.0434782608695652,43062,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +18238,0.0,/ / Peru,ID,0.0327868852459016,29308,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +8248,0.25,/ / Australia,ID,0.2142857142857142,7970,End Customer,SMB,,,,,education,14,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +3407,1.0,/Ahemdabad /India,ID,,31621,End Customer,SMB,,,,,purchasing,42,Quotation or Purchase Consultation,hotel tv,,,/Ahemdabad /India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +8951,0.75,/Dubai/U.A.E,ID,0.0491803278688524,21781,Channel Partner,SMB,,,,,information technology,80,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Dubai/U.A.E,none,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,227,1 +20270,1.0,/ Kaarst / Germany,IT,,24295,End Customer,SMB,,,,,,643,Quotation or Purchase Consultation,laptop,,,/ Kaarst / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 +1718,1.0,/ Chandigarh / India,ID,,40344,,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,165,0 +14851,0.5,/ Rio de Janeiro / Brazil,AS,,1057,End Customer,Enterprise,,,,,others,69,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +20428,0.0,Hospitality / / United States,ID,,29721,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +984,0.25,Corporate / /,ID,0.0446428571428571,29592,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +2917,0.75,47 Broad st / ELIZABETH / NJ,ID,,30677,Channel Partner,SMB,,,,,,39,Others,,,,47 Broad st / ELIZABETH / NJ,none,LGEUS,less than 3 months,0,0,,,,,576,0 +1478,1.0,"/ Great Falls, MT / United States",ID,,7069,Specifier/ Influencer,SMB,,,,,arts and design,787,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,"/ Great Falls, MT / United States",manager,LGEUS,3 months ~ 6 months,0,0,,,,,152,0 +4877,0.5,/ / Brazil,AS,,32566,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,manager,LGESP,,0,0,,,,,97,0 +6434,0.25,/ Lydney Gloucestershire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ Lydney Gloucestershire / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +16489,0.25,Via Valassina 89/90 / Paderno Dugnano / Italy,AS,,40129,Specifier/ Influencer,SMB,,,,,program and project management,3,,vrf,,,Via Valassina 89/90 / Paderno Dugnano / Italy,entry level,LGEIS,,0,0,,,,,341,1 +5205,0.5,/ Sao Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +2707,1.0,/ RAK / U.A.E,ID,,3743,End Customer,SMB,,,,,information technology,38,Quotation or Purchase Consultation,interactive signage,,,/ RAK / U.A.E,director,LGEGF,less than 3 months,0,0,,,,,219,0 +7522,0.75,/ Sohsg / Egypt,AS,,47101,,Enterprise,,,,,accounting,3,,,,,/ Sohsg / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 +19929,1.0,/ Santiago de Chile / Chile,ID,0.0732484076433121,3303,Specifier/ Influencer,Enterprise,,,,,purchasing,22,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,LSBA039,/ Santiago de Chile / Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,580,1 +3215,0.25,/ / United States,ID,,34532,,SMB,,,,,,208,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,556,1 +1999,1.0,/Dhamnod Dhar M.P/India,ID,,45095,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive digital board,,,/Dhamnod Dhar M.P/India,director,LGEIL,more than a year,0,0,,,,,174,0 +17949,0.0,/ / India,ID,0.0311958405545927,9624,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +614,0.25,Corporate / /,ID,0.0446428571428571,27522,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17299,1.0,/Querétaro /Mexico,AS,,44660,End Customer,Enterprise,,,,,operations,78,Quotation or Purchase Consultation,vrf,,,/Querétaro /Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +21303,1.0,/San Julian/Argentina,ID,0.0422535211267605,30009,End Customer,SMB,0.0,,,,business development,228,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/San Julian/Argentina,partner,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,325,1 +4947,0.5,/ / Brazil,AS,,45263,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +8908,1.0,/ / Argentina,ID,0.0732484076433121,5442,,SMB,1.0,,,,administrative,9,Quotation or Purchase Consultation,standard signage,UH5F Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,1 +20496,1.0,/ Cuiaba / Brazil,ID,0.1241217798594847,6943,End Customer,Enterprise,,1.0,,1.0,finance,21,Quotation or Purchase Consultation,pro:centric,Hotel Quick Menu,,/ Cuiaba / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +15501,0.25,/ القاهرة / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,etc.,,,/ القاهرة / Egypt,none,LGEEG,,0,0,,,,,56,0 +8255,0.25,/ / Australia,ID,0.2142857142857142,42426,End Customer,SMB,,,,,program and project management,28,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +15762,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +14876,0.25,/ Recife / Brazil,AS,,30384,,SMB,,,,,operations,3,,,,,/ Recife / Brazil,others,LGESP,,0,0,,,,,97,0 +13657,0.5,/ Indaiatuba SP / Brazil,AS,,41166,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Indaiatuba SP / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +14935,0.5,/กรุงเทพฯ/Thailand,AS,,38497,,Enterprise,9.0,,,,others,3,Quotation or Purchase Consultation,etc.,,,/กรุงเทพฯ/Thailand,others,LGETH,,0,0,,,,,753,0 +12947,0.75,/ Rancagua / Chile,AS,,42542,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Rancagua / Chile,ceo/founder,LGECL,3 months ~ 6 months,0,0,,,,,124,0 +7526,0.25,/ / Egypt,AS,,9801,,Enterprise,,,,,,1,,,,,/ / Egypt,none,LGEEG,,0,0,,,,,51,0 +15535,0.5,/ guadalajara / Mexico,AS,,33709,Specifier/ Influencer,SMB,12.0,,,,engineering,3,,vrf,,,/ guadalajara / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +19159,1.0,/fusagasuga/Colombia,IT,0.3333333333333333,16821,End Customer,SMB,,,,,administrative,42,Request for Distributorship,monitor,,,/fusagasuga/Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,0 +88,0.75,/ ujjain / India,AS,0.0888888888888888,47466,End Customer,Enterprise,19.0,,,,,35,Quotation or Purchase Consultation,vrf,,,/ ujjain / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Agriculture,137,0 +6910,0.25,PO Box 1025 / CA / United States,AS,,36379,,SMB,,,,,,254,Product Information,,,,PO Box 1025 / CA / United States,none,LGEUS,,0,0,,,,,731,0 +19201,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25714,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572,1 +2605,1.0,/ ongole / India,ID,,1029,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ ongole / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +6947,0.25,19 Picadlly Rd Hampstead / NH / United States,AS,,5910,,Enterprise,,,,,,42,Product Information,,,,19 Picadlly Rd Hampstead / NH / United States,none,LGEUS,,0,0,,,,,731,0 +19843,0.25,/ / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,108,Request for Partnership,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +6769,0.25,350 Guthrie rd. / PA / United States,AS,,7337,,SMB,1.0,,,,,142,Product Information,,,,350 Guthrie rd. / PA / United States,none,LGEUS,,0,0,,,,,731,0 +15871,0.5,/ Guayaquil / Ecuador,AS,,31864,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Guayaquil / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +17822,1.0,/ / United Kingdom,ID,0.0175438596491228,24169,End Customer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/ / United Kingdom,ceo/founder,LGEUK,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,185,0 +1182,0.75,/ / Hong Kong,ID,0.0843373493975903,42887,End Customer,SMB,,1.0,,1.0,sales,217,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 +15335,0.25,/ Aydın kuşadası / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,25,Quotation or Purchase Consultation,heating,,,/ Aydın kuşadası / Türkiye,none,LGETK,,0,0,,,,,103,0 +4050,0.5,/Ormoc/Philippines,AS,,14517,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 +8395,0.75,/ Firenze / Italy,ID,0.0175438596491228,9792,End Customer,SMB,,,,,program and project management,100,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Firenze / Italy,ceo/founder,LGEIS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,341,1 +7960,0.25,100 E Cameron Ave Education / Chapel Hill / United States,IT,,43755,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,100 E Cameron Ave Education / Chapel Hill / United States,none,LGEUS,,0,0,,,,,374,0 +8492,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,0 +7608,1.0,/ Singapore / Singapore,AS,,17628,Specifier/ Influencer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,chiller,,,/ Singapore / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73,0 +1283,0.25,14058 Mirabella Dr Education / Herriman / United States,IT,0.0434782608695652,16431,,SMB,,,1.0,1.0,,133,Quotation or Purchase Consultation,,,,14058 Mirabella Dr Education / Herriman / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 +1812,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,0 +304,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356,1 +10265,1.0,/ Leon / Mexico,AS,0.0039370078740157,16627,Specifier/ Influencer,SMB,,,,,engineering,143,Trainings,vrf,,,/ Leon / Mexico,director,LGEMS,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 +21258,1.0,/ / Mexico,ID,0.0422535211267605,37894,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,189,0 +10014,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4892,0.5,/São Paulo/Brazil,AS,,11463,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,manager,LGESP,,0,0,,,,,97,0 +9579,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +17079,1.0,/ Doha / Qatar,AS,,16340,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 +8699,1.0,/Gauteng/South Africa,AS,0.0496894409937888,30323,,SMB,,,,,real estate,42,Quotation or Purchase Consultation,multi-split,,,/Gauteng/South Africa,ceo/founder,LGESA,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,26,1 +10191,1.0,/Brasilia/DF/Brazil,AS,0.0039370078740157,40333,,SMB,,,,,administrative,181,Quotation or Purchase Consultation,single-split,,,/Brasilia/DF/Brazil,manager,LGESP,9 months ~ 1 year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 +9748,0.25,1201 W. Peachtree St Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 W. Peachtree St Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8978,1.0,4015 RED BANK RD /CINCINNATI/United States,ID,0.1186440677966101,42242,End Customer,SMB,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,4015 RED BANK RD /CINCINNATI/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,194,0 +2742,1.0,/ / South Africa,ID,,5775,End Customer,SMB,,,,,purchasing,52,Technical Consultation,led signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 +6475,0.25,/ Qalubia / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,301,Quotation or Purchase Consultation,multi-split,,,/ Qalubia / Egypt,none,LGEEG,,0,0,,,,,56,0 +19391,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,32776,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 +8429,0.25,//United States,IT,,24110,,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0005719551277132,,education,Higher Education (College & University),438,1 +5629,0.5,/ São Paulo / Brazil,AS,,10811,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +21340,1.0,/ New York / Mexico,AS,0.04,13831,End Customer,Enterprise,,,,,education,7,Services,ventilation,,,/ New York / Mexico,trainee,LGEMS,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42,0 +3265,0.5,/ /,ID,,45222,Channel Partner,SMB,,,,,,372,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,1 +7593,1.0,/ JEDDAH / Saudi Arabia,AS,,37714,End Customer,SMB,,,,,engineering,91,Product Information,vrf,,,/ JEDDAH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13,1 +20451,0.0,Hospitality / / United States,ID,,20019,End Customer,SMB,4.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +13635,0.5,/ Rio de Janeiro / Brazil,AS,,14567,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +8830,1.0,/LUCKNOW/India,AS,0.0714285714285714,12627,Specifier/ Influencer,Enterprise,2.0,,,,others,225,Quotation or Purchase Consultation,etc.,,,/LUCKNOW/India,others,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,Military,22,1 +8503,1.0,/ New Delhi / India,ID,0.0833333333333333,28737,End Customer,SMB,2.0,,,,information technology,85,Quotation or Purchase Consultation,led signage,Premium Slim Series,LBS062DA4-V,/ New Delhi / India,manager,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174,0 +12308,1.0,/ Doral / El Salvador,AS,,35312,Specifier/ Influencer,Enterprise,,,,,engineering,3,Trainings,vrf,,,/ Doral / El Salvador,ceo/founder,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 +893,0.25,Corporate / /,ID,0.0446428571428571,27164,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +8993,1.0,/ / Maldives,ID,0.1184210526315789,2449,End Customer,SMB,,,,,others,81,Quotation or Purchase Consultation,led signage,,LTAK140-GV,/ / Maldives,others,LGESL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,298,0 +20747,1.0,/ha noi/Vietnam,AS,1.0,45049,,SMB,,,,,engineering,309,Quotation or Purchase Consultation,chiller,,,/ha noi/Vietnam,others,LGEVH,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Energy Storage & Saving,760,1 +19954,1.0,/ / Mexico,ID,0.0732484076433121,7734,,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,6 months ~ 9 months,0,0,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),189,0 +7373,1.0,/Hyderabad /India,AS,,12844,,SMB,,,,,purchasing,15,Quotation or Purchase Consultation,vrf,,,/Hyderabad /India,director,LGEIL,more than a year,0,0,,,,,4,1 +19645,1.0,/ Bogota / Colombia,ID,0.0732484076433121,21755,End Customer,Enterprise,,,,,operations,34,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,212,0 +9744,0.25,602 Med Tech Parkway Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,602 Med Tech Parkway Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +2414,0.75,4603 N Stahl Park Road Unit 104 / San Antonio /,ID,,19855,Channel Partner,Enterprise,3.0,,,,,91,Quotation or Purchase Consultation,,,,4603 N Stahl Park Road Unit 104 / San Antonio /,none,LGEUS,3 months ~ 6 months,0,0,,,,,335,0 +5192,0.5,/ São Paulo / Brazil,AS,,2372,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +18455,0.0,/ / Peru,ID,0.0327868852459016,9942,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +4132,0.25,/ Cabuyao City Laguna / Philippines,AS,,13380,End Customer,Enterprise,,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Cabuyao City Laguna / Philippines,none,LGEPH,,0,0,,,,,121,0 +8685,1.0,/ Jorhat / India,AS,0.0677966101694915,26555,End Customer,Enterprise,,,,,others,86,Quotation or Purchase Consultation,multi-split,,,/ Jorhat / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7,1 +8103,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28812,End Customer,SMB,,,,,engineering,148,Technical Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353,0 +11967,0.0,/ / Brazil,ID,,4936,,Enterprise,,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +3437,1.0,/ surat / India,ID,,18009,,SMB,,,,,curation,1,Others,interactive signage,,,/ surat / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +19590,1.0,/ são paulo / Brazil,ID,0.0732484076433121,36907,End Customer,SMB,,,,,finance,143,Quotation or Purchase Consultation,led signage,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +20126,1.0,/RJ/Brazil,AS,0.004,107,,Enterprise,16.0,,,,others,65,Quotation or Purchase Consultation,etc.,,,/RJ/Brazil,others,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +6911,0.25,5863 Othello PL / TX / United States,AS,,3702,,SMB,,,,,,169,Product Information,,,,5863 Othello PL / TX / United States,none,LGEUS,,0,0,,,,,731,0 +7472,1.0,/ Cairo / Egypt,AS,,24023,End Customer,Enterprise,,,,,others,6,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 +16020,0.25,/ Beograd / Serbia,AS,,24316,Channel Partner,SMB,,,,,,3,,heating,,,/ Beograd / Serbia,director,LGEMK,,0,0,,,,,766,0 +9768,0.25,Cloud IT / New York / United States,IT,,5701,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +9588,0.25,General / Meridian / United States,ID,0.8333333333333334,25335,,SMB,1.0,,,,,26,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,General / Meridian / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194,0 +11433,1.0,/kalaigaon/India,ID,,6575,,Enterprise,,,,,education,5,Technical Consultation,interactive digital board,,,/kalaigaon/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4541,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 +21176,1.0,/ ES / Brazil,AS,,16655,Specifier/ Influencer,Enterprise,,,,,sales,324,Trainings,etc.,,,/ ES / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +19470,0.5,/ / Peru,ID,0.0544217687074829,24778,,Enterprise,,,,,military and protective services,3,,,,,/ / Peru,none,LGEPR,more than a year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 +18940,0.75,/ São Paulo SP / Brazil,AS,0.0151515151515151,156,Specifier/ Influencer,Enterprise,16.0,,,,engineering,31,,vrf,,,/ São Paulo SP / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,0 +215,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,0 +7920,0.25,//United States,IT,,30777,,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,438,1 +2586,1.0,/ Buxar / India,ID,,42326,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Buxar / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +10053,0.25,3801 Latona Ave Ne Cloud IT / Seattle / United States,IT,,13188,End Customer,SMB,,,,,,20,Quotation or Purchase Consultation,,,,3801 Latona Ave Ne Cloud IT / Seattle / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439,0 +15437,0.5,/ Hồ Chí Minh / Vietnam,AS,,10990,End Customer,Enterprise,,,,,business development,28,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,,0,0,,,,,745,0 +6729,0.25,2046 w grand / IL / United States,AS,,16271,,Enterprise,,,,,,176,Services,,,,2046 w grand / IL / United States,none,LGEUS,,0,0,,,,,731,0 +1287,0.25,Cloud IT / Macungie / United States,IT,0.0434782608695652,24115,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Macungie / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +19320,1.0,/ Belo Horizonte / Brazil,AS,0.0037878787878787,41807,Specifier/ Influencer,SMB,,,,,engineering,56,Quotation or Purchase Consultation,vrf,,,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 +19870,0.5,/ / Peru,ID,0.0732484076433121,29859,,Enterprise,,,,,sales,33,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,258,0 +7369,1.0,/THEKKADY/India,AS,,45925,End Customer,Enterprise,,,,,program and project management,91,Quotation or Purchase Consultation,single-split,,,/THEKKADY/India,director,LGEIL,9 months ~ 1 year,0,0,,,,,34,0 +4374,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,1 +2034,0.75,/ Gurgaon / India,ID,,19784,End Customer,SMB,,,,,engineering,112,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Gurgaon / India,none,LGEIL,less than 3 months,0,0,,,,,315,0 +7926,0.25,//United States,IT,,20943,,SMB,0.0,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,375,1 +6874,0.25,575 Starboard Road Northwest / NC / United States,AS,,32572,,Enterprise,,,,,,168,Product Information,,,,575 Starboard Road Northwest / NC / United States,none,LGEUS,,0,0,,,,,731,0 +8879,1.0,/ / U.A.E,ID,0.0491803278688524,26609,End Customer,Enterprise,,,,,operations,101,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,227,1 +1813,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,0 +18839,0.0,/ / United States,ID,0.3902439024390244,30613,,Enterprise,,,,,education,3,,,,,/ / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194,0 +12424,0.75,/ Maceió / Brazil,AS,,42902,End Customer,Enterprise,,,,,others,3,,chiller,,,/ Maceió / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 +19131,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838,1 +10491,1.0,/ / Hong Kong,ID,0.0843373493975903,39740,End Customer,Enterprise,,1.0,,1.0,others,115,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,337,1 +17204,1.0,/ Hồ Chí Minh / Vietnam,AS,,43539,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +13669,0.5,/ Nova Serrana/MG / Brazil,AS,,12375,End Customer,Enterprise,,,,,others,79,Quotation or Purchase Consultation,,,,/ Nova Serrana/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +9344,1.0,"/ P.O. Box 411, Baysh / Saudi Arabia",AS,0.0202020202020202,1396,End Customer,SMB,,,,,purchasing,116,Quotation or Purchase Consultation,etc.,,,"/ P.O. Box 411, Baysh / Saudi Arabia",c-level executive,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6,1 +16760,0.25,Via Squero 12/1 / Noventa Padovana / Italy,AS,,33003,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,Via Squero 12/1 / Noventa Padovana / Italy,others,LGEIS,,0,0,,,,,341,1 +11090,1.0,/ Santiago / Chile,IT,0.0446428571428571,13912,End Customer,Enterprise,,,1.0,1.0,healthcare services,314,Quotation or Purchase Consultation,monitor,,,/ Santiago / Chile,ceo/founder,LGECL,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Healthcare,982,0 +17073,1.0,/ NSW / Australia,AS,,11276,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138,0 +17748,1.0,/ Bad Homburg / Germany,IT,,44463,Channel Partner,SMB,,,,,,453,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Bad Homburg / Germany,others,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,838,0 +18079,0.25,/ / Vietnam,ID,0.2142857142857142,31529,,Enterprise,,,,,education,3,,interactive signage,,,/ / Vietnam,c-level executive,LGEVH,,0,0,0.0005719551277132,0.048629531388152,education,,324,1 +12431,0.75,/ Campo Grande / Brazil,AS,,10412,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Campo Grande / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 +2128,1.0,/ Maharashtra / India,ID,,12364,,Enterprise,,,,,administrative,16,Quotation or Purchase Consultation,interactive signage,,,/ Maharashtra / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +17823,0.75,/ / Colombia,ID,0.0327868852459016,9584,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 +1649,1.0,/ Fh / India,ID,,16756,,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,interactive signage,,,/ Fh / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +6647,0.25,"190 E Stacy Rd, suite 306-151 / TX / United States",AS,,13237,,SMB,,,,,,772,Services,,,,"190 E Stacy Rd, suite 306-151 / TX / United States",none,LGEUS,,0,0,,,,,730,0 +19710,1.0,/ Sao Paulo / Brazil,ID,0.0732484076433121,23025,End Customer,Enterprise,,,,,healthcare services,66,Quotation or Purchase Consultation,standard signage,,,/ Sao Paulo / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,572,1 +10671,1.0,/ Osório / Brazil,ID,0.0749486652977412,20975,End Customer,Enterprise,0.0,1.0,,1.0,purchasing,627,Technical Consultation,video wall signage,SVM5F Series,55SVM5F-H,/ Osório / Brazil,manager,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480,1 +16932,1.0,/ MG/ Belo Horizonte / Brazil,AS,,15926,Channel Partner,Enterprise,,,,,product management,73,Quotation or Purchase Consultation,etc.,,,/ MG/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 +9761,0.25,Cloud IT / White Plains / United States,IT,,19874,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / White Plains / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +9204,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 +4759,0.25,/Mumbai /India,AS,,26897,Developer,SMB,,,,,,10,Quotation or Purchase Consultation,,,,/Mumbai /India,none,LGEIL,,0,0,,,,,672,0 +4538,0.25,/ Yeddumailaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Yeddumailaram / India,none,LGEIL,,0,0,,,,,115,0 +17751,1.0,/ / Germany,IT,,29901,End Customer,SMB,,,,,others,524,Quotation or Purchase Consultation,laptop,,,/ / Germany,others,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,0 +3656,0.75,/ Talisay / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Talisay / Philippines,trainee,LGEPH,less than 3 months,0,0,,,,,616,1 +12923,1.0,/ Alagoas / Brazil,AS,,29908,End Customer,Enterprise,,,,,administrative,69,Quotation or Purchase Consultation,multi-split,,,/ Alagoas / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +3830,1.0,/ Sohar / Oman,AS,,31441,End Customer,SMB,0.0,,,,sales,2,Quotation or Purchase Consultation,multi-split,,,/ Sohar / Oman,manager,LGEGF,3 months ~ 6 months,0,0,,,,,727,0 +20740,0.5,/ Lima / Peru,AS,,42022,Specifier/ Influencer,SMB,2.0,,,,engineering,7,,chiller,,,/ Lima / Peru,intern,LGEPR,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,125,0 +3814,1.0,/ Eral / India,AS,,34809,End Customer,Enterprise,,,,,others,102,Quotation or Purchase Consultation,multi-split,,,/ Eral / India,others,LGEIL,less than 3 months,0,0,,,,,19,0 +17800,0.75,/ / Brazil,ID,0.0327868852459016,37592,,Enterprise,,,,,others,16,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +7556,0.75,/ / Egypt,AS,,40926,End Customer,Enterprise,,,,,,6,,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +4116,0.25,/ Laguna binan / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,86,Quotation or Purchase Consultation,etc.,,,/ Laguna binan / Philippines,none,LGEPH,,0,0,,,,,46,0 +16025,0.0,/ Kragujevac / Serbia,AS,,14489,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Kragujevac / Serbia,none,LGEMK,,0,0,,,,,766,0 +8274,0.25,/ / Australia,ID,0.2142857142857142,27872,End Customer,SMB,,,,,education,21,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +14996,0.25,/ Santiago / Chile,AS,,37457,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Santiago / Chile,ceo/founder,LGECL,,0,0,,,,,728,0 +20844,1.0,/ Itabira / Brazil,ID,0.0476190476190476,7504,Service Partner,Enterprise,,,,,administrative,323,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Itabira / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 +14580,0.25,/ Rio Claro/SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,225,Quotation or Purchase Consultation,multi-split,,,/ Rio Claro/SP / Brazil,none,LGESP,,0,0,,,,,97,0 +13946,0.5,/ Rio de Janeiro / Brazil,AS,,16083,End Customer,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97,0 +11726,0.0,/ / India,ID,,4421,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +12958,0.75,/ Barranquilla / Colombia,AS,,35955,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,650,0 +18542,0.0,/ / Peru,ID,0.0327868852459016,18416,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +19112,1.0,/ São Paulo / Brazil,ID,0.2692307692307692,39093,End Customer,SMB,1.0,,,,purchasing,207,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572,1 +10005,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3377,1.0,/ Gorakhpur / India,ID,,47466,,Enterprise,4.0,,,,education,59,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,356,0 +2306,1.0,/ London / United Kingdom,ID,,46028,End Customer,SMB,,,,,information technology,96,Quotation or Purchase Consultation,standard signage,UT640S Series,55UT640S (EU),/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185,0 +9938,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +14454,0.25,/ MG / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,54,Quotation or Purchase Consultation,single-split,,,/ MG / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 +19132,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838,1 +405,0.25,Corporate / /,ID,0.0446428571428571,377,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +2544,1.0,/ Delhi / India,ID,,46466,,Enterprise,,,,,entrepreneurship,36,Technical Consultation,interactive signage,,,/ Delhi / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 +3413,1.0,/ Chandigarh / India,ID,,25139,,Enterprise,,,,,education,43,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +11723,0.0,/ / India,ID,,46470,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +17134,1.0,/santiago/Chile,AS,,9190,Specifier/ Influencer,Enterprise,0.0,,,,others,172,Quotation or Purchase Consultation,etc.,,,/santiago/Chile,others,LGECL,less than 3 months,0,0,,,,,124,0 +2907,0.75,/ /,ID,,163,Specifier/ Influencer,SMB,,,,,,126,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,206,0 +8570,1.0,/ BIKANER / India,IT,,28521,End Customer,Enterprise,,,,,healthcare services,36,Quotation or Purchase Consultation,medical display,SURGICAL,27HK510S,/ BIKANER / India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,415,0 +8157,1.0,/ / India,ID,0.0311958405545927,19237,End Customer,SMB,0.0,,,,education,27,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +706,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +8613,0.5,3900 Hoag Dr Medical/Newport Beach/United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,healthcare,140,Quotation or Purchase Consultation,,,,3900 Hoag Dr Medical/Newport Beach/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 +18944,0.75,/ santiago / Chile,AS,0.0151515151515151,43981,End Customer,Enterprise,1.0,,,,operations,3,,vrf,,,/ santiago / Chile,others,LGECL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),728,1 +2993,0.75,/ Corrèze / France,ID,,33524,End Customer,SMB,,,,,engineering,59,Quotation or Purchase Consultation,hotel tv,LT661H Series,32LT661H (EU),/ Corrèze / France,none,LGEFS,less than 3 months,0,0,,,,,474,0 +19091,0.0,/ / Peru,ID,0.2692307692307692,43033,,Enterprise,,,,,healthcare services,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,1 +10379,1.0,/Embu das Artes/Brazil,AS,0.0039370078740157,39564,End Customer,Enterprise,,,,,engineering,58,Trainings,vrf,,,/Embu das Artes/Brazil,partner,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +14714,0.5,/ Campo Grande / Brazil,AS,,25963,Specifier/ Influencer,Enterprise,,,,,administrative,17,Quotation or Purchase Consultation,multi-split,,,/ Campo Grande / Brazil,partner,LGESP,,0,0,,,,,1043,0 +15567,0.5,/ Monterrey / Mexico,AS,,41495,Specifier/ Influencer,Enterprise,,,,,product management,3,,chiller,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +19754,1.0,/ AGUASCALIENTES / Mexico,ID,0.0732484076433121,2266,End Customer,SMB,,,,,operations,350,Quotation or Purchase Consultation,high brightness signage,,,/ AGUASCALIENTES / Mexico,manager,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,0 +19200,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25713,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572,1 +3235,0.5,3113 W Hartnett Ave / Tampa / United States,ID,,23453,Channel Partner,Enterprise,,,,,,55,Quotation or Purchase Consultation,,,,3113 W Hartnett Ave / Tampa / United States,none,LGEUS,less than 3 months,0,0,,,,,310,0 +6174,0.25,/ Porto Alegre / Brazil,AS,,43250,,Enterprise,,,,,others,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97,0 +10130,0.25,//United States,ID,0.4,8776,,SMB,,,,,,17,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,901,1 +14806,0.5,/ Passo fundo RS / Brazil,AS,,14100,,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,/ Passo fundo RS / Brazil,trainee,LGESP,,0,0,,,,,97,0 +19850,0.25,/ Bogota / Colombia,ID,0.0732484076433121,38651,End Customer,SMB,,,,,purchasing,74,,led signage,Compact Series,LAS025DB9-V,/ Bogota / Colombia,ceo/founder,LGECB,,1,1,0.0011827288932506,0.0498402555910543,retail,,344,1 +15909,0.5,/ Panama / Panama,AS,,21321,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,/ Panama / Panama,director,LGEPS,less than 3 months,0,0,,,,,654,0 +4676,0.25,/ Hyderabad / India,AS,,38196,End Customer,Enterprise,,,,,,61,Quotation or Purchase Consultation,ventilation,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +2472,1.0,/Bangalore/India,ID,,19089,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +15160,0.25,/ Wielkopolskie/ Otorowo / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,186,Quotation or Purchase Consultation,heating,,,/ Wielkopolskie/ Otorowo / Poland,none,LGEPL,,0,0,,,,,694,0 +19,1.0,/ Siliguri / India,AS,0.0888888888888888,27479,End Customer,Enterprise,2.0,,,,entrepreneurship,80,Quotation or Purchase Consultation,chiller,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,2,1 +11430,1.0,/ Indore / India,ID,,43064,,Enterprise,,,,,entrepreneurship,26,Quotation or Purchase Consultation,interactive signage,,,/ Indore / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +11614,0.5,/ New Delhi / India,ID,,8418,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +15348,0.25,/ Konya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,41,Quotation or Purchase Consultation,vrf,,,/ Konya / Türkiye,none,LGETK,,0,0,,,,,103,0 +570,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +10991,0.25,/AIX EN PROVENCE/France,ID,0.0199004975124378,9687,End Customer,SMB,,1.0,,1.0,sales,493,Quotation or Purchase Consultation,webos,,,/AIX EN PROVENCE/France,none,LGEFS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,931,1 +17571,1.0,/ / Mexico,ID,0.0806916426512968,29712,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +16667,0.25,"Via Oratorio,5 / Scandicci / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,engineering,3,,vrf,,,"Via Oratorio,5 / Scandicci / Italy",partner,LGEIS,,0,0,,,,,341,1 +21158,1.0,/ DF / Brazil,AS,,28325,End Customer,SMB,1.0,,,,engineering,99,Others,vrf,,,/ DF / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +3660,1.0,/ Lemery iloilo / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ Lemery iloilo / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 +1081,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +9643,1.0,/ Riaydh / Saudi Arabia,AS,,32324,End Customer,Enterprise,,,,,others,67,Product Information,multi-split,,,/ Riaydh / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,45,0 +21085,1.0,/ Paraná / Brazil,AS,,23650,End Customer,Enterprise,16.0,,,,others,213,Quotation or Purchase Consultation,,,,/ Paraná / Brazil,others,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +3983,0.75,/ Giza / Egypt,AS,,19581,Specifier/ Influencer,Enterprise,1.0,,,,consulting,21,,,,,/ Giza / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51,0 +14322,0.25,/ santarem /pa / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ santarem /pa / Brazil,none,LGESP,,0,0,,,,,97,0 +1530,1.0,/ Amravati / India,ID,,14344,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Amravati / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,0 +17634,0.25,/ / Germany,ID,0.0135135135135135,16497,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Germany,others,LGEDG,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),326,1 +13811,0.5,/ Cuiaba / Brazil,AS,,8592,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Cuiaba / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +4062,0.5,/Ormoc city/Philippines,AS,,31881,End Customer,SMB,,,,,engineering,14,Quotation or Purchase Consultation,multi-split,,,/Ormoc city/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +12845,0.5,/ Bekasi / Indonesia,AS,,26649,Channel Partner,Enterprise,,,,,finance,3,,vrf,,,/ Bekasi / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,955,1 +18479,0.0,/ / Peru,ID,0.0327868852459016,3979,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +3230,0.5,2171 NE 44TH CT / POMPANO BEACH /,ID,,42333,,SMB,,,,,,459,Quotation or Purchase Consultation,,,,2171 NE 44TH CT / POMPANO BEACH /,none,LGEUS,less than 3 months,0,0,,,,,587,1 +2405,0.75,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,ID,,2172,End Customer,SMB,,,,,,239,Quotation or Purchase Consultation,,,,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,none,LGEUS,less than 3 months,0,0,,,,,194,0 +11168,1.0,/Cebu City/Philippines,ID,,25289,,SMB,,,,,other,3,Other,,,,/Cebu City/Philippines,other,LGEPH,less than 3 months,0,0,,,,,268,0 +16515,0.25,Via Gaudenzio Fantoli 25 / Roma / Italy,AS,,20742,End Customer,Enterprise,0.0,,,,others,3,,vrf,,,Via Gaudenzio Fantoli 25 / Roma / Italy,director,LGEIS,,0,0,,,,,341,0 +15819,0.5,/ Caracas / Venezuela,AS,,10428,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Caracas / Venezuela,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +19257,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572,1 +10613,1.0,/ / Vietnam,ID,0.0843373493975903,10996,,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,978,0 +18198,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +3072,0.5,/ / India,ID,,21010,Service Partner,SMB,,,,,business development,79,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / India,ceo/founder,LGEIL,,0,0,,,,,145,0 +15123,0.5,/ Lima / Peru,AS,,32026,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Lima / Peru,others,LGECL,less than 3 months,0,0,,,,,728,0 +19005,1.0,/ Bahia / Salvador / Brazil,AS,0.0681818181818181,20002,End Customer,SMB,,,,,engineering,72,Quotation or Purchase Consultation,vrf,,,/ Bahia / Salvador / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97,0 +3335,0.25,/ / United States,ID,,25675,,Enterprise,,,,,,44,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,194,0 +6567,0.0,/ Beograd / Serbia,AS,,25246,Specifier/ Influencer,Enterprise,,,,,others,14,,,,,/ Beograd / Serbia,none,LGEMK,,0,0,,,,,766,0 +3318,0.0,/ / United States,ID,,30732,,Enterprise,,,,,,226,,interactive signage,TR3DJ Series,65TR3DJ,/ / United States,none,LGEUS,,0,0,,,,,333,0 +13583,0.0,/ Kolkata / India,AS,,35833,End Customer,SMB,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 +669,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +6299,0.25,/ Amman jordan / Australia,AS,,47466,End Customer,Enterprise,115.0,,,,,42,Quotation or Purchase Consultation,control,,,/ Amman jordan / Australia,none,LGEAP,,0,0,,,,,66,0 +16549,0.0,/ / Italy,AS,,33443,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,1 +4416,0.25,/ VISAKHAPATNM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,400,Quotation or Purchase Consultation,multi-split,,,/ VISAKHAPATNM / India,none,LGEIL,,0,0,,,,,116,0 +17858,0.75,/ roussillon / France,ID,0.0175438596491228,26154,End Customer,SMB,,,,,education,362,Technical Consultation,standard signage,UL3G Series,43UL3G-B,/ roussillon / France,none,LGEFS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,261,0 +3700,0.5,/ Surabaya / Indonesia,AS,,11140,Channel Partner,Enterprise,60.0,,,,engineering,11,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +4717,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +10008,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8712,0.25,/ thrissur / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,245,Quotation or Purchase Consultation,vrf,,,/ thrissur / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +5677,0.5,/ Taboão da Serra / Brazil,AS,,38238,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Taboão da Serra / Brazil,others,LGESP,,0,0,,,,,97,0 +573,0.25,Corporate / /,ID,0.0446428571428571,28134,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9973,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +5280,0.5,/ São Paulo / Brazil,AS,,25665,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8015,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,1 +13438,0.0,/ / India,AS,,42262,End Customer,Enterprise,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +3903,1.0,/ / Philippines,AS,,36129,Specifier/ Influencer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 +9731,0.25,602 Med Tech Parkway Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,602 Med Tech Parkway Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +19568,1.0,"/ Rio Claro, SP / Brazil",ID,0.0732484076433121,17084,End Customer,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,"/ Rio Claro, SP / Brazil",others,LGESP,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,0 +19139,0.75,Salzburger Straße 777/Schladming/Austria,IT,0.2307692307692307,24321,End Customer,SMB,,,,,administrative,582,Quotation or Purchase Consultation,laptop,,,Salzburger Straße 777/Schladming/Austria,none,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,428,1 +329,0.75,/GUWAHATI/India,ID,0.0575342465753424,30581,Solution Eco-Partner,Enterprise,,1.0,,1.0,consulting,71,Quotation or Purchase Consultation,standard signage,,,/GUWAHATI/India,partner,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,174,0 +9431,0.25,/ Denver / United States,ID,,31185,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +6506,0.5,/Helwan /Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,70,Quotation or Purchase Consultation,chiller,,,/Helwan /Egypt,trainee,LGEEG,,0,0,,,,,51,1 +20936,0.0,/ / Peru,ID,0.0476190476190476,9567,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +12688,0.75,/Lima/Peru,AS,,37233,,Enterprise,,,,,engineering,3,,vrf,,,/Lima/Peru,intern,LGEPR,more than a year,0,0,,,,,125,0 +1865,1.0,/ nagpur / India,ID,,34998,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ nagpur / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174,0 +19072,1.0,/Antofagasta/Chile,ID,0.2692307692307692,1645,End Customer,Enterprise,0.0,,,,purchasing,324,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,55VX1D,/Antofagasta/Chile,intern,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,580,1 +4039,0.75,/ Santo Domingo / Dominican Republic,AS,,37886,End Customer,Enterprise,,,,,support,9,,multi-split,,,/ Santo Domingo / Dominican Republic,intern,LGEPS,more than a year,0,0,,,,,654,0 +6357,0.5,//U.A.E,AS,,34219,End Customer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,multi-split,,,//U.A.E,others,LGEGF,,0,0,,,,,25,0 +14344,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97,0 +9996,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +15154,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754,0 +13249,0.25,/SURABAYA/Indonesia,AS,,33920,,Enterprise,6.0,,,,,3,Quotation or Purchase Consultation,,,,/SURABAYA/Indonesia,none,LGEIN,,0,0,,,,,670,0 +17831,1.0,/ Bogota / Colombia,ID,0.0327868852459016,44020,End Customer,SMB,,,,,education,69,Quotation or Purchase Consultation,led signage,Digital Floor Series,LFCG039,/ Bogota / Colombia,others,LGECB,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),977,1 +13013,0.75,/Juarez/Mexico,AS,,22350,,SMB,,,,,engineering,3,,etc.,,,/Juarez/Mexico,director,LGEMS,3 months ~ 6 months,0,0,,,,,42,0 +14404,0.25,/ Macaé-Rj / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,199,Quotation or Purchase Consultation,,,,/ Macaé-Rj / Brazil,none,LGESP,,0,0,,,,,97,0 +13155,1.0,/ wielkopolskie/Poznań / Poland,AS,,13889,End Customer,SMB,,,,,others,291,Quotation or Purchase Consultation,ventilation,,,/ wielkopolskie/Poznań / Poland,entry level,LGEPL,more than a year,0,0,,,,,1039,0 +8253,0.25,/ / Australia,ID,0.2142857142857142,13183,End Customer,SMB,,,,,entrepreneurship,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +15401,0.25,/ Antalya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,11,Quotation or Purchase Consultation,heating,,,/ Antalya / Türkiye,none,LGETK,,0,0,,,,,103,0 +3641,0.75,/ Imus / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,,,,/ Imus / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,0 +20879,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +7268,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,135,0 +437,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,97,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375,1 +12080,0.25,/Orlando florida/United States,ID,,41656,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Orlando florida/United States,none,LGEUS,,0,0,,,,,205,0 +6866,0.25,74 Patton rd / NC / United States,AS,,27777,,SMB,,,,,,43,Product Information,,,,74 Patton rd / NC / United States,none,LGEUS,,0,0,,,,,731,0 +16630,0.25,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",AS,,38004,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",c-level executive,LGEIS,,0,0,,,,,341,1 +15970,0.5,/ Panamá City / Panama,AS,,9855,End Customer,Enterprise,62.0,,,,engineering,3,,vrf,,,/ Panamá City / Panama,others,LGEPS,less than 3 months,0,0,,,,,654,0 +12600,0.75,/ Magdalena / Colombia,AS,,27135,End Customer,Enterprise,,,,,,193,Quotation or Purchase Consultation,single-split,,,/ Magdalena / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 +3263,0.5,/ /,ID,,12472,Specifier/ Influencer,SMB,,,,,,146,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,348,0 +15799,0.0,/ Herdwangen-Schönach /,AS,,35302,,Enterprise,,,,,others,3,,,,,/ Herdwangen-Schönach /,none,LGEDG,,0,0,,,,,126,1 +8198,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,0 +9971,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9341,1.0,/ Paranaque City / Philippines,AS,0.1363636363636363,46336,Specifier/ Influencer,Enterprise,,,,,business development,174,Product Information,ventilation,,,/ Paranaque City / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,0,1 +5732,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97,0 +21174,1.0,/ SALVADOR / Brazil,AS,,4091,End Customer,Enterprise,,,,,administrative,212,Usage or Technical Consultation,vrf,,,/ SALVADOR / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +282,1.0,IRALA 1950 / CABA / Argentina,ID,0.0749486652977412,20667,Channel Partner,Enterprise,148.0,1.0,,1.0,administrative,8,Quotation or Purchase Consultation,,,,IRALA 1950 / CABA / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +3994,1.0,/ Lagos / Nigeria,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,70,Quotation or Purchase Consultation,multi-split,,,/ Lagos / Nigeria,c-level executive,LGEAF,less than 3 months,0,0,,,,,104,0 +19330,1.0,/ Asuncion / Brazil,AS,0.0037878787878787,6504,Specifier/ Influencer,SMB,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Asuncion / Brazil,manager,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 +18467,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +16334,0.25,Via Cordero di Pamparato 9 / Torino / Italy,AS,,39969,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Cordero di Pamparato 9 / Torino / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16797,1.0,/ Marikina / Philippines,AS,,37375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Marikina / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +6877,0.25,602 W central Ave / TX / United States,AS,,27518,,Enterprise,,,,,,90,Product Information,,,,602 W central Ave / TX / United States,none,LGEUS,,0,0,,,,,731,0 +18796,0.0,/ / Peru,ID,0.0327868852459016,9562,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +3102,0.5,/ Surat / India,ID,,2042,End Customer,Enterprise,,,,,others,35,Quotation or Purchase Consultation,led signage,,,/ Surat / India,none,LGEIL,less than 3 months,0,0,,,,,166,0 +14671,0.25,/ Rio de Janeiro/ Niterói / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,165,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro/ Niterói / Brazil,none,LGESP,,0,0,,,,,97,0 +17064,1.0,/ Bangkok / Thailand,AS,,14527,End Customer,SMB,3.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,ceo/founder,LGETH,3 months ~ 6 months,0,0,,,,,753,0 +11705,0.0,/ / India,ID,,26019,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +10841,0.25,/ SAO PAULO / Brazil,ID,0.0749486652977412,24620,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,/ SAO PAULO / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,278,1 +486,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +15706,0.5,/ Ciudad de México / Mexico,AS,,21644,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,6 months ~ 9 months,0,0,,,,,42,0 +15669,0.5,/ Sonora / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Sonora / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 +21056,1.0,/ Bogota / Colombia,ID,0.0476190476190476,10896,End Customer,SMB,,,,,information technology,277,Quotation or Purchase Consultation,interactive signage,Touch Overlay Kit,KT-T55E,/ Bogota / Colombia,intern,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,231,0 +6395,0.25,/ Prescot / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,106,Quotation or Purchase Consultation,multi-split,,,/ Prescot / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +15370,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103,0 +9808,0.25,Cloud IT / Westbury / United States,IT,,23412,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Westbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +17890,1.0,/Pucallpa/Peru,ID,0.0327868852459016,39370,End Customer,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Pucallpa/Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +16724,0.25,Via Ponte Grasso 25 / Salzano / Italy,AS,,34447,Specifier/ Influencer,SMB,1.0,,,,purchasing,3,,vrf,,,Via Ponte Grasso 25 / Salzano / Italy,others,LGEIS,,0,0,,,,,341,1 +19711,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,0 +14399,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,51,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 +20820,1.0,/ Brasília / Brazil,ID,0.0476190476190476,9842,End Customer,SMB,,,,,information technology,228,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,manager,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 +99,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,21142,Specifier/ Influencer,SMB,,,,,engineering,37,Quotation or Purchase Consultation,ventilation,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,25,0 +1752,1.0,/Mangalore/India,ID,,38125,,SMB,,,,,business development,2,Technical Consultation,interactive digital board,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +1499,1.0,/Bijnor/India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/Bijnor/India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,173,0 +18320,0.0,/ / Peru,ID,0.0327868852459016,41995,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +4731,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 +8620,1.0,/ Pune / India,ID,0.0172413793103448,31274,End Customer,SMB,,,,,sales,42,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,75TR3PJ-B,/ Pune / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,148,1 +15757,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +6669,0.25,807 GoldBell Court / VA / United States,AS,,29645,,Enterprise,,,,,,89,Services,,,,807 GoldBell Court / VA / United States,none,LGEUS,,0,0,,,,,731,0 +18454,0.0,/ / Peru,ID,0.0327868852459016,28289,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10583,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,5423,End Customer,Enterprise,,1.0,,1.0,marketing,34,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344,0 +507,0.25,Corporate / /,ID,0.0446428571428571,32162,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +8569,1.0,/ BIKANER / India,IT,,28521,End Customer,Enterprise,,,,,healthcare services,36,Quotation or Purchase Consultation,medical display,SURGICAL,27HK510S,/ BIKANER / India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,415,0 +8295,0.0,/ / Australia,ID,0.2142857142857142,30650,End Customer,SMB,,,,,education,64,,,,,/ / Australia,none,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +1162,0.25,Corporate / /,ID,0.0446428571428571,26585,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +6424,0.25,/ Irthlingborough / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Irthlingborough / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +8093,0.25,/ dghgfdh / United States,ID,0.3333333333333333,44548,,SMB,,,,,,2,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ dghgfdh / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 +19314,0.5,/ rotterdam / Belgium,AS,0.037037037037037,25803,Specifier/ Influencer,SMB,,,,,,102,Quotation or Purchase Consultation,,,,/ rotterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,772,0 +9368,1.0,/Mumbai/India,AS,0.0714285714285714,7439,End Customer,SMB,,,,,engineering,46,Quotation or Purchase Consultation,chiller,,,/Mumbai/India,manager,LGEIL,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,93,0 +13891,0.5,/ Macaé / Brazil,AS,,43111,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Macaé / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97,0 +5858,0.5,/ São Paulo / Brazil,AS,,35571,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +107,1.0,/ Alberta / Canada,AS,,17199,Specifier/ Influencer,SMB,,,,,others,151,Quotation or Purchase Consultation,single-split,,,/ Alberta / Canada,others,LGECI,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,142,0 +10018,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16693,0.25,via Cavallini 1/d / Rosà / Italy,AS,,40379,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,via Cavallini 1/d / Rosà / Italy,others,LGEIS,,0,0,,,,,341,1 +11102,1.0,/ Berlin / Germany,IT,,46666,End Customer,Enterprise,,,1.0,1.0,media and communications,306,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ Berlin / Germany,manager,LGEDG,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Entertainment,428,0 +19799,0.25,/ / India,ID,0.0289256198347107,17504,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / India,partner,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,,174,0 +19364,0.25,/ Alleppey / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +19511,1.0,/São Paulo/Brazil,ID,0.0544217687074829,8056,End Customer,SMB,,,,,information technology,239,Others,interactive signage,Built-in Touch Display,,/São Paulo/Brazil,c-level executive,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,0 +7751,0.5,733 W Freeport St. /Broken Arrow/,IT,,36356,Channel Partner,SMB,,,,,,90,Quotation or Purchase Consultation,,,,733 W Freeport St. /Broken Arrow/,none,LGEUS,less than 3 months,0,0,,,,,575,1 +16835,1.0,"/ Sanchez Mira, Cagayan / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,vrf,,,"/ Sanchez Mira, Cagayan / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +18363,0.0,/ / Peru,ID,0.0327868852459016,28285,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +7176,1.0,/ Sanchez Mira / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,,,,/ Sanchez Mira / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +13123,1.0,/ Bangkok / Thailand,AS,,43319,End Customer,SMB,,,,,real estate,21,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,9 months ~ 1 year,0,0,,,,,748,0 +21273,0.0,/ / Brazil,ID,0.0422535211267605,45907,End Customer,SMB,,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,278,1 +3761,1.0,/Bihar sharif /India,AS,,39000,End Customer,SMB,,,,,administrative,44,Quotation or Purchase Consultation,vrf,,,/Bihar sharif /India,director,LGEIL,less than 3 months,0,0,,,,,600,1 +10000,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +18405,0.0,/ / Peru,ID,0.0327868852459016,9505,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7085,1.0,/ Valenzuela / Philippines,AS,,46494,End Customer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,single-split,,,/ Valenzuela / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +9433,0.25,/ Jackson / United States,ID,,11461,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +19073,1.0,/ Iquique / Chile,ID,0.2692307692307692,37877,Specifier/ Influencer,Enterprise,,,,,program and project management,134,Quotation or Purchase Consultation,hospital tv,,,/ Iquique / Chile,others,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,580,1 +21212,1.0,/ Monterrey / Mexico,AS,,21090,Specifier/ Influencer,Enterprise,,,,,operations,60,Trainings,vrf,,,/ Monterrey / Mexico,others,LGEMS,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,42,0 +7661,1.0,/ Saint Mitre les Remparts / France,IT,,24903,Service Partner,SMB,,,,,business development,140,Quotation or Purchase Consultation,monitor,,,/ Saint Mitre les Remparts / France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,823,0 +8938,1.0,/ RAJAHMUNDRY / India,ID,0.0289256198347107,39833,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ RAJAHMUNDRY / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),174,0 +2251,1.0,/ / U.A.E,ID,,1947,End Customer,Enterprise,,,,,operations,43,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +8697,1.0,/ Parkwood / Australia,AS,0.0109890109890109,34114,Specifier/ Influencer,SMB,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ Parkwood / Australia,director,LGEAP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,686,1 +4343,0.25,/ Gaya / India,AS,,36369,End Customer,Enterprise,,,,,,10,Quotation or Purchase Consultation,multi-split,,,/ Gaya / India,none,LGEIL,,0,0,,,,,600,0 +2113,1.0,/ / India,ID,,28264,Channel Partner,Enterprise,,,,,administrative,42,Request for Partnership,oled signage,Transparent OLED Signage,,/ / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +15995,0.25,/ / Canada,AS,,47466,End Customer,Enterprise,11.0,,,,,28,Quotation or Purchase Consultation,,,,/ / Canada,none,LGECI,,0,0,,,,,142,0 +17132,0.75,/ santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,operations,3,,vrf,,,/ santiago / Chile,partner,LGECL,6 months ~ 9 months,0,0,,,,,728,0 +9745,0.25,500 North Point Pkwy Cloud IT / Alpharetta / United States,IT,,4621,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,500 North Point Pkwy Cloud IT / Alpharetta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +21172,1.0,/ Tocantins/ Gurupi / Brazil,AS,,37984,End Customer,Enterprise,0.0,,,,administrative,169,Services,vrf,,,/ Tocantins/ Gurupi / Brazil,entry level,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +5860,0.5,/ / Brazil,AS,,27846,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +8171,1.0,//India,ID,0.0311958405545927,38779,End Customer,Enterprise,,,,,education,78,Other,interactive signage,LG CreateBoard,75TR3DK-BG,//India,other,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,174,0 +2412,0.75,"Moffett Field, CA /Moffett Field/",ID,,29542,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556,1 +3625,1.0,/ test / Central African Republic,AS,,42067,End Customer,SMB,0.0,,,,accounting,4,Services,vrf,,,/ test / Central African Republic,trainee,LGEAF,6 months ~ 9 months,0,0,,,,,114,0 +9039,0.25,/ Pompano Beach / United States,ID,0.1186440677966101,1154,,SMB,,,,,,146,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pompano Beach / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,568,0 +9964,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +13907,0.5,/ Paraíso do Norte PR / Brazil,AS,,23217,End Customer,Enterprise,1.0,,,,others,95,Quotation or Purchase Consultation,etc.,,,/ Paraíso do Norte PR / Brazil,entry level,LGESP,,0,0,,,,,97,0 +3915,1.0,/ Nairobi / Kenya,AS,,31189,Specifier/ Influencer,SMB,41.0,,,,engineering,193,Quotation or Purchase Consultation,vrf,,,/ Nairobi / Kenya,director,LGEEF,3 months ~ 6 months,0,0,,,,,54,1 +4489,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 +2724,1.0,/ / South Africa,ID,,15741,End Customer,SMB,,,,,operations,54,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +15574,0.25,/ Hermosillo / Mexico,AS,,22572,End Customer,SMB,,,,,business development,3,,chiller,,,/ Hermosillo / Mexico,manager,LGEMS,,0,0,,,,,42,0 +17886,1.0,/ / Vietnam,ID,0.2142857142857142,30066,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +896,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +9739,0.25,600 18Th Street Cloud IT / Birmingham / United States,IT,,2253,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,600 18Th Street Cloud IT / Birmingham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +11060,1.0,/ / Mexico,ID,0.0749486652977412,30103,End Customer,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,189,0 +14165,0.25,/ Belo Horizonte/MG / Brazil,AS,,8009,End Customer,SMB,0.0,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,director,LGESP,,0,0,,,,,97,0 +19164,1.0,/ Goiânia / Brazil,ID,0.0538922155688622,32261,End Customer,SMB,,,,,others,114,Quotation or Purchase Consultation,led signage,,,/ Goiânia / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,167,1 +322,0.75,//India,ID,0.0575342465753424,7635,End Customer,SMB,,1.0,,1.0,business development,85,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,55UQ801C (INDIA),//India,associate/analyst,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,174,0 +11005,1.0,/ PORTO VELHO / Brazil,ID,0.0749486652977412,31032,Service Partner,Enterprise,,1.0,,1.0,engineering,11,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ PORTO VELHO / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +19174,1.0,/ Sao Paulo / Brazil,ID,0.0538922155688622,26933,End Customer,Enterprise,,,,,finance,203,Quotation or Purchase Consultation,oled signage,,,/ Sao Paulo / Brazil,director,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,167,1 +7630,1.0,/ Los angeles / United States,IT,,14252,End Customer,SMB,,,,,film production,140,Usage or Technical Consultation,monitor,,,/ Los angeles / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,,,,,194,0 +9728,0.25,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,IT,,40106,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15463,0.5,/Hồ Chí Minh/Vietnam,AS,,2701,End Customer,SMB,,,,,engineering,35,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh/Vietnam,trainee,LGEVH,,0,0,,,,,643,0 +11173,1.0,/ Kalmeshwar / India,ID,,41615,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Kalmeshwar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +1276,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +13192,0.5,/Ormoc/Philippines,AS,,31882,End Customer,SMB,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 +4603,0.25,/ Narsipatnam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,multi-split,,,/ Narsipatnam / India,none,LGEIL,,0,0,,,,,115,0 +11547,0.5,/ agra / India,ID,,38164,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ agra / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +3669,0.75,/ Jakarta / Indonesia,AS,,34024,Specifier/ Influencer,SMB,4.0,,,,finance,2,,chiller,,,/ Jakarta / Indonesia,manager,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 +9703,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +17019,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 +14838,0.5,/ Moreno pernambuco / Brazil,AS,,38053,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Moreno pernambuco / Brazil,others,LGESP,,0,0,,,,,97,0 +11117,1.0,/ Córdoba / Mexico,IT,0.0446428571428571,21117,Channel Partner,SMB,,,1.0,1.0,medical solution provider,542,Request for Partnership,medical display,Digital X-ray Detectors,,/ Córdoba / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,,corporate / office,,923,0 +10385,1.0,/Goiania/Brazil,AS,0.0039370078740157,22886,End Customer,SMB,,,,,administrative,128,Quotation or Purchase Consultation,single-split,,,/Goiania/Brazil,others,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97,0 +5342,0.5,/São Paulo/Brazil,AS,,2479,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +11619,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +17888,1.0,//Mexico,ID,0.0327868852459016,9574,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,,,,//Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,214,0 +5387,0.5,/São Paulo/Brazil,AS,,5665,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +15008,0.5,/ Santiago / Chile,AS,,39211,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 +19948,1.0,/ / Mexico,ID,0.0732484076433121,18987,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,189,0 +7170,1.0,/ makati city / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,11,Quotation or Purchase Consultation,,,,/ makati city / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +309,1.0,/ BOGOTÁ / Colombia,ID,0.0749486652977412,21681,End Customer,Enterprise,172.0,1.0,,1.0,engineering,22,Quotation or Purchase Consultation,software solution,SuperSign CMS,,/ BOGOTÁ / Colombia,manager,LGECB,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,212,0 +11033,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,0 +466,0.25,Corporate / /,ID,0.0446428571428571,42942,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +8530,0.25,/ Bloomington / United States,ID,,23064,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bloomington / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +3038,1.0,/ Nashirabad / India,ID,,6638,,Enterprise,,,,,entrepreneurship,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Nashirabad / India,vice president,LGEIL,less than 3 months,0,0,,,,,174,0 +13498,0.0,/ / India,AS,,15009,End Customer,Enterprise,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +3567,0.75,/ Dubai / U.A.E,ID,,19789,Service Partner,SMB,,,,,media and communication,76,Quotation or Purchase Consultation,led signage,Fine-pitch Essential Series,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 +5625,0.5,/ Sorocaba / Brazil,AS,,25441,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,others,LGESP,,0,0,,,,,97,0 +7022,0.25,"312 W 2nd ST, UNIT # A2289 / WY / United States",AS,,19035,,SMB,,,,,,780,Others,,,,"312 W 2nd ST, UNIT # A2289 / WY / United States",none,LGEUS,,0,0,,,,,731,0 +19473,1.0,//Brazil,ID,0.0544217687074829,16848,End Customer,SMB,,,,,other,120,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5PJ,//Brazil,manager,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,0 +7200,1.0,/ / Philippines,AS,,25940,,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,120,1 +15444,0.25,/ Ho Chi Minh / Vietnam,AS,,11256,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745,0 +1883,1.0,/ Ambala / India,ID,,34128,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ Ambala / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,0 +21125,1.0,/ Goiás / Goiânia / Brazil,AS,,28901,Specifier/ Influencer,SMB,,,,,engineering,516,Quotation or Purchase Consultation,vrf,,,/ Goiás / Goiânia / Brazil,associate/analyst,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,680,0 +7174,1.0,/ / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +13784,0.25,/ SÃO JOSÉ DO RIO PRETO / Brazil,AS,,3913,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SÃO JOSÉ DO RIO PRETO / Brazil,manager,LGESP,,0,0,,,,,97,0 +4056,0.5,/Makati/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,manager,LGEPH,,0,0,,,,,0,1 +9343,1.0,/Lagos/Nigeria,AS,0.0202020202020202,16481,End Customer,Enterprise,,,,,purchasing,243,Quotation or Purchase Consultation,chiller,,,/Lagos/Nigeria,manager,LGEAF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,104,0 +17359,0.75,/ quito / Ecuador,AS,,24683,Specifier/ Influencer,Enterprise,8.0,,,,engineering,3,,vrf,,,/ quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +19079,0.0,/ / India,ID,0.0833333333333333,28524,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,LTC(Long-Term Care),174,0 +10353,1.0,/ Rio de Janeiro/ Rio de Janeiro / Brazil,AS,0.0039370078740157,23411,End Customer,SMB,,,,,purchasing,67,Quotation or Purchase Consultation,single-split,,,/ Rio de Janeiro/ Rio de Janeiro / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,97,0 +10127,0.0,/ / United States,ID,0.4,30291,,Enterprise,16.0,,,,business development,1,,,,,/ / United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,591,1 +19258,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572,1 +9724,0.25,205 Miller Springs Ct Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Ct Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +13919,0.25,/ Caruaru-pe / Brazil,AS,,31654,End Customer,Enterprise,,,,,business development,3,,,,,/ Caruaru-pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 +4826,0.25,/New Delhi/India,AS,,42400,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608,0 +10806,0.75,/ / Colombia,ID,0.0749486652977412,39471,,Enterprise,,1.0,,1.0,others,60,Others,,,,/ / Colombia,none,LGECB,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,1 +2498,1.0,/navi Mumbai/India,ID,,34974,,SMB,,,,,real estate,3,Quotation or Purchase Consultation,interactive digital board,,,/navi Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +4168,0.25,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",AS,,47466,End Customer,Enterprise,115.0,,,,,24,Quotation or Purchase Consultation,control,,,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",none,LGEIN,,0,0,,,,,723,0 +9166,1.0,Fairfax Station / Virginia /United States,IT,,27984,End Customer,SMB,,,,,administrative,107,Quotation or Purchase Consultation,,,,Fairfax Station / Virginia /United States,ceo/founder,LGEUS,3 months ~ 6 months,1,0,0.0011827288932506,,retail,Restaurant,360,0 +12696,0.75,/La Plata/Argentina,AS,,10342,,SMB,,,,,engineering,3,,vrf,,,/La Plata/Argentina,associate/analyst,LGEAR,9 months ~ 1 year,0,0,,,,,742,0 +1480,1.0,/ /,ID,,6725,End Customer,SMB,1.0,,,,information technology,40,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,0,0,,,,,331,0 +14503,0.25,/ Minas Gerais / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,128,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 +7908,0.25,Cloud IT / / United States,IT,,16183,,SMB,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,435,0 +463,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +10417,1.0,"/Villahermosa, Tabasco/Mexico",AS,0.0039370078740157,20022,,SMB,,,,,business development,42,Quotation or Purchase Consultation,etc.,,,"/Villahermosa, Tabasco/Mexico",manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,42,0 +20215,1.0,/ VILA VELHA / Brazil,AS,0.004,40139,Channel Partner,SMB,,,,,others,51,Quotation or Purchase Consultation,single-split,,,/ VILA VELHA / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +3327,0.25,/ / United States,ID,,14212,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,591,0 +11345,1.0,//Mexico,ID,,30207,,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,//Mexico,partner,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +12131,1.0,/ Jalgaon / India,ID,,12524,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Jalgaon / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +20425,0.0,3929 W John Carpenter Freeway Hospitality / Irving / United States,ID,,29718,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,3929 W John Carpenter Freeway Hospitality / Irving / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +1675,1.0,/ Mumbai / India,ID,,14734,,Enterprise,,,,,media and communication,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +6450,0.5,/Hcm city/South Korea,AS,,11001,End Customer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,single-split,,,/Hcm city/South Korea,manager,LGEVH,,0,0,,,,,758,0 +1376,1.0,/Dariba/India,ID,,11592,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/Dariba/India,other,LGEIL,3 months ~ 6 months,0,0,,,,,173,0 +15115,0.5,/ Valdivia / Chile,AS,,16681,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Valdivia / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +17649,1.0,/ Mexico / Mexico,ID,0.0806916426512968,8816,End Customer,SMB,,,,,administrative,56,Quotation or Purchase Consultation,video wall signage,Videowall,49VL5GM,/ Mexico / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,203,0 +2160,1.0,/ Bhagalpur / India,ID,,34453,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Bhagalpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +6201,0.25,/ Araras / Brazil,AS,,4134,,Enterprise,,,,,others,3,,multi-split,,,/ Araras / Brazil,others,LGESP,,0,0,,,,,97,0 +18726,0.0,/ / Peru,ID,0.0327868852459016,29148,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +189,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,0 +3216,0.25,Hotel / / United States,ID,,47466,,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,,,,Hotel / / United States,none,LGEUS,,0,0,,,,,564,0 +20716,1.0,/ / Mexico,ID,0.25,26378,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,director,LGEMS,more than a year,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,189,0 +17725,1.0,/Afyon/Türkiye,AS,0.0485436893203883,37469,End Customer,Enterprise,,,,,purchasing,61,Quotation or Purchase Consultation,chiller,,,/Afyon/Türkiye,ceo/founder,LGETK,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,103,0 +8730,0.25,/ riyadh / Saudi Arabia,AS,0.0496894409937888,36808,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,45,1 +19465,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,0 +4281,0.25,/ HYDERABAD / India,AS,,4282,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,1 +9215,0.75,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,ID,,11637,End Customer,Enterprise,,1.0,,1.0,purchasing,91,Quotation or Purchase Consultation,,,,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,0 +4061,0.5,"/Isabel, Leyte/Philippines",AS,,32367,End Customer,Enterprise,,,,,engineering,30,Quotation or Purchase Consultation,vrf,,,"/Isabel, Leyte/Philippines",associate/analyst,LGEPH,,0,0,,,,,8,1 +6309,0.25,/ Manama / Bahrain,AS,,47466,End Customer,Enterprise,3.0,,,,,72,Quotation or Purchase Consultation,single-split,,,/ Manama / Bahrain,none,LGEGF,,0,0,,,,,25,0 +4902,0.5,/ São Paulo / Brazil,AS,,1286,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +10658,1.0,/ Eastern Province / Saudi Arabia,ID,0.075,7132,Service Partner,SMB,,1.0,,1.0,engineering,27,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Eastern Province / Saudi Arabia,manager,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,209,0 +10757,1.0,/ Lima / Peru,ID,0.0749486652977412,1465,End Customer,SMB,1.0,1.0,,1.0,information technology,162,Quotation or Purchase Consultation,video wall signage,VL5PF Series,49VL5PF,/ Lima / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,190,0 +3400,1.0,/ Ahmadabad / India,ID,,29277,,Enterprise,,,,,accounting,2,Technical Consultation,interactive signage,,,/ Ahmadabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +16339,0.25,via D. ALIGHIERI 13 / COGLIATE / Italy,AS,,40492,Specifier/ Influencer,Enterprise,1.0,,,,,3,,vrf,,,via D. ALIGHIERI 13 / COGLIATE / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +6140,0.25,/ Manaus / Brazil,AS,,40389,,SMB,,,,,others,3,,multi-split,,,/ Manaus / Brazil,others,LGESP,,0,0,,,,,97,0 +7921,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 +80,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34,0 +10874,0.0,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,1 +4749,0.25,/mumbai/India,AS,,35327,End Customer,Enterprise,28.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/mumbai/India,none,LGEIL,,0,0,,,,,672,0 +940,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +14031,0.5,/ Biguaçu / Brazil,AS,,23164,Specifier/ Influencer,Enterprise,10.0,,,,support,8,Quotation or Purchase Consultation,vrf,,,/ Biguaçu / Brazil,entry level,LGESP,,0,0,,,,,97,0 +687,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +6253,0.25,/ LONDRINA / Brazil,AS,,40520,,Enterprise,,,,,others,3,,multi-split,,,/ LONDRINA / Brazil,others,LGESP,,0,0,,,,,97,0 +20302,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20106,End Customer,SMB,1.0,1.0,,1.0,information technology,78,Quotation or Purchase Consultation,hotel tv,,,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,0 +2284,1.0,/ / U.A.E,ID,,32763,End Customer,SMB,,,,,consulting,94,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +13883,0.25,/ Rio de Janeiro / Brazil,AS,,29027,Specifier/ Influencer,SMB,0.0,,,,program and project management,3,,,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +544,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14923,0.25,/ / Thailand,AS,,47399,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753,0 +20488,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8480,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +8528,0.25,/ Manchester / United States,ID,,8654,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Manchester / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +12637,1.0,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,AS,,44299,,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,trainee,LGEVH,less than 3 months,0,0,,,,,643,0 +11107,0.5,/ / Germany,IT,,26389,End Customer,SMB,,,1.0,1.0,administrative,3,Usage or Technical Consultation,cloud device,Thin Clients,manager,/ / Germany,associate/analyst,LGEDG,,1,0,0.0030792876608617,,corporate / office,,428,0 +1837,1.0,/ Kolkata / India,ID,,7108,,Enterprise,,,,,administrative,13,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +21154,1.0,/ Go Goiânia / Brazil,AS,,2793,Channel Partner,Enterprise,,,,,administrative,22,Quotation or Purchase Consultation,,,,/ Go Goiânia / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +15161,0.25,/ Mazowieckie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Mazowieckie / Poland,none,LGEPL,,0,0,,,,,642,0 +1524,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,0 +4808,0.25,/Mumbai/India,AS,,34895,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 +1374,1.0,/ alwar / India,ID,,14589,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ alwar / India,entry level,LGEIL,more than a year,0,0,,,,,174,0 +21116,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42,0 +7547,1.0,/ Cairo / Egypt,AS,,47051,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +4515,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,52,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,115,0 +9998,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4194,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,36,0 +4380,0.25,/ Jaipur City / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,multi-split,,,/ Jaipur City / India,none,LGEIL,,0,0,,,,,48,0 +15414,0.25,/ Adana / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Adana / Türkiye,none,LGETK,,0,0,,,,,103,0 +3601,1.0,/516115/India,AS,,20219,End Customer,SMB,,,,,others,164,Quotation or Purchase Consultation,etc.,,,/516115/India,others,LGEIL,less than 3 months,0,0,,,,,4,1 +17115,0.75,/Santiago/Chile,AS,,10930,Specifier/ Influencer,Enterprise,10.0,,,,engineering,3,,vrf,,,/Santiago/Chile,intern,LGECL,less than 3 months,0,0,,,,,100,0 +18410,0.0,/ / Peru,ID,0.0327868852459016,20862,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +8250,0.25,/ / Australia,ID,0.2142857142857142,29112,End Customer,SMB,,,,,sales,49,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +3489,1.0,/ saran / India,ID,,45125,,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,interactive signage,,,/ saran / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +6062,0.5,/ São Paulo / Brazil,AS,,12072,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +1107,0.25,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +10420,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,10219,End Customer,SMB,,,,,engineering,44,Product Information,multi-split,,,/ Jalisco / Mexico,manager,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 +11722,0.0,/ / India,ID,,6082,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +9716,0.25,7200 Nw 4Th St Cloud IT / Plantation / United States,IT,,16266,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,7200 Nw 4Th St Cloud IT / Plantation / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +10181,1.0,/الرياض/Saudi Arabia,AS,0.0408163265306122,47203,Specifier/ Influencer,Enterprise,,,,,purchasing,483,Product Information,etc.,,,/الرياض/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,118,1 +8233,0.75,/hisar/India,ID,0.0311958405545927,31403,End Customer,SMB,,,,,education,47,Quotation or Purchase Consultation,video wall signage,,,/hisar/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),155,1 +8375,0.25,/ Victorville / United States,ID,0.3902439024390244,6340,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Victorville / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 +19796,0.0,/ / India,ID,0.0289256198347107,39159,,Enterprise,4.0,,,,purchasing,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,174,0 +285,1.0,4924 W 123RD PL / HAWTHORNE / CA / United States,ID,0.0446428571428571,42979,Channel Partner,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,video wall signage,,,4924 W 123RD PL / HAWTHORNE / CA / United States,ceo/founder,LGEUS,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,311,1 +18792,0.0,/ / Peru,ID,0.0327868852459016,27049,,Enterprise,,,,,information technology,41,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +21160,1.0,/ Brasília / Brazil,AS,,16467,Specifier/ Influencer,SMB,0.0,,,,engineering,235,Quotation or Purchase Consultation,vrf,,,/ Brasília / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,680,0 +15536,0.25,/ CANCUN / Mexico,AS,,41608,Service Partner,Enterprise,,,,,,3,,vrf,,,/ CANCUN / Mexico,manager,LGEMS,,0,0,,,,,42,0 +9367,1.0,/Kolkata/India,AS,0.0714285714285714,24672,End Customer,Enterprise,,,,,purchasing,357,Quotation or Purchase Consultation,vrf,,,/Kolkata/India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,2,1 +15035,0.5,/ Talca / Chile,AS,,44296,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Talca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +7347,0.75,/ Cimahi / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Cimahi / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 +5817,0.5,/ São Paulo / Brazil,AS,,37266,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +21185,1.0,/ Brasília / Brazil,AS,,15353,Channel Partner,SMB,,,,,operations,250,Quotation or Purchase Consultation,single-split,,,/ Brasília / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +20573,1.0,/ مكة المكرمة / Saudi Arabia,AS,,47154,End Customer,Enterprise,,,,,entrepreneurship,55,Quotation or Purchase Consultation,single-split,,,/ مكة المكرمة / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,6,0 +11404,0.75,4400 Belmont Ave / Youngstown /,ID,,19049,End Customer,SMB,6.0,,,,purchasing,3,Quotation or Purchase Consultation,,,,4400 Belmont Ave / Youngstown /,none,LGEUS,less than 3 months,0,0,,,,,566,0 +21143,0.25,/ Montería / Colombia,AS,,21125,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Montería / Colombia,none,LGECB,,0,0,1.2765902883450302e-05,,transportation,Others,39,0 +19635,1.0,/ Bogota / Colombia,ID,0.0732484076433121,28917,End Customer,SMB,,,,,administrative,26,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,212,0 +6063,0.5,/ São Paulo / Brazil,AS,,37724,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9572,0.25,Education / / United States,ID,0.8333333333333334,32362,End Customer,SMB,,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194,0 +9858,0.25,Cloud IT / Wolcott / United States,IT,,38212,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Wolcott / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +1334,0.25,"3 Center Plz Suite 330 Boston, MA 02108",IT,0.0434782608695652,25830,Channel Partner,SMB,,,1.0,1.0,,52,Quotation or Purchase Consultation,,,,"3 Center Plz Suite 330 Boston, MA 02108",none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,435,1 +10722,1.0,/ São PAULO / Brazil,ID,0.0749486652977412,31076,End Customer,SMB,1.0,1.0,,1.0,operations,82,Quotation or Purchase Consultation,special signage,,,/ São PAULO / Brazil,others,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 +8416,1.0,/ SÃO LUÍS/MARANHÃO / Brazil,AS,0.0151515151515151,32677,End Customer,Enterprise,,,,,support,31,Quotation or Purchase Consultation,multi-split,,,/ SÃO LUÍS/MARANHÃO / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Institute & Academy,97,0 +7133,1.0,"/ Cavite, Imus City / Philippines",AS,,21156,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,etc.,,,"/ Cavite, Imus City / Philippines",associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +16992,1.0,/ Brasília / Brazil,AS,,20685,Specifier/ Influencer,Enterprise,,,,,others,10,Trainings,etc.,,,/ Brasília / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +9770,0.25,Cloud IT / Southington / United States,IT,,45732,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Southington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +9207,1.0,/ / India,ID,,7465,End Customer,Enterprise,,1.0,,1.0,media and communication,54,Quotation or Purchase Consultation,hotel tv,,,/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,145,0 +2183,1.0,/ New Delhi / India,ID,,25331,,Enterprise,,,,,,1,Quotation or Purchase Consultation,interactive signage,,,/ New Delhi / India,others,LGEIL,less than 3 months,0,0,,,,,265,0 +17398,1.0,/الخبر/Saudi Arabia,AS,,47078,End Customer,Enterprise,,,,,administrative,102,Quotation or Purchase Consultation,etc.,,,/الخبر/Saudi Arabia,ceo/founder,LGESJ,3 months ~ 6 months,0,0,,,,,44,0 +5517,0.5,/ Castanhal / Brazil,AS,,15990,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Castanhal / Brazil,others,LGESP,,0,0,,,,,97,0 +20332,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8479,End Customer,SMB,,1.0,,1.0,purchasing,633,Request for Partnership,led signage,LED Cinema,LAD033F,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,487,0 +20019,1.0,"/Nova Ubiratã, MT/Brazil",AS,0.004,7331,Specifier/ Influencer,Enterprise,,,,,operations,33,Quotation or Purchase Consultation,single-split,,,"/Nova Ubiratã, MT/Brazil",partner,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +11980,0.25,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",ID,,47466,,Enterprise,53.0,,,,,100,Others,,,,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",none,LGESP,,0,0,,,,,278,1 +3275,0.25,/ miami / FL / United States,ID,,36493,Service Partner,SMB,0.0,,,,business development,311,Quotation or Purchase Consultation,accessories,,,/ miami / FL / United States,none,LGEUS,,0,0,,,,,194,0 +4557,0.25,/ Saharanpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,245,Quotation or Purchase Consultation,multi-split,,,/ Saharanpur / India,none,LGEIL,,0,0,,,,,115,0 +8635,0.75,/ / Türkiye,ID,,6544,End Customer,SMB,,,,,finance,117,Quotation or Purchase Consultation,one:quick series,,,/ / Türkiye,none,LGETK,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,285,0 +2225,1.0,/ Mumbai / India,ID,,32323,,Enterprise,,,,,,32,Others,interactive signage,,,/ Mumbai / India,others,LGEIL,more than a year,0,0,,,,,145,0 +10466,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,0 +3290,0.25,//United States,ID,,12773,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,568,0 +8897,1.0,/ / United Kingdom,ID,,8414,End Customer,Enterprise,,,,,program and project management,512,Technical Consultation,standard signage,UHD TV Signage,43UR640S (NA),/ / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),185,0 +4758,0.25,/Mumbai/India,AS,,44821,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 +9468,0.0,/ / India,ID,0.3333333333333333,5785,,Enterprise,,,,,business development,4,,,,,/ / India,none,LGEIL,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,174,0 +15820,0.5,/ Quito / Ecuador,AS,,39307,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +219,1.0,/ / Saudi Arabia,ID,0.075,9036,Channel Partner,SMB,,1.0,,1.0,administrative,338,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ / Saudi Arabia,c-level executive,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,336,0 +17357,1.0,/LIMA/Peru,AS,,43632,,SMB,271.0,,,,engineering,3,Others,multi-split,,,/LIMA/Peru,others,LGEPR,6 months ~ 9 months,0,0,,,,,741,0 +14215,0.5,/ Campinas / Brazil,AS,,11340,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Campinas / Brazil,director,LGESP,,0,0,,,,,97,0 +12978,1.0,/ القاهرة / Egypt,AS,,47200,End Customer,Enterprise,,,,,accounting,13,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 +10769,1.0,/ / Hong Kong,ID,0.0843373493975903,32996,End Customer,Enterprise,,1.0,,1.0,business development,24,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 +19436,1.0,/MT / Sinop/Brazil,AS,0.0037878787878787,44852,End Customer,SMB,,,,,administrative,179,Quotation or Purchase Consultation,vrf,,,/MT / Sinop/Brazil,partner,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 +13340,0.25,/ Asansol / India,AS,,36411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,0 +12447,0.75,/ Fortaleza / Brazil,AS,,27019,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Fortaleza / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +15169,0.25,/ stoczek ŁUKOWSKI / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,32,Quotation or Purchase Consultation,heating,,,/ stoczek ŁUKOWSKI / Poland,none,LGEPL,,0,0,,,,,642,0 +15889,0.5,/ santo domingo / Dominican Republic,AS,,25592,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,vrf,,,/ santo domingo / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 +20745,1.0,/Cali/Peru,AS,,17179,,SMB,,,,,engineering,176,Product Information,etc.,,,/Cali/Peru,associate/analyst,LGECB,9 months ~ 1 year,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Power Plant,39,0 +3323,0.25,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,ID,,41470,,SMB,,,,,,163,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,none,LGEUS,,0,0,,,,,310,1 +9759,0.25,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,IT,,3137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +2957,1.0,/ / Saudi Arabia,ID,,2202,End Customer,SMB,,,,,consulting,39,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 +7829,0.25,300 Pine Street Education / Glenville / United States,IT,,17619,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Pine Street Education / Glenville / United States,none,LGEUS,,0,0,,,,,374,0 +10093,1.0,/ / Argentina,ID,0.0422535211267605,38352,Channel Partner,SMB,,,,,information technology,70,Request for Partnership,led signage,LG LED Curve Series,LAP015E,/ / Argentina,manager,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,325,1 +19549,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,35287,End Customer,Enterprise,,,,,product management,6,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +12725,0.75,/Willemstad/Curaçao,AS,,45918,,Enterprise,,,,,consulting,3,,vrf,,,/Willemstad/Curaçao,director,LGEPS,less than 3 months,0,0,,,,,654,0 +20829,1.0,/ / Brazil,ID,0.0476190476190476,22002,End Customer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ / Brazil,vice president,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 +8686,1.0,/ Hyderabad / India,AS,0.0677966101694915,445,End Customer,Enterprise,,,,,sales,59,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,603,1 +5117,0.5,/ São Caetano do Sul / Brazil,AS,,9343,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São Caetano do Sul / Brazil,others,LGESP,,0,0,,,,,97,0 +7385,0.5,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,62,Quotation or Purchase Consultation,single-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30,0 +3231,0.5,2171 NE 44TH CT / POMPANO BEACH /,ID,,42333,,SMB,,,,,,459,Quotation or Purchase Consultation,,,,2171 NE 44TH CT / POMPANO BEACH /,none,LGEUS,less than 3 months,0,0,,,,,587,1 +4007,1.0,/ Pasig / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,finance,24,Quotation or Purchase Consultation,etc.,,,/ Pasig / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +14105,0.25,/ São Bernardo do Campo/SP / Brazil,AS,,4912,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ São Bernardo do Campo/SP / Brazil,entry level,LGESP,,0,0,,,,,97,0 +9203,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 +9990,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4785,0.25,/New Delhi/India,AS,,11323,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 +17190,0.75,/ bogota / Colombia,AS,,16641,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ bogota / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,650,0 +13461,0.0,/ / India,AS,,39789,End Customer,Enterprise,10.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +8465,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600,1 +12435,1.0,/Rio de janeiro/Brazil,AS,,35978,,Enterprise,12.0,,,,support,17,Quotation or Purchase Consultation,vrf,,,/Rio de janeiro/Brazil,intern,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +19554,1.0,/Maringá/Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,purchasing,215,Quotation or Purchase Consultation,oled signage,,,/Maringá/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,278,1 +20868,0.0,/ / India,ID,,38129,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Sea Passenger Terminal / Port,174,0 +15808,0.5,/ Panama / Panama,AS,,27649,End Customer,Enterprise,,,,,engineering,12,,chiller,,,/ Panama / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 +17353,0.75,/Lima/Peru,AS,,46021,,SMB,,,,,engineering,3,,vrf,,,/Lima/Peru,others,LGEPR,9 months ~ 1 year,0,0,,,,,125,0 +20193,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,639,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +4326,0.25,/ Hyderabad / India,AS,,28682,End Customer,Enterprise,,,,,,93,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +20622,1.0,/الدمام/Saudi Arabia,AS,0.0202020202020202,47065,Specifier/ Influencer,Enterprise,,,,,engineering,46,Usage or Technical Consultation,etc.,,,/الدمام/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118,1 +16049,0.0,6845 S. Decatur blvd. #140 / Las Vegas / United States,AS,,18349,Channel Partner,SMB,,,,,,3,,ess,,,6845 S. Decatur blvd. #140 / Las Vegas / United States,none,LGEUS,,0,0,,,,,731,0 +19379,0.5,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,AS,0.0037878787878787,35169,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 +17266,1.0,/ القاهرة / Egypt,AS,,47037,End Customer,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 +13310,0.25,/ Bhagalpur / India,AS,,6388,End Customer,Enterprise,,,,,,14,Quotation or Purchase Consultation,,,,/ Bhagalpur / India,none,LGEIL,,0,0,,,,,600,0 +10336,1.0,/ SC/Florianópolis / Brazil,AS,0.0039370078740157,5526,Specifier/ Influencer,Enterprise,,,,,engineering,105,Quotation or Purchase Consultation,vrf,,,/ SC/Florianópolis / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,0 +1982,1.0,/ Bhopal / India,ID,,25331,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +18242,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +2824,1.0,/ / Egypt,ID,,1140,End Customer,SMB,0.0,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +12336,1.0,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ Laguna / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,616,0 +13362,0.25,/ / India,AS,,33119,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 +5045,0.25,/ / Brazil,AS,,44885,,SMB,,,,,,1,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317,0 +2905,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +16019,0.25,/ NIŠ / Serbia,AS,,15112,Channel Partner,SMB,243.0,,,,,3,,heating,,,/ NIŠ / Serbia,director,LGEMK,,0,0,,,,,766,0 +11305,1.0,/ / U.A.E,ID,,6740,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +15978,0.5,/ Caracas / Venezuela,AS,,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Caracas / Venezuela,others,LGEPS,less than 3 months,0,0,,,,,654,0 +9037,0.25,/ Shelton / United States,ID,0.1186440677966101,32218,,SMB,,,,,,135,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Shelton / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,912,0 +6022,0.5,/ Barueri / Brazil,AS,,47466,,Enterprise,16.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97,0 +18808,0.0,/ / Peru,ID,0.0327868852459016,10275,,Enterprise,,,,,information technology,10,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +191,1.0,//Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,324,0 +9249,0.0,2102 Bay Hill Dr Hospitality / League Coty / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,64,,hotel tv,,,2102 Bay Hill Dr Hospitality / League Coty / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 +18317,0.0,/ / Peru,ID,0.0327868852459016,43652,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +20416,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +9948,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +525,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9570,0.25,Education / / UNITED STATES,ID,0.8333333333333334,5030,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,310,1 +13176,0.75,/ Monterrey / Mexico,AS,,3528,Channel Partner,SMB,,,,,sales,3,,etc.,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +20326,1.0,/ / Portugal,ID,0.0169491525423728,15962,End Customer,SMB,,1.0,,1.0,engineering,159,Quotation or Purchase Consultation,video wall signage,,,/ / Portugal,director,LGEPT,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,510,0 +6566,0.0,/ ZEMUN / Serbia,AS,,19539,Channel Partner,Enterprise,,,,,others,54,,,,,/ ZEMUN / Serbia,none,LGEMK,,0,0,,,,,766,0 +9330,1.0,/ Gurgaon / India,AS,,35672,,SMB,,,,,program and project management,144,Quotation or Purchase Consultation,vrf,,,/ Gurgaon / India,partner,LGEIL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,88,0 +7998,1.0,/ Bucharest / Romania,IT,,29891,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844,0 +8772,1.0,/ / United States,ID,0.6153846153846154,8549,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,310,0 +13875,0.25,/ Sao Paul / Brazil,AS,,46214,Specifier/ Influencer,Enterprise,,,,,sales,3,,,,,/ Sao Paul / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +8789,0.25,/Lorton/United States,ID,0.6153846153846154,22197,,SMB,,,,,,70,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Lorton/United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,568,1 +7596,0.5,/ Jeddah / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Jeddah / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 +20442,0.0,3840 Elijah Court Apt #824 Hospitality / San Diego / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,3840 Elijah Court Apt #824 Hospitality / San Diego / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +16231,0.0,Διγενή 25 / / Greece,AS,,20470,,Enterprise,,,,,,3,,heating,,,Διγενή 25 / / Greece,none,LGEHS,,0,0,,,,,732,0 +686,0.25,Corporate / /,ID,0.0446428571428571,5478,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +15272,0.5,/ Cali / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,159,Quotation or Purchase Consultation,vrf,,,/ Cali / Colombia,none,LGECB,less than 3 months,0,0,,,,,650,0 +6936,0.25,11810 Grand Park Ave Suite 650 / MD / United States,AS,,23210,,Enterprise,,,,,,272,Product Information,,,,11810 Grand Park Ave Suite 650 / MD / United States,none,LGEUS,,0,0,,,,,731,0 +171,1.0,/ / U.A.E,ID,0.075,39448,Specifier/ Influencer,SMB,,1.0,,1.0,engineering,135,Quotation or Purchase Consultation,led signage,,,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,227,0 +14183,0.25,/ Brasília / Brazil,AS,,10107,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Brasília / Brazil,director,LGESP,,0,0,,,,,97,0 +2862,1.0,/ / Egypt,ID,,2668,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +2961,1.0,/ / Saudi Arabia,ID,,34848,Channel Partner,SMB,,,,,purchasing,51,Technical Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 +2785,1.0,/ / Türkiye,ID,,104,End Customer,SMB,,,,,media and communication,117,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,0 +2950,1.0,/ / Saudi Arabia,ID,,34688,End Customer,SMB,,,,,information technology,84,Quotation or Purchase Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 +20447,0.0,111 East 48Th Street Hospitality / New York / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,111 East 48Th Street Hospitality / New York / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +12759,1.0,/ / Singapore,AS,,23956,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,etc.,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 +20757,1.0,/ Boa Vista / Brazil,ID,0.0476190476190476,14304,End Customer,SMB,,,,,research,70,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Boa Vista / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +21102,1.0,/ Marechal Cândido Rondon - Paraná / Brazil,AS,,31694,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,,,,/ Marechal Cândido Rondon - Paraná / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +10681,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +12228,1.0,/ curitiba / Brazil,AS,,39284,,SMB,,,,,engineering,9,Trainings,vrf,,,/ curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +17953,0.0,/ / India,ID,0.0311958405545927,9443,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +11863,0.5,/ Ranchi / India,ID,,34191,,Enterprise,1.0,,,,finance,3,Others,,,,/ Ranchi / India,others,LGEIL,,0,0,,,,,174,0 +4012,1.0,/ / Philippines,AS,,3210,End Customer,Enterprise,,,,,real estate,38,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,46,0 +15962,0.5,/ Alajuela / Costa Rica,AS,,14784,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,trainee,LGEPS,less than 3 months,0,0,,,,,654,0 +4060,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +9000,1.0,//United States,ID,0.1186440677966101,33303,Specifier/ Influencer,SMB,,,,,engineering,80,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,332,0 +3128,0.75,/ Kochi / India,ID,,9406,End Customer,Enterprise,2.0,,,,research,77,Quotation or Purchase Consultation,interactive signage,,,/ Kochi / India,others,LGEIL,less than 3 months,0,0,,,,,224,0 +7741,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410,0 +16823,0.75,/ Quezon City / Philippines,AS,,14872,Specifier/ Influencer,SMB,,,,,engineering,3,,heating,,,/ Quezon City / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +8877,1.0,/ / U.A.E,ID,0.0491803278688524,22379,End Customer,SMB,,,,,business development,21,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,0 +14723,0.25,/ Rio de Janeiro / Brazil,AS,,10266,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97,0 +7714,1.0,/Kuala Lumpur/Malaysia,IT,,39898,End Customer,Enterprise,,,,,other,134,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/Kuala Lumpur/Malaysia,ceo/founder,LGEML,less than 3 months,0,0,,,,,828,0 +10696,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,1633,End Customer,SMB,,1.0,,1.0,human resources,74,Quotation or Purchase Consultation,interactive signage,,,/ São Paulo / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Agriculture,406,0 +17621,0.75,520 S GABLES BLVD / Wheaton /,ID,0.3333333333333333,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),331,1 +422,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +1370,0.75,/ Faridkot / India,ID,,21162,,SMB,,,,,consulting,10,,interactive signage,,,/ Faridkot / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +7772,0.25,103 D Tate Circle Education / Greenville / United States,IT,,28390,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,103 D Tate Circle Education / Greenville / United States,none,LGEUS,,0,0,,,,,374,0 +12436,1.0,/ Bahia/Monte Santo / Brazil,AS,,25057,End Customer,Enterprise,7.0,,,,engineering,42,Quotation or Purchase Consultation,multi-split,,,/ Bahia/Monte Santo / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +19363,0.25,/ patna / India,AS,0.0677966101694915,36370,End Customer,Enterprise,7.0,,,,,17,Quotation or Purchase Consultation,vrf,,,/ patna / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,600,1 +20436,0.0,20400 N 29Th Ave Hospitality / Phoenix / United States,ID,,5979,End Customer,Enterprise,15.0,1.0,,1.0,,3,,hotel tv,,,20400 N 29Th Ave Hospitality / Phoenix / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +17707,1.0,/ Maceió - Alagoas / Brazil,AS,0.0118577075098814,18957,Channel Partner,Enterprise,,,,,entrepreneurship,253,Quotation or Purchase Consultation,,,,/ Maceió - Alagoas / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,97,0 +16807,0.75,/ MUNTINLUPA / Philippines,AS,,45711,End Customer,Enterprise,3.0,,,,sales,3,,single-split,,,/ MUNTINLUPA / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,1,1 +7126,1.0,/ / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 +10049,0.25,2105 Aiken Back Ln Cloud IT / La Grange / United States,IT,,6913,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,2105 Aiken Back Ln Cloud IT / La Grange / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372,1 +13533,0.0,/ / India,AS,,29596,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +10441,1.0,/ / India,ID,0.0575342465753424,39031,Solution Eco-Partner,Enterprise,,1.0,,1.0,business development,8,Request for Partnership,standard signage,New High Haze UHD Standard Signage,49UH5J-H,/ / India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,148,1 +12009,0.25,/ / Paraguay,ID,,8305,,SMB,,,,,program and project management,3,,,,,/ / Paraguay,entry level,LGEPR,,0,0,,,,,258,0 +12932,0.75,/ São Paulo sp / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,information technology,14,,vrf,,,/ São Paulo sp / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +16139,0.25,/ Singapore / Singapore,AS,,45810,Channel Partner,SMB,8.0,,,,operations,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,,,,,73,0 +3328,0.25,/ / United States,ID,,14212,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,591,0 +10645,1.0,/Lima/Peru,ID,0.0749486652977412,4803,Channel Partner,SMB,,1.0,,1.0,purchasing,224,Technical Consultation,standard signage,SM5KE Series,43SM5KE-B,/Lima/Peru,partner,LGEPR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,190,0 +2621,1.0,/ mumbai / India,ID,,14613,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ mumbai / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +8907,1.0,/ / Argentina,ID,0.0732484076433121,1208,,SMB,2.0,,,,others,12,Others,standard signage,UH5F Series,,/ / Argentina,intern,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,1 +19147,0.5,/ / United Kingdom,IT,0.2307692307692307,27578,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,cloud device,Thin Clients,,/ / United Kingdom,manager,LGEUK,,0,0,6.044033666058328e-05,,hospital & health care,Others,781,1 +10901,0.25,/ / Mexico,ID,0.0749486652977412,4105,,SMB,,1.0,,1.0,others,3,,,,,/ / Mexico,partner,LGEMS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,189,0 +9936,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16871,0.75,/ Pasay City / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Pasay City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +11028,0.75,/ / Colombia,ID,0.0749486652977412,2858,,Enterprise,,1.0,,1.0,entrepreneurship,27,Others,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 +8814,0.25,/ Florence / United States,ID,0.6153846153846154,16252,,SMB,,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Florence / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,348,1 +10442,1.0,/ / India,ID,0.0575342465753424,39031,Solution Eco-Partner,Enterprise,,1.0,,1.0,business development,8,Request for Partnership,standard signage,New High Haze UHD Standard Signage,49UH5J-H,/ / India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,148,1 +20822,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,9344,End Customer,Enterprise,,,,,others,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 +18286,0.0,/ / Peru,ID,0.0327868852459016,31601,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +4535,0.25,/ Kanchrapara / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,single-split,,,/ Kanchrapara / India,none,LGEIL,,0,0,,,,,115,0 +19797,0.0,/ / India,ID,0.0289256198347107,17944,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174,0 +11470,1.0,/ / Colombia,ID,,13790,Specifier/ Influencer,SMB,4.0,,,,engineering,84,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,977,0 +1412,1.0,/ / India,ID,,10704,End Customer,Enterprise,5.0,,,,consulting,28,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +20068,1.0,/ Santarém / Brazil,AS,0.004,7295,Specifier/ Influencer,Enterprise,16.0,,,,others,61,Quotation or Purchase Consultation,multi-split,,,/ Santarém / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +14449,0.25,/ Santa Catarina / Florianopolis / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,110,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Florianopolis / Brazil,none,LGESP,,0,0,,,,,97,0 +11124,1.0,/ Bikaner / India,ID,,40090,,Enterprise,,,,,education,6,Quotation or Purchase Consultation,interactive signage,,,/ Bikaner / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +7101,1.0,"/ LAS PINAS, METRO MANILA / Philippines",AS,,7041,End Customer,SMB,,,,,operations,128,Quotation or Purchase Consultation,vrf,,,"/ LAS PINAS, METRO MANILA / Philippines",manager,LGEPH,6 months ~ 9 months,0,0,,,,,46,0 +15329,0.25,/ ANKARA / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,227,Quotation or Purchase Consultation,multi-split,,,/ ANKARA / Türkiye,none,LGETK,,0,0,,,,,103,0 +16985,1.0,/ Salvador / Brazil,AS,,14433,,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ Salvador / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +15581,0.5,/ Monterrey / Mexico,AS,,37940,Channel Partner,SMB,,,,,sales,3,,chiller,,,/ Monterrey / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +16423,0.25,Via Livorno 60 / Torino / Italy,AS,,14770,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Via Livorno 60 / Torino / Italy,manager,LGEIS,,0,0,,,,,341,0 +13769,0.5,/ Jaboatão dos Guararapes pe / Brazil,AS,,40108,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes pe / Brazil,manager,LGESP,,0,0,,,,,97,0 +2052,1.0,/Hyderabad/India,ID,,32157,,Enterprise,,,,,education,28,Quotation or Purchase Consultation,interactive digital board,,,/Hyderabad/India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 +8847,1.0,/Abu Dhabi/U.A.E,ID,0.0491803278688524,11409,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,0 +11378,1.0,/ / Argentina,ID,,44200,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,manager,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 +10010,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +13434,0.0,/ / India,AS,,28237,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 +2384,0.75,30155 Groesbeck Hwy / Roseville /,ID,,36895,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,30155 Groesbeck Hwy / Roseville /,none,LGEUS,less than 3 months,0,0,,,,,566,1 +10416,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,21864,Specifier/ Influencer,Enterprise,,,,,engineering,78,Trainings,vrf,,,/ Jalisco / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 +18868,0.25,/ / Hong Kong,ID,0.2142857142857142,42311,,Enterprise,4.0,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +14668,0.25,/ Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 +14373,0.25,/ SE Barra dos Coqueiros / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,42,Quotation or Purchase Consultation,,,,/ SE Barra dos Coqueiros / Brazil,none,LGESP,,0,0,,,,,97,0 +7627,1.0,/Adana/Türkiye,IT,,32533,End-Customer,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,monitor,,,/Adana/Türkiye,manager,LGETK,less than 3 months,0,0,,,,,815,0 +8414,0.25,/ Abuja / Nigeria,AS,0.0555555555555555,16481,End Customer,Enterprise,,,,,,75,Quotation or Purchase Consultation,multi-split,,,/ Abuja / Nigeria,none,LGEAF,,1,0,0.0005719551277132,0.0514705882352941,education,K12 Kindergarten & Schools,12,1 +3850,1.0,/ Nizwa / Oman,AS,,1676,Specifier/ Influencer,Enterprise,,,,,others,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,25,0 +10256,1.0,/Belo Horizonte/Brazil,AS,0.0039370078740157,18199,End Customer,Enterprise,,,,,program and project management,141,Services,vrf,,,/Belo Horizonte/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +17962,0.0,/ / India,ID,0.0311958405545927,37395,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +283,1.0,121 S Orange Ave Ste 820 / Orlando / Canada,ID,0.0446428571428571,22176,Specifier/ Influencer,SMB,,1.0,,1.0,arts and design,244,Quotation or Purchase Consultation,led signage,,,121 S Orange Ave Ste 820 / Orlando / Canada,ceo/founder,LGECI,6 months ~ 9 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,347,0 +3722,0.75,/ Makassar / Indonesia,AS,,11142,Channel Partner,Enterprise,2.0,,,,engineering,3,,chiller,,,/ Makassar / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,670,0 +18548,0.0,/ / Peru,ID,0.0327868852459016,20879,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7757,0.5,//,IT,,42050,End Customer,SMB,0.0,,,,,80,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,831,1 +14253,0.25,/ RIO DE JANEIRO / Brazil,AS,,7162,End Customer,SMB,,,,,engineering,3,,,,,/ RIO DE JANEIRO / Brazil,director,LGESP,,0,0,,,,,97,0 +12734,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,trainee,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 +17408,1.0,/ / Singapore,AS,,5951,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,3 months ~ 6 months,0,0,,,,,73,0 +1189,0.5,/ Shanghai / China,ID,0.0843373493975903,20626,End Customer,SMB,,1.0,,1.0,engineering,501,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,/ Shanghai / China,none,LGECH,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,379,0 +4046,1.0,/ Singapore / Singapore,AS,,24042,End Customer,SMB,,,,,engineering,295,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,others,LGESL,3 months ~ 6 months,0,0,,,,,73,0 +9952,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10027,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9997,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8149,1.0,/ Najran / Saudi Arabia,ID,0.032258064516129,2747,Service Partner,Enterprise,,,,,product management,108,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Najran / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209,0 +9562,0.25,/ / Hungary,ID,0.025,41361,,SMB,,,,,,60,Quotation or Purchase Consultation,,,,/ / Hungary,none,LGEMK,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,1 +14210,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,SMB,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97,0 +12489,1.0,/ Bangkok / Thailand,AS,,33052,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 +9319,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95,0 +19027,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +7689,0.75,/ / Germany,IT,,5888,,SMB,,,,,others,39,OEM/ODM Request,others,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,3 months ~ 6 months,0,0,,,,,428,0 +8075,1.0,/ NEOM OXAGON / Saudi Arabia,ID,0.043103448275862,29799,End Customer,SMB,2.0,,,,purchasing,384,Technical Consultation,software solution,,,/ NEOM OXAGON / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),209,0 +9975,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1791,1.0,/ / India,ID,,5609,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +21168,1.0,/ ES / Serra / Brazil,AS,,27907,End Customer,SMB,,,,,administrative,533,Quotation or Purchase Consultation,ventilation,,,/ ES / Serra / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 +15050,0.5,/ Santiago / Chile,AS,,46103,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 +17070,1.0,/ NSW / Australia,AS,,11301,Specifier/ Influencer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,0 +15849,0.5,/ CARACAS / Venezuela,AS,,35235,End Customer,Enterprise,,,,,operations,3,,etc.,,,/ CARACAS / Venezuela,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +7672,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405,0 +11000,0.25,"Corso Vittorio Emanuele II, 64 / Torino / Italy",ID,0.0199004975124378,1143,End Customer,SMB,,1.0,,1.0,,88,Quotation or Purchase Consultation,,,,"Corso Vittorio Emanuele II, 64 / Torino / Italy",none,LGEIS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,422,1 +2604,1.0,/Ludhiana/India,ID,,41391,End Customer,Enterprise,4.0,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 +11536,0.75,520 S GABLES BLVD / Wheaton /,ID,,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,,,,,331,1 +20688,0.25,/ / Romania,ID,0.0416666666666666,16651,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / Romania,manager,LGERO,,0,0,0.0002153634176709,0.0609243697478991,factory,,303,0 +12229,0.75,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,engineering,45,,vrf,,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97,0 +16918,0.75,/Bojonegoro/Indonesia,AS,,11148,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Bojonegoro/Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 +20123,1.0,/Ibirité MG/Brazil,AS,0.004,4474,,SMB,,,,,sales,113,Quotation or Purchase Consultation,etc.,,,/Ibirité MG/Brazil,partner,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97,0 +19972,1.0,/Campos dos Goytacazes/Brazil,AS,0.004,29927,End Customer,Enterprise,,,,,sales,266,Quotation or Purchase Consultation,etc.,,,/Campos dos Goytacazes/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +12037,0.5,//,ID,,30051,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,205,0 +19545,1.0,/ Manaus / Brazil,ID,0.0732484076433121,22464,Channel Partner,Enterprise,,,,,entrepreneurship,48,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Manaus / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 +9951,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9426,0.25,/ Millersville / United States,ID,,37473,,Enterprise,,,,,,164,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Millersville / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,205,0 +17871,1.0,/ Brumadinho/MG / Brazil,ID,0.0327868852459016,20980,End Customer,Enterprise,,,,,others,20,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Brumadinho/MG / Brazil,others,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,480,0 +15606,0.5,/ / Mexico,AS,,22671,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 +18928,1.0,/ Santiago / Chile,AS,0.0151515151515151,43961,End Customer,Enterprise,,,,,purchasing,504,Quotation or Purchase Consultation,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,6 months ~ 9 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),124,0 +20640,1.0,/ São Pedro do Ivaí / Brazil,ID,0.0695652173913043,2601,End Customer,SMB,2.0,,,,purchasing,449,Quotation or Purchase Consultation,led signage,,,/ São Pedro do Ivaí / Brazil,entry level,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,316,0 +18688,0.0,/ / Peru,ID,0.0327868852459016,2333,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +9248,0.25,/Brooklyn/United States,ID,,33635,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,standard signage,,,/Brooklyn/United States,none,LGEUS,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,570,1 +18037,0.25,/ / Australia,ID,0.2142857142857142,21359,End Customer,Enterprise,,,,,consulting,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +16132,0.25,/ Singapore / Singapore,AS,,18749,End Customer,SMB,8.0,,,,engineering,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,,,,,73,0 +18295,0.0,/ / Peru,ID,0.0327868852459016,4497,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +10054,0.25,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +14227,0.5,/ Rs / Brazil,AS,,10913,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rs / Brazil,director,LGESP,,0,0,,,,,97,0 +12946,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +16286,0.25,Via fontana dell'oste 52 / Colleferro / Italy,AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,Via fontana dell'oste 52 / Colleferro / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +20185,1.0,/ PR - Foz do Iguaçu / Brazil,AS,0.004,2900,End Customer,Enterprise,,,,,purchasing,108,Quotation or Purchase Consultation,vrf,,,/ PR - Foz do Iguaçu / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,97,0 +5832,0.5,/ / Brazil,AS,,9045,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +13848,0.25,/ Belo Horizonte / Brazil,AS,,1437,End Customer,SMB,0.0,,,,operations,3,,,,,/ Belo Horizonte / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +4213,0.25,/ Kurnool / India,AS,,47466,End Customer,Enterprise,19.0,,,,,10,Quotation or Purchase Consultation,vrf,,,/ Kurnool / India,none,LGEIL,,0,0,,,,,49,0 +17573,1.0,/ / Mexico,ID,0.0806916426512968,32240,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 +8817,1.0,/Pampanga/Philippines,AS,0.04,26311,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,vrf,,,/Pampanga/Philippines,entry level,LGEPH,more than a year,0,0,9.65915660650443e-05,0.0227272727272727,government department,Welfare Facilities,16,1 +8301,0.0,/ / Peru,ID,0.0327868852459016,41425,,Enterprise,,,,,arts and design,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +11518,1.0,/ ORLY / France,ID,,31244,Specifier/ Influencer,SMB,,,,,purchasing,172,Quotation or Purchase Consultation,hospital tv,LU766A Series,,/ ORLY / France,c-level executive,LGEFS,less than 3 months,0,0,,,,,474,0 +7228,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,11,Quotation or Purchase Consultation,etc.,,,/ Mandaluyong City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +179,1.0,/ / Afghanistan,ID,0.075,8002,End Customer,Enterprise,,1.0,,1.0,legal,229,Quotation or Purchase Consultation,standard signage,UHD TV Signage,75UR640S (MEA),/ / Afghanistan,director,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,227,0 +6804,0.25,2 woodside drive / NH / United States,AS,,40041,,Enterprise,,,,,,42,Product Information,,,,2 woodside drive / NH / United States,none,LGEUS,,0,0,,,,,730,0 +21252,0.75,/ / Peru,ID,0.0422535211267605,21321,Specifier/ Influencer,Enterprise,,,,,,15,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 +1157,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +14422,0.25,/ Espumoso/RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,60,Quotation or Purchase Consultation,single-split,,,/ Espumoso/RS / Brazil,none,LGESP,,0,0,,,,,97,0 +13239,0.25,/Yogyakarta/Indonesia,AS,,34021,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Yogyakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 +11514,1.0,/ / Hong Kong,ID,,3526,End Customer,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,interactive signage,TR3BF Series,65TR3BF-B,/ / Hong Kong,manager,LGEHK,3 months ~ 6 months,0,0,,,,,337,0 +14695,0.25,/ São Paulo / Brazil,AS,,42133,End Customer,Enterprise,,,,,support,3,,,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 +4741,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30,1 +21027,0.0,/ / Spain,ID,0.025,35144,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +10405,1.0,/ Ankara / Türkiye,AS,0.0408163265306122,26422,End Customer,SMB,,,,,engineering,115,Product Information,vrf,,,/ Ankara / Türkiye,c-level executive,LGETK,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,103,1 +547,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17820,1.0,/ Santiago de Chile / Chile,ID,0.0327868852459016,43988,End Customer,SMB,,,,,information technology,72,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Santiago de Chile / Chile,others,LGECL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),580,1 +7394,1.0,/Gaya/India,AS,,30251,End Customer,Enterprise,,,,,human resources,78,Quotation or Purchase Consultation,multi-split,,,/Gaya/India,partner,LGEIL,less than 3 months,0,0,,,,,600,1 +19371,0.5,/ contagem mg / Brazil,AS,0.0037878787878787,23151,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ contagem mg / Brazil,entry level,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +1561,1.0,/ Nagpur / India,ID,,18859,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,314,0 +11561,0.5,/ Mumbai / India,ID,,11810,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +20920,0.0,/ / Peru,ID,0.0476190476190476,30291,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +12041,0.5,Rajkot //,ID,,24539,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,Rajkot //,none,LGEUS,less than 3 months,0,0,,,,,194,0 +1369,1.0,/ Chandigarh / India,ID,,30487,,Enterprise,,,,,administrative,4,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +4058,0.5,/Ormoc/Philippines,AS,,41235,End Customer,Enterprise,,,,,engineering,28,Quotation or Purchase Consultation,multi-split,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +9008,0.0,/ / India,ID,0.0289256198347107,38425,,Enterprise,,,,,information technology,7,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174,0 +9955,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +4342,0.25,/ Hyderabad / India,AS,,38108,End Customer,SMB,,,,,,70,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +17035,1.0,/ Rio de Janeiro / Brazil,AS,,31781,End Customer,Enterprise,,,,,engineering,217,Quotation or Purchase Consultation,etc.,,,/ Rio de Janeiro / Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97,0 +3073,0.75,/Indore/India,ID,,46774,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/Indore/India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +5594,0.5,/ Sao Paulo / Brazil,AS,,25252,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +21007,0.0,/ / Spain,ID,0.025,26462,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +7339,0.75,/ Bandung / Indonesia,AS,,6348,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,9 months ~ 1 year,0,0,,,,,670,0 +2083,1.0,/Ludhiana/India,ID,,23997,,Enterprise,,,,,business development,74,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +2419,0.75,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",ID,,19839,End Customer,Enterprise,,,,,,87,Technical Consultation,,,,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",none,LGEUS,less than 3 months,0,0,,,,,194,0 +10540,1.0,/ / Chile,ID,0.0749486652977412,14372,Channel Partner,SMB,1.0,1.0,,1.0,information technology,97,Others,,,,/ / Chile,ceo/founder,LGECL,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,580,0 +1200,1.0,//Ecuador,ID,0.0749486652977412,24163,Channel Partner,SMB,,1.0,,1.0,information technology,333,Quotation or Purchase Consultation,oled signage,Flexible Curved Open Frame OLED Signage,55EF5K-L,//Ecuador,manager,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,192,1 +15674,0.5,/ Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 +1727,1.0,/ Nagpur / India,ID,,41818,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 +17656,1.0,/ Ciudad de México / Mexico,ID,0.0806916426512968,5939,End Customer,Enterprise,,,,,finance,68,Quotation or Purchase Consultation,oled signage,Wallpaper OLED Signage,55EJ5K,/ Ciudad de México / Mexico,intern,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,214,0 +11626,0.5,/ Hyderabad / India,ID,,3576,,Enterprise,,,,,finance,3,Others,,,,/ Hyderabad / India,associate/analyst,LGEIL,,0,0,,,,,174,0 +435,0.0,Corporate / /,ID,0.0446428571428571,42942,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +12685,0.75,/ Lima / Peru,AS,,16675,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Lima / Peru,entry level,LGEPR,less than 3 months,0,0,,,,,125,0 +13576,0.0,/ Kolkata / India,AS,,1604,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 +20417,0.0,6525 Carnegie Blvd Hospitality / Charlotte / United States,ID,,32361,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,6525 Carnegie Blvd Hospitality / Charlotte / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +10622,1.0,/ Lima / Peru,ID,0.0749486652977412,11021,End Customer,Enterprise,,1.0,,1.0,legal,148,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Lima / Peru,ceo/founder,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,190,0 +20615,1.0,/ Małopolskie / Poland,AS,,36170,End Customer,Enterprise,,,,,engineering,648,Quotation or Purchase Consultation,etc.,,,/ Małopolskie / Poland,entry level,LGEPL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,694,0 +19510,1.0,/ São Luís / Brazil,ID,0.0544217687074829,8266,End Customer,Enterprise,,,,,information technology,33,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ São Luís / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,342,0 +15534,0.5,/ Merida / Mexico,AS,,9141,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Merida / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 +11428,1.0,/ jabalpur / India,ID,,38458,,Enterprise,2.0,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,,,/ jabalpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +457,0.25,Corporate / /,ID,0.0446428571428571,22288,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +18574,0.0,/ / Peru,ID,0.0327868852459016,20661,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +3417,1.0,/ LUCKNOW / India,ID,,40860,,Enterprise,,,,,marketing,10,Quotation or Purchase Consultation,interactive signage,,,/ LUCKNOW / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +10080,0.25,Cloud IT / / United States,IT,,5575,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +7243,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +6748,0.25,7657 Thornlee Dr. / FL / United States,AS,,44640,,Enterprise,,,,,,55,Product Information,,,,7657 Thornlee Dr. / FL / United States,none,LGEUS,,0,0,,,,,731,0 +13673,0.25,/ Uberlândia / Brazil,AS,,4240,,Enterprise,,,,,engineering,3,,,,,/ Uberlândia / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +16493,0.25,via della valtiera 81 / perugia / Italy,AS,,31667,Channel Partner,SMB,60.0,,,,others,3,,vrf,,,via della valtiera 81 / perugia / Italy,entry level,LGEIS,,0,0,,,,,341,1 +2273,1.0,//Afghanistan,ID,,17783,End Customer,SMB,,,,,engineering,27,Quotation or Purchase Consultation,standard signage,webOS UHD Signage,65UL3J-B,//Afghanistan,associate/analyst,LGEGF,less than 3 months,0,0,,,,,227,0 +11912,0.5,/Mumbai/India,ID,,30973,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/Mumbai/India,co-founder,LGEIL,,0,0,,,,,174,0 +1225,1.0,/ / Portugal,IT,,7732,Specifier/ Influencer,SMB,,,1.0,1.0,administrative,1036,Others,projector,,,/ / Portugal,vice president,LGEPT,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,338,0 +7194,0.75,/ Silang Cavite / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,2,,vrf,,,/ Silang Cavite / Philippines,entry level,LGEPH,more than a year,0,0,,,,,46,0 +9985,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20297,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +20752,1.0,/ Vila Velha / Brazil,ID,0.0476190476190476,4885,End Customer,SMB,2.0,,,,purchasing,112,Quotation or Purchase Consultation,hotel tv,,,/ Vila Velha / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +7226,1.0,/ Pasig / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Pasig / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +9860,0.25,Cloud IT / Shelton / United States,IT,,32547,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Shelton / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +20353,1.0,//Germany,ID,0.0169491525423728,29350,Channel Partner,SMB,,1.0,,1.0,other,255,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ751C (EU/CIS),//Germany,ceo/founder,LGEDG,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,326,1 +20177,1.0,/Goiás / Minaçu/Brazil,AS,0.004,9709,End Customer,SMB,,,,,purchasing,163,Quotation or Purchase Consultation,vrf,,,/Goiás / Minaçu/Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Hyper Market & Grocery,680,0 +10024,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19829,0.0,/ / Brazil,ID,0.0732484076433121,45657,Channel Partner,SMB,143.0,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +8887,1.0,/ / Oman,ID,0.0491803278688524,12433,End Customer,Enterprise,,,,,information technology,180,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / Oman,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,908,0 +10585,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,9039,End Customer,Enterprise,,1.0,,1.0,operations,50,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Airline,187,0 +12410,1.0,/ GOIÁS/RIO VERDE / Brazil,AS,,41840,Channel Partner,Enterprise,,,,,purchasing,112,Quotation or Purchase Consultation,,,,/ GOIÁS/RIO VERDE / Brazil,manager,LGESP,9 months ~ 1 year,0,0,,,,,97,0 +14457,0.25,/ Santa Catarina / Joinville / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Joinville / Brazil,none,LGESP,,0,0,,,,,97,0 +16040,0.0,"http:// / гр. София, Област Софи / Bulgaria",AS,,5928,End Customer,SMB,0.0,,,,,3,,vrf,,,"http:// / гр. София, Област Софи / Bulgaria",none,LGEMK,,0,0,,,,,1047,1 +7995,0.75,Au Ricchieri sn / ezeiza / United States,IT,,622,End Customer,SMB,,,,,,105,Quotation or Purchase Consultation,,,,Au Ricchieri sn / ezeiza / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,194,0 +2958,1.0,/ / Saudi Arabia,ID,,34850,End Customer,SMB,,,,,information technology,83,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,245,0 +8906,1.0,//Vietnam,ID,0.1184210526315789,15918,,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,324,0 +9304,1.0,/ Patna / India,AS,,6064,End Customer,Enterprise,,,,,real estate,30,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,600,0 +2699,1.0,/ / U.A.E,ID,,18085,End Customer,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +3326,0.25,/ Crownsville / United States,ID,,21352,,SMB,,,,,,277,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Crownsville / United States,none,LGEUS,,0,0,,,,,194,0 +1395,1.0,/coimbatore/India,ID,,39874,,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,interactive digital board,,,/coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +2846,1.0,/ / Egypt,ID,,3715,End Customer,SMB,0.0,,,,consulting,43,Technical Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +2580,1.0,/ Panipat / India,ID,,23632,,Enterprise,4.0,,,,business development,1,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 +19056,1.0,/ resende / Brazil,ID,0.2692307692307692,17186,End Customer,Enterprise,,,,,healthcare services,24,Quotation or Purchase Consultation,hospital tv,NanoCell Hospital TV,55UR772M (NA),/ resende / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +3631,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +18211,0.0,/ / Peru,ID,0.0327868852459016,356,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +14927,0.25,/ / Thailand,AS,,47335,,Enterprise,,,,,accounting,3,,,,,/ / Thailand,director,LGETH,,0,0,,,,,753,0 +7871,0.25,Cloud IT / / United States,IT,,8667,,SMB,,,,,,254,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 +6484,0.25,/ Tanta / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,219,Quotation or Purchase Consultation,multi-split,,,/ Tanta / Egypt,none,LGEEG,,0,0,,,,,51,0 +20271,1.0,/ Hamburg / Germany,IT,,19083,End Customer,SMB,,,,,sales,333,Quotation or Purchase Consultation,laptop,,,/ Hamburg / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 +4240,0.25,/ Ernakulam / India,AS,0.0677966101694915,452,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +1836,1.0,/ Kolkata / India,ID,,22367,,Enterprise,4.0,,,,administrative,57,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 +6185,0.25,/ Goiânia / Brazil,AS,,40422,,SMB,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 +217,0.75,/ Alkhobar / Saudi Arabia,ID,0.075,37204,End Customer,SMB,,1.0,,1.0,information technology,157,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Alkhobar / Saudi Arabia,none,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,295,0 +17163,1.0,/ KUJAWSKO-POMORSKIE / Poland,AS,,6814,Specifier/ Influencer,SMB,,,,,others,148,Quotation or Purchase Consultation,etc.,,,/ KUJAWSKO-POMORSKIE / Poland,others,LGEPL,less than 3 months,0,0,,,,,1023,0 +8273,0.25,/ / Australia,ID,0.2142857142857142,19170,End Customer,SMB,,,,,education,111,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 +9084,1.0,/ Manila / Philippines,AS,0.0227272727272727,45977,End Customer,SMB,1.0,,,,administrative,36,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,manager,LGEPH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,15,1 +19198,1.0,/ Recife / Brazil,ID,0.0538922155688622,4894,End Customer,SMB,,,,,finance,79,Quotation or Purchase Consultation,interactive signage,,,/ Recife / Brazil,intern,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,278,1 +13519,0.0,/ / India,AS,,3869,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115,1 +1219,1.0,/Ontario/Ottawa/Canada,IT,0.0434782608695652,45871,End Customer,SMB,,,1.0,1.0,engineering,53,Quotation or Purchase Consultation,monitor,,,/Ontario/Ottawa/Canada,vice president,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Engineering,293,0 +8175,1.0,/New delhi/India,ID,0.0311958405545927,21910,End Customer,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/New delhi/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +8341,0.25,Education / / United States,ID,0.3902439024390244,18027,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542,1 +19458,0.75,/ Bogota / Colombia,IT,0.3636363636363636,30207,End Customer,Enterprise,,,,,radiology professional,132,Quotation or Purchase Consultation,medical display,,,/ Bogota / Colombia,none,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),,837,1 +10167,1.0,/ Pernambuco - recife / Brazil,AS,0.0039370078740157,19722,End Customer,Enterprise,,,,,others,47,Quotation or Purchase Consultation,vrf,,,/ Pernambuco - recife / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 +17041,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +10512,1.0,/ Castro / Brazil,ID,0.0749486652977412,6710,End Customer,SMB,,1.0,,1.0,information technology,167,Quotation or Purchase Consultation,interactive signage,,,/ Castro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,0 +9715,0.25,1701 Century Center Cove Cloud IT / Memphis / United States,IT,,39423,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cove Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +17674,0.75,Calle 16a N 55 64 Antioquia / Medellin / Colombia,AS,0.0118577075098814,1933,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Calle 16a N 55 64 Antioquia / Medellin / Colombia,director,LGECB,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),39,1 +19317,0.5,/ Amsterdam / Belgium,AS,0.037037037037037,23198,End Customer,Enterprise,,,,,,107,Quotation or Purchase Consultation,,,,/ Amsterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,144,0 +16861,1.0,/ Cebu City / Philippines,AS,,28441,End Customer,SMB,,,,,engineering,40,Quotation or Purchase Consultation,vrf,,,/ Cebu City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +10031,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +18449,0.0,/ / Peru,ID,0.0327868852459016,355,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +1890,1.0,/Indore/India,ID,,41481,,Enterprise,,,,,engineering,37,Technical Consultation,interactive digital board,,,/Indore/India,entry level,LGEIL,less than 3 months,0,0,,,,,222,0 +18217,0.0,/ / Peru,ID,0.0327868852459016,10551,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +9979,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8243,0.25,/Thatta/United States,ID,0.0311958405545927,42232,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Thatta/United States,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,,174,0 +4344,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 +19165,1.0,/chapala/Mexico,ID,0.0538922155688622,24727,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/chapala/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,189,0 +6643,0.25,1720 Cushman Drive / NE / United States,AS,,18936,,Enterprise,11.0,,,,,92,Services,,,,1720 Cushman Drive / NE / United States,none,LGEUS,,0,0,,,,,731,0 +12534,0.75,/ Thailand / Thailand,AS,,47375,Specifier/ Influencer,Enterprise,,,,,engineering,4,,vrf,,,/ Thailand / Thailand,others,LGETH,less than 3 months,0,0,,,,,748,0 +8639,1.0,/ / Brazil,ID,0.0538922155688622,21827,End Customer,Enterprise,,,,,media and communication,51,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAD007,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,167,0 +6666,0.25,"49 Geary Street, Suite 300 / CA / United States",AS,,5713,,SMB,,,,,,432,Services,,,,"49 Geary Street, Suite 300 / CA / United States",none,LGEUS,,0,0,,,,,731,0 +19872,0.0,/ / Peru,ID,0.0732484076433121,32238,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,258,0 +20567,1.0,/ Hồ Chí Minh / Vietnam,AS,,18235,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,,hotel & accommodation,,1046,0 +20051,1.0,/ SANTOS / Brazil,AS,0.004,31766,End Customer,Enterprise,,,,,sales,28,Quotation or Purchase Consultation,,,,/ SANTOS / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +385,0.25,Corporate / /,ID,0.0446428571428571,9829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +4723,0.25,/ PUNE / India,AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,etc.,,,/ PUNE / India,none,LGEIL,,0,0,,,,,21,1 +8525,0.25,/ Lawrenceville / United States,ID,,18898,End Customer,SMB,,,,,,165,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lawrenceville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,833,0 +214,1.0,/ Elmwood / United States,ID,0.0446428571428571,35318,End Customer,SMB,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EG5CE,/ Elmwood / United States,vice president,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,310,1 +9822,0.25,Cloud IT / New York / United States,IT,,5701,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +10782,1.0,/Rio de Janeiro/Brazil,ID,0.0749486652977412,40158,End Customer,SMB,,1.0,,1.0,information technology,34,Quotation or Purchase Consultation,accessories,,,/Rio de Janeiro/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,167,0 +7093,1.0,/ Cebu / Philippines,AS,,28441,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +11085,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 +9751,0.25,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,IT,,1081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +216,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,0 +10501,1.0,/ Balneário Camboriú / Brazil,ID,0.0749486652977412,16380,End Customer,Enterprise,,1.0,,1.0,media and communication,244,Quotation or Purchase Consultation,standard signage,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480,0 +19688,1.0,/ / Argentina,ID,0.0732484076433121,38636,,SMB,,,,,administrative,16,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 +14716,0.5,/ Rio de Janeiro / Brazil,AS,,18062,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97,0 +8446,1.0,/Jaunpur/India,AS,0.4615384615384615,36364,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,multi-split,,,/Jaunpur/India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,22,1 +16821,1.0,/ / Philippines,AS,,22433,End Customer,Enterprise,0.0,,,,others,20,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,135,0 +5336,0.5,/São Paulo/Brazil,AS,,32207,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +4212,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,0 +618,0.25,Corporate / /,ID,0.0446428571428571,1183,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14472,0.25,/ Minas Gerais/Uberlândia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,169,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais/Uberlândia / Brazil,none,LGESP,,0,0,,,,,97,0 +8718,0.25,/ Cochin / India,AS,0.0677966101694915,450,End Customer,Enterprise,,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Cochin / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +19715,1.0,/ Guarulhos / Brazil,ID,0.0732484076433121,14259,End Customer,SMB,,,,,information technology,87,Quotation or Purchase Consultation,one:quick series,,,/ Guarulhos / Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,316,0 +13549,0.0,/ Assam / India,AS,,997,End Customer,SMB,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 +3658,1.0,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,single-split,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 +3692,0.75,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",AS,,33997,Channel Partner,Enterprise,1.0,,,,others,3,,single-split,,,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",director,LGEIN,less than 3 months,0,0,,,,,122,1 +20882,0.5,/ / Brazil,ID,0.0476190476190476,3250,Channel Partner,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ / Brazil,others,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,0 +8672,0.25,/ Minsk / United States,ID,0.1666666666666666,18030,,Enterprise,2.0,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Minsk / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 +10129,0.25,//United States,ID,0.4,19038,,SMB,,,,,,17,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,901,1 +18304,0.0,/ / Peru,ID,0.0327868852459016,21901,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +17990,0.5,/ / India,ID,0.0311958405545927,19849,,Enterprise,,,,,,3,Request for Partnership,,,,/ / India,others,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +3519,1.0,/ delhi / India,ID,,31907,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,vice president,LGEIL,less than 3 months,0,0,,,,,174,0 +2752,1.0,/ / South Africa,ID,,5555,End Customer,SMB,,,,,consulting,81,Technical Consultation,oled signage,,,/ / South Africa,c-level executive,LGESA,3 months ~ 6 months,0,0,,,,,151,0 +17040,1.0,/ SP/Penápolis / Brazil,AS,,14067,End Customer,Enterprise,,,,,engineering,28,Quotation or Purchase Consultation,single-split,,,/ SP/Penápolis / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +8600,0.25,29222 Rancho Viejo Rd Ste 108 Medical/San Juan Capistrano/United States,IT,0.6428571428571429,14664,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,29222 Rancho Viejo Rd Ste 108 Medical/San Juan Capistrano/United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,438,1 +313,0.75,/Hyderabad/India,ID,0.0575342465753424,10976,End Customer,SMB,0.0,1.0,,1.0,purchasing,356,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Hyderabad/India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,277,1 +19153,0.25,919 Hidden Ridge Cloud IT / Irving / United States,IT,0.6428571428571429,8672,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,919 Hidden Ridge Cloud IT / Irving / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 +11979,0.25,/ / Brazil,ID,,3788,,Enterprise,,,,,,54,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 +1858,1.0,/ Aurangabad / India,ID,,36201,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Aurangabad / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,314,0 +9747,0.25,826 Hillshire Dr Cloud IT / Hoover / United States,IT,,4621,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,826 Hillshire Dr Cloud IT / Hoover / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +16087,0.25,/ القنفذة / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 +9932,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20840,1.0,/ Brasília / Brazil,ID,0.0476190476190476,25663,End Customer,SMB,,,,,finance,337,Quotation or Purchase Consultation,one:quick series,,,/ Brasília / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,167,1 +8976,0.75,/Guaynabo/United States,ID,0.1186440677966101,27422,End Customer,SMB,10.0,,,,administrative,212,,led signage,Transparent LED Film,LAT140,/Guaynabo/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,911,0 +19821,0.0,/ / Brazil,ID,0.0732484076433121,24619,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +20495,1.0,/ Goiania / Brazil,ID,0.1241217798594847,23638,End Customer,SMB,,1.0,,1.0,entrepreneurship,73,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Goiania / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +18961,0.75,/ Popayan / Colombia,IT,0.0476190476190476,43987,End Customer,Enterprise,,,,,information technology,595,Quotation or Purchase Consultation,monitor,,,/ Popayan / Colombia,none,LGECB,less than 3 months,1,0,0.0005719551277132,,education,,977,1 +14718,0.5,/ Seropédica - RJ / Brazil,AS,,15473,,Enterprise,19.0,,,,finance,3,Quotation or Purchase Consultation,,,,/ Seropédica - RJ / Brazil,partner,LGESP,,0,0,,,,,97,0 +7977,0.25,General / / United States,IT,,22184,End Customer,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438,1 +8241,0.0,/ / India,ID,0.0311958405545927,28112,,SMB,,,,,information technology,44,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +16566,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +19868,0.5,/ / Peru,ID,0.0732484076433121,32548,Service Partner,Enterprise,,,,,education,19,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,9 months ~ 1 year,0,0,0.0011827288932506,0.0498402555910543,retail,,258,0 +3804,0.5,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90,0 +17198,1.0,/ Hcm / Vietnam,AS,,10999,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcm / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +16991,1.0,/ São Paulo / Brazil,AS,,4936,,Enterprise,,,,,engineering,24,Trainings,vrf,,,/ São Paulo / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +19746,1.0,/ / Vietnam,ID,0.1184210526315789,44381,,Enterprise,,,,,business development,6,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,582,0 +20108,1.0,/ RS / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,38,Quotation or Purchase Consultation,etc.,,,/ RS / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +303,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356,1 +8392,0.25,/ salem / United States,ID,0.3902439024390244,364,,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ salem / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 +8885,1.0,/ / U.A.E,ID,0.0491803278688524,5788,End Customer,SMB,,,,,sales,80,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,32TNF5J,/ / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,227,1 +2013,1.0,/ Sangli / India,ID,,38729,,Enterprise,,,,,business development,11,Technical Consultation,interactive signage,,,/ Sangli / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +19366,0.5,/ Macapa / Brazil,AS,0.0037878787878787,45523,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ Macapa / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 +15685,0.5,/ Nezahualcóyotl Estado de Mexico / Mexico,AS,,14941,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ Nezahualcóyotl Estado de Mexico / Mexico,trainee,LGEMS,less than 3 months,0,0,,,,,42,0 +12854,0.75,/ Bandung / Indonesia,AS,,33915,Specifier/ Influencer,Enterprise,0.0,,,,engineering,19,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 +14247,0.25,/ RJ / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,3,,,,,/ RJ / Brazil,director,LGESP,,0,0,,,,,97,0 +4727,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,66,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,1 +3913,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,29,0 +16014,0.25,/ София / Bulgaria,AS,,46985,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ София / Bulgaria,entry level,LGEMK,,0,0,,,,,710,0 +11749,0.0,/ / India,ID,,46458,,Enterprise,,,,,marketing,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +12140,1.0,/ Panipat / India,ID,,17604,,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +2923,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244,0 +11251,1.0,/ varanasi / India,ID,,5384,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ varanasi / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +8408,1.0,/Kolkata /India,AS,0.1470588235294117,11548,End Customer,Enterprise,19.0,,,,administrative,6,Quotation or Purchase Consultation,multi-split,,,/Kolkata /India,manager,LGEIL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,,2,0 +10110,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,0 +2875,1.0,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,ID,,30286,Service Partner,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,director,LGEUS,less than 3 months,0,0,,,,,333,0 +4019,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,8,1 +13117,0.75,/ Amapá / Brazil,AS,,26254,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,multi-split,,,/ Amapá / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 +18751,0.0,/ / Peru,ID,0.0327868852459016,20546,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +10006,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12827,0.5,/ Pringsewu / Indonesia,AS,,41094,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Pringsewu / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +18178,0.0,/ / Peru,ID,0.0327868852459016,27142,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +13216,0.25,/ BANDUNG / Indonesia,AS,,41007,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ BANDUNG / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670,0 +20392,0.75,/ Pomorskie / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,quality assurance,64,Quotation or Purchase Consultation,hotel tv,,,/ Pomorskie / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169,1 +1571,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +6477,0.25,/ Zayed / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,220,Quotation or Purchase Consultation,multi-split,,,/ Zayed / Egypt,none,LGEEG,,0,0,,,,,56,0 +15765,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +7082,1.0,/ Rizal / Philippines,AS,,26207,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +13512,0.0,/ / India,AS,,34651,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +9210,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,0 +16355,0.25,VIA ROMA / NOVI LIGURE / Italy,AS,,17017,Channel Partner,Enterprise,,,,,business development,3,,vrf,,,VIA ROMA / NOVI LIGURE / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +11370,0.75,/ / Peru,ID,,15127,,SMB,,,,,others,3,Request for Partnership,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,525,0 +11021,1.0,/ La Unión / Chile,ID,0.0749486652977412,9666,End Customer,Enterprise,,1.0,,1.0,operations,139,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,,/ La Unión / Chile,others,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,580,0 +11587,0.5,/ Coimbatore / India,ID,,34496,,Enterprise,,,,,media and communication,3,Technical Consultation,,,,/ Coimbatore / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +8489,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,0 +9257,0.25,/ CLEVELAND / United States,ID,,24200,,SMB,,1.0,,1.0,,209,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ CLEVELAND / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,449,1 +9969,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +12478,1.0,/บุรีรัมย์/Thailand,AS,,47353,,Enterprise,,,,,engineering,16,Others,,,,/บุรีรัมย์/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 +8575,1.0,/ / United Kingdom,IT,0.2307692307692307,20340,End Customer,Enterprise,9.0,,,,consulting,114,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,781,0 +18022,0.25,/ / Australia,ID,0.2142857142857142,7971,End Customer,SMB,,,,,information technology,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +6592,0.25,/ Philadelphia / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,165,Quotation or Purchase Consultation,etc.,,,/ Philadelphia / United States,none,LGEUS,,0,0,,,,,730,0 +19928,1.0,/ Blumenau / Brazil,ID,0.0732484076433121,33447,Channel Partner,SMB,,,,,administrative,264,Quotation or Purchase Consultation,oled signage,,,/ Blumenau / Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +16370,0.25,"Via San renato, 24 / Sorrento / Italy",AS,,42860,End Customer,SMB,,,,,entrepreneurship,3,,vrf,,,"Via San renato, 24 / Sorrento / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +14384,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 +13857,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +3810,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34,0 +3320,0.25,/ / United States,ID,,12670,Specifier/ Influencer,SMB,1.0,,,,others,37,Technical Consultation,hotel tv,Essential Commercial TV,50UN570H (NA),/ / United States,none,LGEUS,,0,0,,,,,205,0 +9544,1.0,/ SK/Saskatoon / Canada,ID,0.8333333333333334,5833,End Customer,SMB,0.0,,,,media and communication,144,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/ SK/Saskatoon / Canada,manager,LGECI,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,573,1 +11087,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,1 +8464,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600,1 +10032,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +11757,0.0,/ / India,ID,,22160,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +10697,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,46739,Specifier/ Influencer,Enterprise,,1.0,,1.0,entrepreneurship,416,Request for Partnership,led signage,LG LED Bloc,LSAA015,/ São Paulo / Brazil,director,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 +12902,1.0,/Pedreira-SP/Brazil,AS,,4201,Specifier/ Influencer,Enterprise,8.0,,,,others,111,Trainings,etc.,,,/Pedreira-SP/Brazil,entry level,LGESP,more than a year,0,0,,,,,97,0 +3563,1.0,/ Jalna / India,ID,,24904,,Enterprise,,,,,,37,Others,interactive signage,Interactive Digital Board,,/ Jalna / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 +7997,1.0,/ Bucharest / Romania,IT,,28038,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844,0 +11135,1.0,/Monteiro Lobato/Brazil,ID,,32931,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/Monteiro Lobato/Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,572,0 +12539,1.0,/ กม / Thailand,AS,,47364,Specifier/ Influencer,SMB,,,,,others,16,Quotation or Purchase Consultation,,,,/ กม / Thailand,others,LGETH,more than a year,0,0,,,,,726,0 +15584,0.5,/ Tijuana / Mexico,AS,,23943,,Enterprise,,,,,sales,3,,multi-split,,,/ Tijuana / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +7958,0.25,"950 W Bethany Drive, Suite 330 Education / Allen / United States",IT,,30021,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"950 W Bethany Drive, Suite 330 Education / Allen / United States",none,LGEUS,,0,0,,,,,374,0 +12289,0.75,/ Metepec / Mexico,AS,,9144,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ Metepec / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +325,0.75,//India,ID,0.0575342465753424,38464,End Customer,SMB,,1.0,,1.0,product management,65,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015-GN2,//India,director,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,147,1 +9710,0.25,2139 S Augusta St Cloud IT / Visalia / United States,IT,,39599,End Customer,SMB,0.0,,,,,20,Quotation or Purchase Consultation,,,,2139 S Augusta St Cloud IT / Visalia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439,0 +4072,0.25,/ Quezon City / Philippines,AS,,23565,End Customer,Enterprise,,,,,,64,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,none,LGEPH,,0,0,,,,,0,1 +480,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +105,1.0,/ PORT HARCOURT / Nigeria,AS,0.0408163265306122,16246,End Customer,Enterprise,,,,,operations,236,Quotation or Purchase Consultation,multi-split,,,/ PORT HARCOURT / Nigeria,ceo/founder,LGEAF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,141,0 +9984,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2986,0.75,/ / Saudi Arabia,ID,,15614,End Customer,SMB,1.0,,,,operations,69,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,none,LGESJ,6 months ~ 9 months,0,0,,,,,295,0 +12888,0.75,/ Lagoa Santa / Brazil,AS,,45294,Specifier/ Influencer,Enterprise,,,,,finance,3,,single-split,,,/ Lagoa Santa / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 +11448,1.0,/ Muzaffarpur / India,ID,,16624,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Muzaffarpur / India,others,LGEIL,9 months ~ 1 year,0,0,,,,,164,0 +9382,1.0,/Nashik/India,ID,0.036036036036036,29009,End Customer,SMB,,,,,engineering,182,Quotation or Purchase Consultation,led signage,,,/Nashik/India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148,1 +7034,0.25,sd thc / PA / United States,AS,,713,,SMB,,,,,,4,Media Inquiry,,,,sd thc / PA / United States,none,LGEUS,,0,0,,,,,731,0 +17735,1.0,/Monterrey Nuevo León/Mexico,AS,0.0118577075098814,14851,End Customer,Enterprise,,,,,engineering,189,Quotation or Purchase Consultation,etc.,,,/Monterrey Nuevo León/Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,42,0 +6926,0.25,409 firetower rd / NC / United States,AS,,22735,,Enterprise,,,,,,36,Product Information,,,,409 firetower rd / NC / United States,none,LGEUS,,0,0,,,,,731,0 +10828,0.0,/ / Indonesia,ID,0.0843373493975903,12479,,Enterprise,,1.0,,1.0,consulting,3,,,,,/ / Indonesia,none,LGEIN,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,313,0 +1332,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +10710,1.0,/ São Bernardo do Campo / Brazil,ID,0.0749486652977412,13369,End Customer,SMB,1.0,1.0,,1.0,information technology,61,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +11420,1.0,/Solapur/India,ID,,20201,End Customer,Enterprise,,,,,other,25,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H ,/Solapur/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,148,0 +12570,0.75,/ San Miguel / Chile,AS,,36898,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ San Miguel / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728,0 +8554,0.25,/ Boynton Beach / United States,ID,,24005,,Enterprise,,,,,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Boynton Beach / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +8097,1.0,/ / U.A.E,ID,0.043103448275862,46099,End Customer,SMB,,,,,media and communication,81,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / U.A.E,director,LGEGF,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),560,1 +13664,0.5,/ Fortaleza / Brazil,AS,,44479,End Customer,Enterprise,,,,,others,35,Quotation or Purchase Consultation,multi-split,,,/ Fortaleza / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +14990,0.5,/ Santiago / Chile,AS,,34803,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +7978,0.25,General / / United States,IT,,13355,,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438,1 +10063,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +16186,0.25,/ Singapore / Singapore,AS,,2687,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73,1 +19064,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 +20507,1.0,/ Berlin / Germany,IT,,36050,End Customer,Enterprise,,,1.0,1.0,,179,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,428,0 +14819,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97,0 +20471,0.25,/ sao paulo / United States,ID,,22070,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ sao paulo / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 +6698,0.25,538 LOCUST STREET / FL / United States,AS,,41442,,SMB,,,,,,111,Services,,,,538 LOCUST STREET / FL / United States,none,LGEUS,,0,0,,,,,731,0 +10740,1.0,/TLANEPANTLA/Mexico,ID,0.0749486652977412,10740,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,video wall signage,,,/TLANEPANTLA/Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,188,0 +12953,0.75,/ SANTIAGO DE CHILE / Chile,AS,,39320,Specifier/ Influencer,SMB,14.0,,,,business development,3,,vrf,,,/ SANTIAGO DE CHILE / Chile,c-level executive,LGECL,less than 3 months,0,0,,,,,728,0 +6965,0.25,1589 Ocean Ave / NY / United States,AS,,16876,,SMB,,,,,,781,Others,,,,1589 Ocean Ave / NY / United States,none,LGEUS,,0,0,,,,,731,0 +15594,0.5,/ CDMX / Mexico,AS,,22004,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,chiller,,,/ CDMX / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +4668,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,127,0 +1209,1.0,/ dubai / U.A.E,IT,,25584,Channel Partner,SMB,,,1.0,1.0,product management,201,Quotation or Purchase Consultation,projector,,,/ dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,,corporate / office,Others,425,0 +1350,1.0,/ Mumbai / India,ID,,10717,,SMB,,,,,business development,45,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +8421,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837,0 +1019,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +8720,0.25,/ Kottayam / India,AS,0.0677966101694915,38094,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +13968,0.5,/ Fortaleza / Brazil,AS,,46195,End Customer,Enterprise,,,,,operations,13,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 +17873,1.0,/ Gepps Cross / Australia,ID,0.2142857142857142,36049,Specifier/ Influencer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,,,/ Gepps Cross / Australia,manager,LGEAP,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156,0 +10758,0.75,//Peru,ID,0.0749486652977412,37645,Channel Partner,Enterprise,,1.0,,1.0,information technology,71,Quotation or Purchase Consultation,,,,//Peru,none,LGEPR,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 +17189,0.75,/ Cartagena / Colombia,AS,,36545,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cartagena / Colombia,others,LGECB,more than a year,0,0,,,,,962,1 +1951,1.0,/Gwalior/India,ID,,12525,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive digital board,,,/Gwalior/India,director,LGEIL,less than 3 months,0,0,,,,,222,0 +4129,0.25,/ Pampanga / Philippines,AS,,3300,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,multi-split,,,/ Pampanga / Philippines,none,LGEPH,,0,0,,,,,121,0 +9704,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +10151,1.0,/Metro Manila/Philippines,AS,,24212,End Customer,SMB,,,,,operations,570,Quotation or Purchase Consultation,chiller,,,/Metro Manila/Philippines,vice president,LGEPH,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,61,1 +6091,0.25,/ Sorocaba / Brazil,AS,,19956,,SMB,0.0,,,,administrative,3,,multi-split,,,/ Sorocaba / Brazil,others,LGESP,,0,0,,,,,97,0 +13018,0.75,/mexico/Mexico,AS,,21804,,Enterprise,4.0,,,,administrative,3,,vrf,,,/mexico/Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 +12553,0.75,/ NSW / Australia,AS,,13733,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,none,LGEAP,less than 3 months,0,0,,,,,139,0 +5998,0.5,/ São Bernardo do Campo / Brazil,AS,,3826,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Bernardo do Campo / Brazil,others,LGESP,,0,0,,,,,97,0 +16621,0.25,via rodi 1 / cologne / Italy,AS,,1089,Channel Partner,SMB,12.0,,,,sales,3,,vrf,,,via rodi 1 / cologne / Italy,intern,LGEIS,,0,0,,,,,341,0 +4582,0.25,/ Hindustan cables / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,vrf,,,/ Hindustan cables / India,none,LGEIL,,0,0,,,,,115,0 +298,1.0,/ / Hong Kong,ID,0.0843373493975903,34514,End Customer,Enterprise,,1.0,,1.0,others,48,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +18195,0.0,/ / Peru,ID,0.0327868852459016,12744,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7328,0.5,/ Bandung / Indonesia,AS,,33940,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 +4929,0.25,/ Sao Paulo / Brazil,AS,,4464,,SMB,,,,,others,3,,multi-split,,,/ Sao Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 +3922,0.75,/ Jakarta / Indonesia,AS,,33809,Channel Partner,SMB,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,associate/analyst,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +8080,0.5,/Abu Dhabi/U.A.E,ID,0.043103448275862,11408,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,308,0 +12541,1.0,/ Smithfield / Australia,AS,,42948,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,etc.,,,/ Smithfield / Australia,manager,LGEAP,less than 3 months,0,0,,,,,685,0 +20678,0.0,/ / Peru,ID,0.0695652173913043,40694,,Enterprise,,,,,quality assurance,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002153634176709,0.0609243697478991,factory,,258,0 +15043,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +7247,1.0,/ Metro manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,13,Quotation or Purchase Consultation,vrf,,,/ Metro manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +18200,0.0,/ / Peru,ID,0.0327868852459016,9595,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +16571,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +11093,1.0,/ wielkopolskie / Poland,IT,,22528,End Customer,SMB,0.0,,1.0,1.0,human resources,147,Quotation or Purchase Consultation,monitor,,,/ wielkopolskie / Poland,ceo/founder,LGEPL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Advertising,800,0 +20275,1.0,/ / Germany,IT,,12799,End Customer,SMB,,,,,,80,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ / Germany,others,LGEDG,more than a year,1,0,0.0011827288932506,,retail,,428,0 +14688,0.5,/ Buritama / Brazil,AS,,28006,Specifier/ Influencer,Enterprise,13.0,,,,accounting,3,Quotation or Purchase Consultation,,,,/ Buritama / Brazil,intern,LGESP,,0,0,,,,,97,0 +14579,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97,0 +20626,1.0,/ Parauapebas / Brazil,ID,0.0695652173913043,44407,End Customer,Enterprise,7.0,,,,information technology,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Parauapebas / Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,406,1 +20974,0.0,/ / Spain,ID,0.025,9587,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +8203,1.0,/ LIMA / United States,ID,0.3902439024390244,38590,Specifier/ Influencer,SMB,,,,,arts and design,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ LIMA / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194,0 +7102,1.0,"/ LAS PINAS, METRO MANILA / Philippines",AS,,16276,End Customer,SMB,,,,,operations,128,Quotation or Purchase Consultation,vrf,,,"/ LAS PINAS, METRO MANILA / Philippines",manager,LGEPH,6 months ~ 9 months,0,0,,,,,46,0 +8224,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 +18230,0.0,/ / Peru,ID,0.0327868852459016,28596,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +3653,0.75,/ Qc / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,3,,single-split,,,/ Qc / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616,1 +15599,0.5,/ Cdmx / Mexico,AS,,1841,Specifier/ Influencer,Enterprise,,,,,education,3,,vrf,,,/ Cdmx / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 +7527,0.75,/ Cairo / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,2,,,,,/ Cairo / Egypt,intern,LGEEG,less than 3 months,0,0,,,,,51,0 +20414,0.0,Hospitality / / United States,ID,,7240,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +1985,1.0,/Amritsar/India,ID,,37680,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive digital board,,,/Amritsar/India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +17817,1.0,/ Santiago / Chile,ID,0.0327868852459016,22887,End Customer,Enterprise,,,,,education,8,Quotation or Purchase Consultation,hotel tv,,,/ Santiago / Chile,intern,LGECL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,580,1 +4713,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90,0 +4351,0.25,/ Karimnagar / India,AS,,36033,End Customer,Enterprise,,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Karimnagar / India,none,LGEIL,,0,0,,,,,4,1 +18543,0.0,/ / Peru,ID,0.0327868852459016,43932,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +7819,0.25,Po Box 477200 Education / Tulsa / United States,IT,,43413,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,Po Box 477200 Education / Tulsa / United States,none,LGEUS,,0,0,,,,,374,0 +13198,0.5,/Leyte/Philippines,AS,,32344,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +9714,0.25,1101 Market St Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +354,0.75,//United States,ID,0.0446428571428571,4811,Specifier/ Influencer,SMB,,1.0,,1.0,consulting,1035,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United States,manager,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,368,1 +7384,0.5,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,69,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 +19725,1.0,/ Anchieta / Brazil,ID,0.0732484076433121,23245,End Customer,SMB,,,,,purchasing,57,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Anchieta / Brazil,entry level,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,1 +2924,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244,0 +19942,1.0,/ / Mexico,ID,0.0732484076433121,46156,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0011827288932506,0.0498402555910543,retail,,189,0 +7183,0.75,/ Antipolo City / Philippines,AS,,11685,End Customer,Enterprise,0.0,,,,engineering,20,,vrf,,,/ Antipolo City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +7285,0.75,/ Angeles city / Philippines,AS,,37243,,SMB,48.0,,,,arts and design,2,,,,,/ Angeles city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,59,1 +9757,0.25,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,IT,,38880,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15048,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 +8539,0.25,/ Grand Rapids / United States,ID,,5681,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Grand Rapids / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 +4009,1.0,/ Mandaluyong / Philippines,AS,,36851,End Customer,Enterprise,,,,,engineering,22,Quotation or Purchase Consultation,multi-split,,,/ Mandaluyong / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 +17767,1.0,/ Santiago / Chile,ID,0.0327868852459016,42353,Channel Partner,SMB,,,,,program and project management,103,Request for Partnership,led signage,Fine-pitch Essential Series,LAS009-F,/ Santiago / Chile,ceo/founder,LGECL,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,580,1 +14224,0.5,/ Passo fundo RS / Brazil,AS,,18548,End Customer,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Passo fundo RS / Brazil,director,LGESP,,0,0,,,,,97,0 +18874,0.25,/ Madrid / Spain,ID,0.0175438596491228,37381,End Customer,Enterprise,,,,,information technology,3,,,,,/ Madrid / Spain,manager,LGEES,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),179,0 +18647,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +12317,1.0,/Dakar/Senegal,AS,,15258,Specifier/ Influencer,SMB,,,,,accounting,160,Product Information,multi-split,,,/Dakar/Senegal,entry level,LGEAF,less than 3 months,0,0,,,,,1024,0 +11382,1.0,/ / Argentina,ID,,35066,,SMB,1.0,,,,purchasing,3,Others,,,,/ / Argentina,partner,LGEAR,less than 3 months,0,0,,,,,325,1 +17935,0.0,/ / India,ID,0.0311958405545927,43770,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 +7944,0.25,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",IT,,45815,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",none,LGEUS,,0,0,,,,,374,0 +17101,0.75,/ SANTIAGO / Chile,AS,,10930,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,vrf,,,/ SANTIAGO / Chile,manager,LGECL,more than a year,0,0,,,,,728,0 +1302,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,28773,End Customer,Enterprise,0.0,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +5663,0.5,/ Campinas / Brazil,AS,,15859,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Campinas / Brazil,others,LGESP,,0,0,,,,,97,0 +4161,0.25,/ Paranaque City / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,600,Quotation or Purchase Consultation,multi-split,,,/ Paranaque City / Philippines,none,LGEPH,,0,0,,,,,46,0 +5281,0.5,/ São Paulo / Brazil,AS,,16065,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +13544,0.0,/ / India,AS,,29199,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 +1780,1.0,/ Ned delhi / India,ID,,476,,Enterprise,,,,,real estate,1,Others,interactive signage,,,/ Ned delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +7094,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,purchasing,49,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +2409,0.75,110 Ethel Road West Ste B / Piscataway /,ID,,36354,,SMB,1.0,,,,purchasing,384,Quotation or Purchase Consultation,,,,110 Ethel Road West Ste B / Piscataway /,none,LGEUS,less than 3 months,0,0,,,,,333,1 +228,1.0,/ Gzira / Malta,ID,0.0199004975124378,4054,End Customer,SMB,,1.0,,1.0,information technology,186,Quotation or Purchase Consultation,one:quick series,,,/ Gzira / Malta,manager,LGEIS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,340,0 +14909,0.5,/ Santos / Brazil,AS,,35245,End Customer,Enterprise,,,,,engineering,21,,chiller,,,/ Santos / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 +4584,0.25,/ new delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ new delhi / India,none,LGEIL,,0,0,,,,,115,0 +6785,0.25,108 Woodland Trail Dr. Bernice / LA / United States,AS,,16562,,Enterprise,,,,,,54,Product Information,,,,108 Woodland Trail Dr. Bernice / LA / United States,none,LGEUS,,0,0,,,,,730,0 +7335,0.75,/ Tangerang / Indonesia,AS,,36072,End Customer,Enterprise,,,,,legal,5,,single-split,,,/ Tangerang / Indonesia,partner,LGEIN,less than 3 months,0,0,,,,,122,1 +15861,0.5,/ Panamá / Panama,AS,,37833,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panamá / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +7390,1.0,/ Ghaziabad / India,AS,,18012,End Customer,Enterprise,,,,,entrepreneurship,66,Quotation or Purchase Consultation,vrf,,,/ Ghaziabad / India,partner,LGEIL,less than 3 months,0,0,,,,,17,0 +6548,0.5,/ Lajas / Puerto Rico,AS,,47466,End Customer,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,,,/ Lajas / Puerto Rico,none,LGEPS,less than 3 months,0,0,,,,,654,0 +8973,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,0 +20768,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,0 +2411,0.75,"Moffett Field, CA /Moffett Field/",ID,,29508,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556,1 +6469,0.25,/ Cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,none,LGEEG,,0,0,,,,,51,0 +14675,0.25,/ / Brazil,AS,,16814,,Enterprise,,,,,,35,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317,0 +7282,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +6120,0.25,/ Porto Alegre / Brazil,AS,,32700,,Enterprise,,,,,arts and design,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97,0 +20362,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,0 +92,1.0,/ Luddenham / Australia,AS,0.0666666666666666,27513,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,1 +18343,0.0,/ / Peru,ID,0.0327868852459016,28227,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +5197,0.5,/ São Paulo / Brazil,AS,,7906,,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +11773,0.0,/ / India,ID,,43902,,Enterprise,0.0,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +15034,0.5,/ / Chile,AS,,9124,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +5414,0.5,/Santo André/Brazil,AS,,36900,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97,0 +17901,1.0,/ / Colombia,ID,0.0327868852459016,18557,,Enterprise,,,,,business development,32,Request for Partnership,,,,/ / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 +3460,1.0,/ patna / India,ID,,6091,,Enterprise,,,,,product management,7,Quotation or Purchase Consultation,interactive signage,,,/ patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +9700,0.25,1817 W Broadway Cloud IT / Columbia / United States,IT,,38211,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,1817 W Broadway Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372,1 +5242,0.5,/ São Paulo / Brazil,AS,,40470,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +20924,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +6057,0.5,/ SP / Brazil,AS,,4935,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97,0 +4709,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,67,Quotation or Purchase Consultation,vrf,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,1 +14840,0.5,/ Pacajus / Brazil,AS,,29319,End Customer,Enterprise,,,,,operations,22,Quotation or Purchase Consultation,multi-split,,,/ Pacajus / Brazil,others,LGESP,,0,0,,,,,97,0 +7632,0.75,8700 Beverly Blvd. / Los Angeles /,IT,,8099,End Customer,SMB,,,,,administrative,29,Usage or Technical Consultation,,,,8700 Beverly Blvd. / Los Angeles /,none,LGEUS,less than 3 months,0,0,,,,,567,1 +3886,1.0,/ ON / Canada,AS,,9778,Specifier/ Influencer,SMB,,,,,sales,230,Product Information,heating,,,/ ON / Canada,manager,LGECI,less than 3 months,0,0,,,,,142,0 +14807,0.25,/ Montes Claros mg / Brazil,AS,,32602,End Customer,Enterprise,0.0,,,,others,3,,,,,/ Montes Claros mg / Brazil,trainee,LGESP,,0,0,,,,,97,0 +12422,1.0,/Bahia/Brazil,AS,,4539,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,38,Trainings,etc.,,,/Bahia/Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +6425,0.25,/ Reading / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,36,Quotation or Purchase Consultation,etc.,,,/ Reading / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +3150,0.75,/Cumbria/United Kingdom,ID,,16289,Specifier/ Influencer,SMB,,,,,arts and design,141,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Cumbria/United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,365,0 +711,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +13186,1.0,/ alkhobar / Saudi Arabia,AS,,47048,End Customer,SMB,,,,,engineering,81,Quotation or Purchase Consultation,ventilation,,,/ alkhobar / Saudi Arabia,others,LGESJ,more than a year,0,0,,,,,44,0 +9943,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +308,1.0,/ Cautin/Chile / Chile,ID,0.0749486652977412,11929,Service Partner,SMB,49.0,1.0,,1.0,consulting,9,Quotation or Purchase Consultation,interactive signage,,,/ Cautin/Chile / Chile,ceo/founder,LGECL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,357,0 +49,1.0,/ Pune / India,AS,0.0888888888888888,8138,Specifier/ Influencer,Enterprise,,,,,arts and design,16,Quotation or Purchase Consultation,control,,,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,21,0 +9960,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +21035,0.0,/ / Spain,ID,0.025,17378,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +5525,0.5,/ Santo André / Brazil,AS,,8725,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santo André / Brazil,others,LGESP,,0,0,,,,,97,0 +11390,0.75,315 Alameda Blvd NE / Albuquerque / NM,ID,,44504,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,315 Alameda Blvd NE / Albuquerque / NM,none,LGEUS,less than 3 months,0,0,,,,,205,0 +1271,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 +13601,0.0,/ Ranchi / India,AS,,8417,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Ranchi / India,none,LGEIL,,0,0,,,,,672,0 +9349,1.0,/ Sharjah / U.A.E,AS,0.0202020202020202,2126,End Customer,Enterprise,,,,,sales,97,Quotation or Purchase Consultation,multi-split,,,/ Sharjah / U.A.E,partner,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25,0 +20582,0.75,/Mexico/Mexico,AS,,20747,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/Mexico/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 +3813,1.0,/ GURUGRAM / India,AS,,13226,End Customer,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,vrf,,,/ GURUGRAM / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,608,0 +5613,0.5,/ Sp / Brazil,AS,,6757,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sp / Brazil,others,LGESP,,0,0,,,,,97,0 +15918,0.0,/ / Venezuela,AS,,34159,,Enterprise,12.0,,,,,3,,vrf,,,/ / Venezuela,none,LGEPS,,0,0,,,,,654,0 +4752,0.25,/Bhopal/India,AS,,21829,End Customer,SMB,,,,,,13,Quotation or Purchase Consultation,,,,/Bhopal/India,none,LGEIL,,0,0,,,,,123,0 +3853,1.0,/Vilnius/Lithuania,AS,,27742,End Customer,SMB,,,,,engineering,1102,Usage or Technical Consultation,etc.,,,/Vilnius/Lithuania,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694,0 +9547,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,0 +9659,1.0,/ Bangalore / India,AS,,29647,Specifier/ Influencer,SMB,,,,,operations,37,Quotation or Purchase Consultation,vrf,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,752,0 +8946,1.0,/ / Australia,ID,0.1184210526315789,46734,End Customer,SMB,,,,,program and project management,302,Quotation or Purchase Consultation,high brightness signage,,,/ / Australia,manager,LGEAP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,157,1 +1176,0.75,6940 Sea Coral Drive Apt 336 General / Orlando / United States,ID,0.0446428571428571,5028,End Customer,SMB,0.0,1.0,,1.0,engineering,97,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,6940 Sea Coral Drive Apt 336 General / Orlando / United States,others,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Pharmaceutical,310,1 +17014,1.0,/são joão de meriti/Brazil,AS,,34968,,Enterprise,,,,,others,9,Quotation or Purchase Consultation,vrf,,,/são joão de meriti/Brazil,director,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +5748,0.5,/ São Paulo / Brazil,AS,,45051,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +8189,0.75,//Bahrain,ID,0.032258064516129,24569,End Customer,Enterprise,17.0,,,,information technology,20,Quotation or Purchase Consultation,led signage,Virtual Production Series,LFCL039,//Bahrain,none,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),560,1 +8455,1.0,/ Riyadh / Saudi Arabia,AS,,36683,Specifier/ Influencer,Enterprise,,,,,business development,51,Quotation or Purchase Consultation,single-split,,,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,118,0 +11777,0.0,/ / India,ID,,43859,,Enterprise,,,,,others,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 +19502,0.0,/ / Peru,ID,0.0544217687074829,13229,,Enterprise,,,,,information technology,14,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258,0 +17362,0.75,/HEREDIA/Costa Rica,AS,,36669,,SMB,49.0,,,,engineering,3,,vrf,,,/HEREDIA/Costa Rica,manager,LGEPS,less than 3 months,0,0,,,,,654,1 +6724,0.25,2225 Washington St / MA / United States,AS,,38151,,SMB,,,,,,254,Services,,,,2225 Washington St / MA / United States,none,LGEUS,,0,0,,,,,731,0 +11855,0.5,/ Delhi / India,ID,,7673,,Enterprise,,,,,education,3,Others,,,,/ Delhi / India,others,LGEIL,,0,0,,,,,174,0 +19179,1.0,/ / Vietnam,ID,,10991,,SMB,,,,,education,3,Quotation or Purchase Consultation,standard signage,,,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,978,0 +14773,0.25,/ Recife / Brazil,AS,,30384,,Enterprise,,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97,0 +2382,0.75,521 E Front Street / Battle Mountain /,ID,,21292,End Customer,Enterprise,,,,,,99,Quotation or Purchase Consultation,,,,521 E Front Street / Battle Mountain /,none,LGEUS,less than 3 months,0,0,,,,,565,0 +20412,0.0,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,ID,,42488,End Customer,Enterprise,0.0,1.0,,1.0,,3,,hotel tv,,,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +14907,0.5,/ jundiai / Brazil,AS,,40668,End Customer,Enterprise,,,,,others,3,,vrf,,,/ jundiai / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +17936,0.0,/ / India,ID,0.0311958405545927,6111,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +14590,0.25,/ Brasília recanto das emas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,129,Quotation or Purchase Consultation,etc.,,,/ Brasília recanto das emas / Brazil,none,LGESP,,0,0,,,,,97,0 +1054,0.25,Corporate / /,ID,0.0446428571428571,18069,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +14906,0.5,/ Itaqua / Brazil,AS,,13341,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Itaqua / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +16017,0.25,/ Beograd / Serbia,AS,,30259,Specifier/ Influencer,Enterprise,,,,,,44,,heating,,,/ Beograd / Serbia,entry level,LGEMK,,0,0,,,,,766,0 +11817,0.5,/ Jaipur / India,ID,,7674,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Jaipur / India,others,LGEIL,,0,0,,,,,174,0 +18092,0.5,/ / Peru,ID,0.0327868852459016,36833,,Enterprise,,,,,,3,Technical Consultation,,,,/ / Peru,manager,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +18585,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +16746,0.25,via carlo cattaneo 4 / cuneo / Italy,AS,,3787,Channel Partner,SMB,172.0,,,,sales,3,,vrf,,,via carlo cattaneo 4 / cuneo / Italy,others,LGEIS,,0,0,,,,,341,1 +4793,0.25,/Uttar Pradesh/India,AS,,40211,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Uttar Pradesh/India,none,LGEIL,,0,0,,,,,9,1 +14601,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,control,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 +10069,0.25,700 Universe Blvd Cloud IT / Juno Beach / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,700 Universe Blvd Cloud IT / Juno Beach / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +14027,0.5,/ Cabo de Santo Agostinho / Brazil,AS,,41566,Specifier/ Influencer,Enterprise,1.0,,,,support,3,Quotation or Purchase Consultation,,,,/ Cabo de Santo Agostinho / Brazil,entry level,LGESP,,0,0,,,,,97,0 +11024,1.0,"/ Bogotá, D.C. / Colombia",ID,0.0749486652977412,166,Channel Partner,SMB,,1.0,,1.0,engineering,48,Quotation or Purchase Consultation,led signage,,,"/ Bogotá, D.C. / Colombia",director,LGECB,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,977,1 +19459,1.0,/ medellin / Colombia,IT,0.3636363636363636,9279,End Customer,Enterprise,,,,,radiology professional,241,Quotation or Purchase Consultation,monitor,,,/ medellin / Colombia,others,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),Apartment,837,0 +10026,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +20283,1.0,/ Bolivia / Panama,IT,,30291,Channel Partner,Enterprise,,,,,business development,200,Request for Partnership,cloud device,All Cloud Devices,,/ Bolivia / Panama,others,LGEPR,less than 3 months,0,0,0.0011827288932506,,retail,,1084,0 +10003,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +2983,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 +11110,0.0,/ / United States,IT,0.0434782608695652,29271,,Enterprise,,,1.0,1.0,healthcare services,3,,,,,/ / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,,194,0 +6451,0.5,//Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,etc.,,,//Vietnam,manager,LGEVH,,0,0,,,,,759,0 +19692,1.0,/ Harbor Springs / United States,ID,0.1186440677966101,1425,,SMB,3.0,,,,operations,48,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Harbor Springs / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,360,0 +19961,1.0,/ Caba / Argentina,ID,0.0732484076433121,24002,End Customer,SMB,,,,,administrative,89,Quotation or Purchase Consultation,accessories,,,/ Caba / Argentina,vice president,LGEAR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,325,1 +11042,1.0,/ Ciudad de mexico / Mexico,ID,0.0749486652977412,22321,Channel Partner,SMB,,1.0,,1.0,engineering,65,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Ciudad de mexico / Mexico,manager,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,263,0 +3057,1.0,/ Jeddah / Saudi Arabia,ID,,15762,End Customer,SMB,,,,,information technology,484,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Jeddah / Saudi Arabia,entry level,LGESJ,3 months ~ 6 months,0,0,,,,,245,0 +21332,1.0,/Porto Real/Brazil,AS,0.04,42900,,Enterprise,,,,,purchasing,284,Quotation or Purchase Consultation,etc.,,,/Porto Real/Brazil,associate/analyst,LGESP,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,97,0 +16417,0.25,/ / Italy,AS,,6552,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,manager,LGEIS,,0,0,,,,,341,0 +3657,0.75,/ Cavite / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,human resources,2,,vrf,,,/ Cavite / Philippines,trainee,LGEPH,less than 3 months,0,0,,,,,616,1 +17320,0.75,/ Tlaquepaque / Mexico,AS,,2950,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Tlaquepaque / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 +3012,1.0,/ Jammu / India,ID,,4633,,Enterprise,,,,,business development,10,Others,interactive signage,,,/ Jammu / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +2111,1.0,/ / India,ID,,1426,Solution Eco-Partner,SMB,,,,,information technology,52,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +11094,0.75,/ Pereira / Colombia,IT,0.0446428571428571,11471,End Customer,SMB,,,1.0,1.0,marketing,126,Quotation or Purchase Consultation,medical display,Cirugia,27HJ510S,/ Pereira / Colombia,manager,LGECB,,1,0,0.0030792876608617,,corporate / office,Healthcare,837,1 +20294,1.0,/ / Mexico,ID,0.1241217798594847,7810,,Enterprise,,1.0,,1.0,community and social services,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,189,0 +10862,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +16855,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7866,0.25,Cloud IT / / United States,IT,,13256,,SMB,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 +15881,0.5,/ caracas / Venezuela,AS,,21440,End Customer,SMB,0.0,,,,education,3,,vrf,,,/ caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 +6290,0.25,/ Maceio / Brazil,AS,,41447,,Enterprise,0.0,,,,others,3,,multi-split,,,/ Maceio / Brazil,others,LGESP,,0,0,,,,,97,0 +14078,0.25,/ Rio Branco / Brazil,AS,,45253,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Rio Branco / Brazil,entry level,LGESP,,0,0,,,,,97,0 +15118,0.5,/ Concepción / Chile,AS,,1894,Channel Partner,Enterprise,,,,,sales,3,,multi-split,,,/ Concepción / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +2430,0.5,/ / United States,ID,,35864,End Customer,SMB,,,,,information technology,222,Others,accessories,,,/ / United States,none,LGEUS,,0,0,,,,,333,0 +14792,0.25,/ João pessoa PB / Brazil,AS,,18556,,Enterprise,,,,,entrepreneurship,3,,,,,/ João pessoa PB / Brazil,partner,LGESP,,0,0,,,,,97,0 +11084,1.0,/ / Hong Kong,ID,0.0843373493975903,46250,End Customer,SMB,,1.0,,1.0,others,22,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,503,1 +14724,0.25,/ uberlandia/MG / Brazil,AS,,33378,End Customer,SMB,,,,,engineering,3,,,,,/ uberlandia/MG / Brazil,partner,LGESP,,0,0,,,,,97,0 +10866,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,278,1 +20434,0.0,1171 Mccarty St Hospitality / Dunedin / United States,ID,,47466,End Customer,Enterprise,17.0,1.0,,1.0,,3,,hotel tv,,,1171 Mccarty St Hospitality / Dunedin / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +10165,1.0,/ Rondonia/guajara mirim / Brazil,AS,0.0039370078740157,46670,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,single-split,,,/ Rondonia/guajara mirim / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,1 +5386,0.5,/Carapicuiba/Brazil,AS,,5665,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Carapicuiba/Brazil,others,LGESP,,0,0,,,,,97,0 +17285,1.0,/ Cairo / Egypt,AS,,47083,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +16366,0.25,Via Giacomo Leopardi snc / Castelgandolfo / Italy,AS,,44361,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Giacomo Leopardi snc / Castelgandolfo / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +21316,1.0,"/Emiliano Zapata, Ver/Mexico",AS,0.04,2664,Specifier/ Influencer,Enterprise,,,,,engineering,84,Trainings,heating,,,"/Emiliano Zapata, Ver/Mexico",trainee,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,42,0 +14185,0.25,/ SÃo JosÉ / Brazil,AS,,10354,End Customer,Enterprise,,,,,administrative,3,,,,,/ SÃo JosÉ / Brazil,director,LGESP,,0,0,,,,,97,0 +12008,0.75,/Lima/Peru,ID,,17959,,Enterprise,,,,,finance,69,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/Lima/Peru,manager,LGEPR,3 months ~ 6 months,0,0,,,,,525,0 +7235,1.0,/ Batangas/Batangas City / Philippines,AS,,11578,Specifier/ Influencer,Enterprise,0.0,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Batangas/Batangas City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +6474,0.25,/ cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ cairo / Egypt,none,LGEEG,,0,0,,,,,56,0 +6914,0.25,16630 Redmond Way / WA / United States,AS,,19607,,SMB,0.0,,,,,176,Product Information,,,,16630 Redmond Way / WA / United States,none,LGEUS,,0,0,,,,,731,0 +16840,0.75,"/ Antipolo City, Rizal / Philippines",AS,,25940,,SMB,0.0,,,,engineering,3,,vrf,,,"/ Antipolo City, Rizal / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +13690,0.25,/ Goiânia / Brazil,AS,,23859,,Enterprise,,,,,arts and design,36,,,,,/ Goiânia / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +16016,0.25,/ Borca / Serbia,AS,,42025,Specifier/ Influencer,Enterprise,,,,,,26,,heating,,,/ Borca / Serbia,entry level,LGEMK,,0,0,,,,,766,0 +19225,0.0,/ / Australia,ID,,19804,,Enterprise,10.0,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,553,0 +12914,0.5,/ / Brazil,AS,,19823,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,97,0 +20650,1.0,/ Lima / Peru,ID,0.0695652173913043,7792,End Customer,SMB,,,,,information technology,121,Quotation or Purchase Consultation,standard signage,UH5F-H Series,49UH5F-H,/ Lima / Peru,associate/analyst,LGEPR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,190,0 +5592,0.5,/ Ribeirão Preto / Brazil,AS,,419,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Ribeirão Preto / Brazil,others,LGESP,,0,0,,,,,97,0 +19738,1.0,/ Fortaleza / Brazil,ID,0.0732484076433121,35932,End Customer,Enterprise,,,,,media and communication,42,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV75D,/ Fortaleza / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,1 +10061,0.25,603 Heritage Drive Mount Juliet,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,603 Heritage Drive Mount Juliet,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +14522,0.25,/ SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,37,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,none,LGESP,,0,0,,,,,97,0 +18812,0.0,/ / Peru,ID,0.0327868852459016,28056,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +6257,0.25,/ São Paulo / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +3587,0.75,/ Solo / Indonesia,AS,,33819,Channel Partner,Enterprise,,,,,program and project management,2,,vrf,,,/ Solo / Indonesia,manager,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +16204,0.25,10 ZONARA ST / / Greece,AS,,41527,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,10 ZONARA ST / / Greece,ceo/founder,LGEHS,,0,0,,,,,732,0 +12475,1.0,/กรุงเทพมหานคร/Thailand,AS,,47396,,Enterprise,,,,,engineering,16,Others,,,,/กรุงเทพมหานคร/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 +10065,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +11504,1.0,/ / United States,ID,,24357,Channel Partner,SMB,,,,,media and communication,336,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,330,0 +20374,1.0,/ Zapopan / Mexico,ID,0.1241217798594847,2983,Channel Partner,SMB,,1.0,,1.0,purchasing,553,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR770H (NA),/ Zapopan / Mexico,associate/analyst,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,585,0 +15381,0.25,/ Bursa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,108,Quotation or Purchase Consultation,heating,,,/ Bursa / Türkiye,none,LGETK,,0,0,,,,,103,0 +16026,0.0,/ Pančevo / Serbia,AS,,12841,Specifier/ Influencer,Enterprise,,,,,others,32,,,,,/ Pančevo / Serbia,none,LGEMK,,0,0,,,,,766,0 +19034,1.0,/Cebu City/Philippines,ID,,44062,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,more than a year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,268,0 +9711,0.25,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,IT,,25479,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +15198,0.5,/ Medellin / Colombia,AS,,21321,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,chiller,,,/ Medellin / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 +20363,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +8881,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227,1 +14220,0.5,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,sales,69,Quotation or Purchase Consultation,chiller,,,/ Sao Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 +18355,0.0,/ / Peru,ID,0.0327868852459016,20570,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +12678,0.75,/ Lima / Peru,AS,,21651,Specifier/ Influencer,Enterprise,,,,,engineering,73,,vrf,,,/ Lima / Peru,associate/analyst,LGEPR,3 months ~ 6 months,0,0,,,,,125,0 +3455,1.0,/ thaltej / India,ID,,31894,,Enterprise,,,,,legal,3,Others,interactive signage,,,/ thaltej / India,entry level,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +13068,0.75,/ Panama / Panama,AS,,27830,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Panama / Panama,director,LGEPS,less than 3 months,0,0,,,,,654,0 +18984,1.0,"/ Porto Velho, Rondônia / Brazil",AS,0.0681818181818181,21936,End Customer,Enterprise,,,,,purchasing,92,Quotation or Purchase Consultation,vrf,,,"/ Porto Velho, Rondônia / Brazil",c-level executive,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,0 +8165,1.0,/Bhubaneswar/India,ID,0.0311958405545927,4155,End Customer,Enterprise,,,,,education,48,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Bhubaneswar/India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +1475,1.0,/ / Egypt,ID,,3931,End Customer,SMB,,,,,information technology,39,Technical Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 +14083,0.25,/ Rio de Janeiro/ RJ / Brazil,AS,,16084,Specifier/ Influencer,Enterprise,,,,,education,62,,,,,/ Rio de Janeiro/ RJ / Brazil,entry level,LGESP,,0,0,,,,,97,0 +20894,0.0,/ / Peru,ID,0.0476190476190476,18269,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +19265,1.0,/Torreon/Mexico,ID,0.0538922155688622,18581,End Customer,Enterprise,,,,,real estate,50,Quotation or Purchase Consultation,hotel tv,,,/Torreon/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,189,0 +12965,0.75,/ Santa marta / Colombia,AS,,13313,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Santa marta / Colombia,others,LGECB,9 months ~ 1 year,0,0,,,,,39,0 +6825,0.25,1070 south ames street / CO / United States,AS,,42978,,SMB,,,,,,446,Product Information,,,,1070 south ames street / CO / United States,none,LGEUS,,0,0,,,,,730,0 +19597,1.0,/Campinas/Brazil,ID,0.0732484076433121,38217,End Customer,SMB,,,,,operations,137,Quotation or Purchase Consultation,led signage,,,/Campinas/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 +9963,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +7143,1.0,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,//Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29,1 +1650,1.0,/ Amman / India,ID,,22708,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Amman / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +9746,0.25,1151 Kildaire Farm Road Cloud IT / Cary / United States,IT,,3545,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1151 Kildaire Farm Road Cloud IT / Cary / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +7186,0.75,/ Quezon city / Philippines,AS,,11579,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Quezon city / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +8736,1.0,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,engineering,226,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10,1 +20099,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,14,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 +1998,1.0,/Chandgarh/India,ID,,16859,,SMB,,,,,human resources,10,Quotation or Purchase Consultation,interactive digital board,,,/Chandgarh/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +2055,1.0,/ Mumbai / India,ID,,28881,,Enterprise,,,,,information technology,64,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,145,0 +8227,0.75,//Kenya,ID,0.032258064516129,39955,End Customer,SMB,,,,,education,252,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,//Kenya,manager,LGEEF,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,218,1 +180,0.75,/ / South Africa,ID,0.075,20308,End Customer,SMB,,1.0,,1.0,human resources,99,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,none,LGESA,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,0 +7166,1.0,/ Makati / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,29,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +20137,0.75,/ Itu / Brazil,AS,0.004,9360,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Usage or Technical Consultation,multi-split,,,/ Itu / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,97,0 +20411,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20451,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 +10592,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,4310,End Customer,Enterprise,1.0,1.0,,1.0,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,partner,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344,0 +3486,1.0,/ Bangalore / India,ID,,41504,,Enterprise,,,,,community and social services,1,Quotation or Purchase Consultation,interactive signage,,,/ Bangalore / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +20493,1.0,/ Itajai / Brazil,ID,0.1241217798594847,9353,End Customer,SMB,,1.0,,1.0,purchasing,77,Quotation or Purchase Consultation,hotel tv,UT660H Series,55UT660H (SCA),/ Itajai / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487,0 +6844,0.25,18502 detroit / OH / United States,AS,,24846,,SMB,,,,,,17,Product Information,,,,18502 detroit / OH / United States,none,LGEUS,,0,0,,,,,731,0 +18298,0.0,/ / Peru,ID,0.0327868852459016,7810,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +17254,0.75,/ Cairo / Egypt,AS,,5536,Specifier/ Influencer,Enterprise,,,,,,12,,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +15679,0.5,/ Monterrey / Mexico,AS,,39901,Channel Partner,SMB,,,,,sales,3,,chiller,,,/ Monterrey / Mexico,intern,LGEMS,less than 3 months,0,0,,,,,42,0 +12083,0.25,/ / United States,ID,,15537,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ / United States,none,LGEUS,,0,0,,,,,194,0 +5656,0.5,/ Rio Verde / Brazil,AS,,41417,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio Verde / Brazil,others,LGESP,,0,0,,,,,97,0 +9884,0.25,Cloud IT / New York / United States,IT,,7406,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +14821,0.25,/ CUIABÁ / Brazil,AS,,10180,End Customer,SMB,,,,,engineering,3,,,,,/ CUIABÁ / Brazil,others,LGESP,,0,0,,,,,97,0 +1417,1.0,/ Mumbai / India,ID,,26018,,SMB,,,,,education,29,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,145,1 +12132,1.0,/ motihari / India,ID,,42120,,Enterprise,,,,,education,12,Technical Consultation,interactive signage,,,/ motihari / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +17004,1.0,/Goiânia/Brazil,AS,,10128,End Customer,Enterprise,,,,,others,68,Quotation or Purchase Consultation,multi-split,,,/Goiânia/Brazil,director,LGESP,more than a year,0,0,,,,,97,0 +3247,0.5,/ /,ID,,21253,,SMB,,,,,,133,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,436,0 +19267,1.0,/ / Mexico,ID,0.0538922155688622,37710,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,189,0 +19440,1.0,/Barranquilla /Colombia,AS,0.0037878787878787,45949,Specifier/ Influencer,Enterprise,,,,,business development,241,Quotation or Purchase Consultation,multi-split,,,/Barranquilla /Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,699,0 +4263,0.25,/ Narsapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Narsapur / India,none,LGEIL,,0,0,,,,,49,1 +16434,0.25,"Viale Isonzo, 2 / Marsala / Italy",AS,,21704,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Viale Isonzo, 2 / Marsala / Italy",manager,LGEIS,,0,0,,,,,341,1 +20710,1.0,/ Ribeirão Preto / Brazil,ID,0.25,22330,End Customer,SMB,,,,,operations,343,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316,1 +7165,1.0,/ Rizal / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,27,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +9470,0.5,/Duqm/Oman,ID,,31259,End Customer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/Duqm/Oman,none,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,308,0 +10131,0.0,//United States,ID,0.4,46489,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,374,1 +9939,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16013,0.5,Autoput za Novi Sad 71 / Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,3,Usage or Technical Consultation,,,,Autoput za Novi Sad 71 / Beograd / Serbia,manager,LGEMK,,0,0,,,,,766,0 +8141,1.0,/ Vancouver / United States,IT,,24356,End Customer,SMB,0.0,,,,media and communication,106,Quotation or Purchase Consultation,monitor,,,/ Vancouver / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,311,0 +17934,0.0,/ / India,ID,0.0311958405545927,47466,,Enterprise,4.0,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 +8975,1.0,Lake Wales/ FL / United States,ID,0.1186440677966101,45753,End Customer,SMB,,,,,sales,109,Quotation or Purchase Consultation,led signage,LG MAGNIT,,Lake Wales/ FL / United States,manager,LGEUS,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,348,1 +15100,0.5,/ SANTIAGO / Chile,AS,,14532,End Customer,SMB,,,,,engineering,3,,chiller,,,/ SANTIAGO / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +8125,1.0,/ PORTO VELHO/ RONDONIA / Brazil,AS,0.0118577075098814,29628,End Customer,Enterprise,,,,,program and project management,49,Quotation or Purchase Consultation,multi-split,,,/ PORTO VELHO/ RONDONIA / Brazil,ceo/founder,LGESP,6 months ~ 9 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),97,0 +654,0.0,//United States,ID,0.0446428571428571,7652,End Customer,SMB,,1.0,,1.0,,119,,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +10693,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +3694,0.75,/ Jakarta Timur / Indonesia,AS,,11091,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,single-split,,,/ Jakarta Timur / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 +11068,0.75,/ / Peru,ID,0.0749486652977412,6354,End Customer,Enterprise,1.0,1.0,,1.0,,31,Request for Partnership,,,,/ / Peru,none,LGEPR,more than a year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,190,0 +17628,0.0,/ / Brazil,ID,0.0806916426512968,869,Channel Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +2717,1.0,/ / Oman,ID,,2128,Service Partner,SMB,,,,,business development,246,Customer Suggestions,led signage,LG MAGNIT,LAAA015,/ / Oman,others,LGEGF,less than 3 months,0,0,,,,,308,0 +14209,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,Enterprise,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97,0 +14506,0.25,/ Pernambuco/Recife / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ Pernambuco/Recife / Brazil,none,LGESP,,0,0,,,,,97,0 +14294,0.25,/ SC/ Itajaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,239,Quotation or Purchase Consultation,vrf,,,/ SC/ Itajaí / Brazil,none,LGESP,,0,0,,,,,97,0 +8459,1.0,/Mosul/Iraq,AS,,24151,End Customer,Enterprise,155.0,,,,engineering,637,Usage or Technical Consultation,etc.,,,/Mosul/Iraq,manager,LGELF,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,708,1 +10704,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 +18869,0.25,/ / Hong Kong,ID,0.2142857142857142,45473,,SMB,,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +8826,1.0,/Sharjah /U.A.E,AS,0.0416666666666666,27277,,Enterprise,,,,,engineering,91,Quotation or Purchase Consultation,etc.,,,/Sharjah /U.A.E,entry level,LGEGF,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,25,1 +14587,0.25,/ SÃO PAULO/ PINHEIROS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,108,Quotation or Purchase Consultation,multi-split,,,/ SÃO PAULO/ PINHEIROS / Brazil,none,LGESP,,0,0,,,,,97,0 +20022,1.0,/São Paulo/Getulina /Brazil,AS,0.004,44721,,Enterprise,,,,,others,33,Quotation or Purchase Consultation,etc.,,,/São Paulo/Getulina /Brazil,others,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +512,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +14352,0.25,/ SETE LAGOAS - MG / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,38,Quotation or Purchase Consultation,,,,/ SETE LAGOAS - MG / Brazil,none,LGESP,,0,0,,,,,97,0 +17806,1.0,/ / Brazil,ID,0.0327868852459016,7874,End Customer,SMB,,,,,media and communication,35,Request for Partnership,,,,/ / Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,279,0 +9398,1.0,/ / Greece,ID,0.0416666666666666,40185,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476,1 +2244,1.0,/ / U.A.E,ID,,44186,End Customer,SMB,,,,,purchasing,61,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +10456,1.0,/Salvador/Brazil,ID,0.0749486652977412,25442,End Customer,SMB,,1.0,,1.0,media and communication,99,Quotation or Purchase Consultation,led signage,,,/Salvador/Brazil,director,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 +1133,0.25,Corporate / /,ID,0.0446428571428571,5472,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +14986,0.5,/ Santiago / Chile,AS,,37955,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +11032,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,0 +20402,0.0,/ / Peru,ID,0.1241217798594847,25309,,Enterprise,53.0,1.0,,1.0,research,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 +7690,0.75,/ Nova Scotia / Halifax / Canada,IT,,30592,End Customer,Enterprise,,,,,,168,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ Nova Scotia / Halifax / Canada,none,LGECI,less than 3 months,0,0,,,,,410,0 +6782,0.25,"MOMBASA,KENYA / MO / United States",AS,,40175,,Enterprise,,,,,,318,Product Information,,,,"MOMBASA,KENYA / MO / United States",none,LGEUS,,0,0,,,,,731,0 +9823,0.25,Cloud IT / New York / United States,IT,,28615,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +17112,0.75,/ Santiago / Chile,AS,,47466,End Customer,Enterprise,16.0,,,,,124,Quotation or Purchase Consultation,single-split,,,/ Santiago / Chile,none,LGECL,less than 3 months,0,0,,,,,124,0 +16205,0.25,/ ΡΟΥΣΒΕΛΤ 18 / Greece,AS,,31805,End Customer,SMB,,,,,administrative,3,,vrf,,,/ ΡΟΥΣΒΕΛΤ 18 / Greece,ceo/founder,LGEHS,,0,0,,,,,732,0 +10799,1.0,/ Bogota / Colombia,ID,0.0749486652977412,39328,Service Partner,Enterprise,,1.0,,1.0,sales,142,Quotation or Purchase Consultation,led signage,,,/ Bogota / Colombia,entry level,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 +8120,1.0,/ Cavite / Philippines,AS,0.0181818181818181,23476,Specifier/ Influencer,Enterprise,,,,,engineering,40,Quotation or Purchase Consultation,ventilation,,,/ Cavite / Philippines,ceo/founder,LGEPH,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),0,1 +18757,0.0,/ / Peru,ID,0.0327868852459016,11182,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +8953,1.0,/ Santiago / Chile,ID,0.0732484076433121,946,Channel Partner,Enterprise,,,,,purchasing,39,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (Colombia),/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,580,0 +15430,0.25,/ Ho Chi Minh / Vietnam,AS,,11228,Specifier/ Influencer,Enterprise,,,,,business development,3,,,,,/ Ho Chi Minh / Vietnam,ceo/founder,LGEVH,,0,0,,,,,745,0 +18981,1.0,/ MS / Brazil,AS,0.0681818181818181,18882,Specifier/ Influencer,Enterprise,,,,,engineering,87,Quotation or Purchase Consultation,vrf,,,/ MS / Brazil,director,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,680,0 +17675,1.0,/CABA/Argentina,AS,0.0118577075098814,6355,End Customer,SMB,,,,,program and project management,148,Quotation or Purchase Consultation,vrf,,,/CABA/Argentina,manager,LGEAR,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,"Telecom Base Station / Data, Call",742,0 +5647,0.5,/ São Paulo / Brazil,AS,,37704,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +2281,0.75,//U.A.E,ID,,19245,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,standard signage,,,//U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 +9734,0.25,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,IT,,41070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8422,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837,0 +12096,0.75,//Saudi Arabia,ID,,39005,Service Partner,Enterprise,,,,,support,491,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,//Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,209,0 +10494,1.0,/Lapu Lapu City/Philippines,ID,0.0843373493975903,12995,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/Lapu Lapu City/Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,268,0 +8190,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560,1 +18783,0.0,/ / Peru,ID,0.0327868852459016,21900,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +19168,1.0,/ Ciudad de México / Mexico,ID,0.0538922155688622,5186,End Customer,SMB,,,,,arts and design,145,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Ciudad de México / Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,188,0 +19768,1.0,//Panama,ID,0.0732484076433121,6297,End Customer,SMB,,,,,education,63,Quotation or Purchase Consultation,,,,//Panama,director,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,238,0 +11465,1.0,/ / South Africa,ID,,5685,End Customer,Enterprise,,,,,information technology,40,Technical Consultation,interactive signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 +9108,1.0,/ madinah / Saudi Arabia,AS,0.0196078431372549,37433,End Customer,Enterprise,,,,,sales,343,Quotation or Purchase Consultation,etc.,,,/ madinah / Saudi Arabia,others,LGESJ,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,13,0 +3966,1.0,/ / Australia,AS,,16580,Specifier/ Influencer,SMB,12.0,,,,program and project management,221,Quotation or Purchase Consultation,single-split,,,/ / Australia,manager,LGEAP,9 months ~ 1 year,0,0,,,,,611,0 +9929,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +11341,0.75,/ / Mexico,ID,,11876,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +11227,1.0,/Gandhidham/India,ID,,43123,,SMB,,,,,education,3,Other,interactive digital board,,,/Gandhidham/India,other,LGEIL,more than a year,0,0,,,,,174,0 +9702,0.25,Cloud IT / Danbury / United States,IT,,43850,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Danbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +21053,1.0,/ / Brazil,ID,0.0476190476190476,20986,End Customer,Enterprise,,,,,others,55,Quotation or Purchase Consultation,led signage,,,/ / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 +8344,0.25,Education / / United States,ID,0.3902439024390244,35548,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,868,1 +16385,0.25,Via desio 31 / Bovisio Masciago / Italy,AS,,9116,Service Partner,Enterprise,18.0,,,,support,3,,vrf,,,Via desio 31 / Bovisio Masciago / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +19730,0.75,/ / Brazil,ID,0.0732484076433121,19754,End Customer,Enterprise,,,,,sales,5,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,317,0 +18911,1.0,//Argentina,ID,0.0327868852459016,17257,,SMB,,,,,purchasing,3,Quotation or Purchase Consultation,,,,//Argentina,associate/analyst,LGEAR,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,345,0 +16929,1.0,/ Rajkot / India,AS,,19638,End Customer,Enterprise,,,,,consulting,13,Quotation or Purchase Consultation,multi-split,,,/ Rajkot / India,manager,LGEIL,less than 3 months,0,0,,,,,77,0 +4047,0.5,/Ormoc/Philippines,AS,,31881,End Customer,Enterprise,,,,,engineering,34,Quotation or Purchase Consultation,chiller,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 +8223,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 +4678,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,171,Quotation or Purchase Consultation,multi-split,,,/ Indore / India,none,LGEIL,,0,0,,,,,137,0 +9981,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8766,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148,0 +18867,0.25,/ / Hong Kong,ID,0.2142857142857142,38268,,SMB,,,,,education,3,,,,,/ / Hong Kong,director,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,,337,1 +16707,0.25,/ / Italy,AS,,32787,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +20223,1.0,/ Teresina/PI / Brazil,AS,0.004,27812,End Customer,Enterprise,,,,,business development,59,Quotation or Purchase Consultation,single-split,,,/ Teresina/PI / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Cosmetics,97,0 +10016,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10002,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +13119,1.0,/ Minas Gerais / Brazil,AS,,10132,End Customer,Enterprise,,,,,purchasing,39,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 +19103,0.25,/ hickory / United States,ID,,25466,,SMB,,,,,,38,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ hickory / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,833,1 +8683,1.0,/ bangalore / India,AS,0.0677966101694915,9498,End Customer,SMB,,,,,engineering,60,Usage or Technical Consultation,multi-split,,,/ bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,36,1 +16441,0.25,via Carlo Buttarelli 6 / Roma / Italy,AS,,14126,Channel Partner,SMB,,,,,business development,3,,vrf,,,via Carlo Buttarelli 6 / Roma / Italy,manager,LGEIS,,0,0,,,,,341,0 +1465,1.0,/ / Egypt,ID,,3724,End Customer,SMB,1.0,,,,media and communication,43,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 +15977,0.5,/ Panamá / Panama,AS,,35184,Specifier/ Influencer,Enterprise,,,,,others,7,,vrf,,,/ Panamá / Panama,others,LGEPS,less than 3 months,0,0,,,,,654,0 +8376,0.25,/ boston / United States,ID,0.3902439024390244,3415,,SMB,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ boston / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 +17809,0.75,/ / Chile,ID,0.0327868852459016,27196,,Enterprise,,,,,marketing,11,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580,1 +1640,1.0,/Bangalore/India,ID,,31809,,SMB,,,,,accounting,5,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 +8602,0.25,//United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 +12705,0.75,/ Panama / Panama,AS,,21610,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,ceo/founder,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 +17083,0.75,/ Santa Cruz de la Sierra / Bolivia,AS,,14001,End Customer,Enterprise,,,,,engineering,45,,vrf,,,/ Santa Cruz de la Sierra / Bolivia,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 +8914,1.0,/ / Canada,ID,0.1186440677966101,47466,Specifier/ Influencer,Enterprise,16.0,,,,consulting,515,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Canada,ceo/founder,LGECI,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,496,0 +7231,1.0,/ Taguig City / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ Taguig City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +7083,1.0,"/ Pasay City , Metro Manila / Philippines",AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,"/ Pasay City , Metro Manila / Philippines",manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +13776,0.25,/ Porto Alegre / Brazil,AS,,39712,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ Porto Alegre / Brazil,manager,LGESP,,0,0,,,,,97,0 +5023,0.25,/ Barreiras / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Barreiras / Brazil,none,LGESP,,0,0,,,,,97,0 +9397,1.0,/ El Paso / Saudi Arabia,ID,0.1136363636363636,37391,Service Partner,Enterprise,0.0,,,,engineering,60,Quotation or Purchase Consultation,led signage,,,/ El Paso / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,295,0 +12326,1.0,/ Las pinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Las pinas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +16163,0.25,/ SINGAPORE / Singapore,AS,,31892,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,1 +16111,0.25,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,3,,,,,/ Singapore / Singapore,ceo/founder,LGESL,,0,0,,,,,73,0 +19988,1.0,/Queretaro/Mexico,AS,0.004,4900,,SMB,,,,,engineering,33,Quotation or Purchase Consultation,multi-split,,,/Queretaro/Mexico,manager,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,42,0 +17395,1.0,/ ميسان / Iraq,AS,,23682,End Customer,Enterprise,,,,,engineering,752,Quotation or Purchase Consultation,vrf,,,/ ميسان / Iraq,vice president,LGELF,3 months ~ 6 months,0,0,,,,,1058,0 +7674,1.0,/ / India,IT,,40721,Service Partner,SMB,,,,,engineering,207,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / India,manager,LGEIL,less than 3 months,0,0,,,,,404,0 +9919,0.25,Cloud IT / Southington / United States,IT,,45732,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Southington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +4461,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,115,0 +14664,0.25,/ Sp/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,225,Quotation or Purchase Consultation,multi-split,,,/ Sp/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 +13605,0.5,/ Recife-Pernambuco / Brazil,AS,,32682,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Recife-Pernambuco / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +7752,0.5,//,IT,,44232,End Customer,SMB,,,,,,55,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,556,1 +9085,1.0,/ Manila / Philippines,AS,0.0227272727272727,5457,End Customer,Enterprise,,,,,business development,76,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),0,1 +907,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +4657,0.25,/ Kovvur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Kovvur / India,none,LGEIL,,0,0,,,,,49,0 +9610,1.0,/ CHIQUINQUIRÁ / Colombia,ID,0.0476190476190476,42016,End Customer,SMB,,,,,information technology,49,Quotation or Purchase Consultation,led signage,,,/ CHIQUINQUIRÁ / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,344,1 +13195,0.25,/ Laguna / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,28,,vrf,,,/ Laguna / Philippines,manager,LGEPH,,0,0,,,,,135,0 +3098,0.5,/Kolkata/India,ID,,41831,End Customer,Enterprise,,,,,purchasing,10,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Kolkata/India,none,LGEIL,less than 3 months,0,0,,,,,223,0 +10825,1.0,"/ San Francisco, Córdoba, Argentina / Argentina",ID,0.0749486652977412,45747,End Customer,Enterprise,7.0,1.0,,1.0,marketing,687,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,"/ San Francisco, Córdoba, Argentina / Argentina",associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,325,0 +160,1.0,/ Gurugram / India,ID,0.0575342465753424,6319,End Customer,Enterprise,,1.0,,1.0,engineering,46,Quotation or Purchase Consultation,oled signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 +20657,1.0,/Manaus/Brazil,ID,0.0695652173913043,16219,End Customer,Enterprise,,,,,information technology,38,Quotation or Purchase Consultation,led signage,Essential Series,GSCC160,/Manaus/Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,167,0 +11487,0.75,/ / Mexico,ID,,38595,,Enterprise,,,,,business development,3,Request for Partnership,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +8711,0.25,/ Kollam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,116,Quotation or Purchase Consultation,vrf,,,/ Kollam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,34,1 +10050,0.25,2211 N. 1st street General / / United States,IT,,31998,End Customer,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,cloud device,,,2211 N. 1st street General / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,438,1 +18483,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +7883,0.25,1426 E 750 N Ste 400 Cloud IT / Orem / United States,IT,,8219,,SMB,,,,,,42,Quotation or Purchase Consultation,,,,1426 E 750 N Ste 400 Cloud IT / Orem / United States,none,LGEUS,,0,0,,,,,439,0 +13309,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 +17251,1.0,/ / Egypt,AS,,47249,End Customer,SMB,,,,,others,5,Quotation or Purchase Consultation,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +11234,1.0,/ Udhampur / India,ID,,13683,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Udhampur / India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +11053,1.0,/ / Mexico,ID,0.0749486652977412,18477,,SMB,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,189,0 +12165,1.0,//Mexico,ID,,10129,Channel Partner,SMB,25.0,,,,sales,3,Request for Partnership,,,,//Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 +1154,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +6994,0.25,"Autopista Medella. Bogotá, Colombia / ID / United States",AS,,2053,,Enterprise,,,,,,548,Others,,,,"Autopista Medella. Bogotá, Colombia / ID / United States",none,LGEUS,,0,0,,,,,731,0 +2257,1.0,/ / U.A.E,ID,,6434,End Customer,SMB,,,,,information technology,44,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 +6383,0.25,/ Birmingham / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,108,Quotation or Purchase Consultation,etc.,,,/ Birmingham / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +3730,0.75,/ Tangerang Selatan / Indonesia,AS,,35529,Channel Partner,Enterprise,0.0,,,,operations,2,,vrf,,,/ Tangerang Selatan / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,122,1 +240,1.0,/Chennai/India,ID,0.0575342465753424,27936,End Customer,SMB,,1.0,,1.0,administrative,125,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG,/Chennai/India,associate/analyst,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,149,1 +15834,0.5,/ San pedro sula / Honduras,AS,,38842,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San pedro sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +20583,1.0,/ الرياض / Saudi Arabia,AS,0.0202020202020202,47235,Specifier/ Influencer,Enterprise,,,,,business development,38,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118,0 +14872,0.25,/ SP / Brazil,AS,,6771,End Customer,Enterprise,,,,,sales,40,,,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97,0 +18889,0.75,/ / Brazil,ID,0.0327868852459016,16817,,SMB,,,,,information technology,23,Technical Consultation,,,,/ / Brazil,none,LGESP,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +20463,0.0,Hospitality / / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +14867,0.25,/ Rio de Janeiro / Brazil,AS,,36511,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 +2868,1.0,/ / United States,ID,,47466,End Customer,Enterprise,16.0,,,,sales,367,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,348,0 +17284,1.0,/ Giza / Egypt,AS,,43662,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Giza / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +5433,0.5,/São Paulo/Brazil,AS,,36222,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 +10877,0.0,/ / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +19474,1.0,/ Vitória / Brazil,ID,0.0544217687074829,21946,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Vitória / Brazil,associate/analyst,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,342,0 +10007,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +15637,0.5,/ Ciudad de Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ciudad de Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 +11564,0.5,/ Noida / India,ID,,44323,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,interactive signage,,,/ Noida / India,ceo/founder,LGEIL,,0,0,,,,,174,0 +17137,0.75,/Santiago/Chile,AS,,2948,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,less than 3 months,0,0,,,,,100,0 +2992,0.75,/ / Hong Kong,ID,,31459,End Customer,Enterprise,,,,,product management,130,Technical Consultation,one:quick series,One:Quick Flex,43HT3WJ,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,195,0 +187,1.0,/ Surrey / United Kingdom,ID,0.0199004975124378,2761,Channel Partner,Enterprise,,1.0,,1.0,others,217,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Surrey / United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185,0 +16301,0.25,VIA MAR DELLA CINA 254 / Roma / Italy,AS,,26943,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,VIA MAR DELLA CINA 254 / Roma / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +20404,0.0,/ / Peru,ID,0.1241217798594847,34384,,Enterprise,,1.0,,1.0,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 +12542,1.0,/ / Australia,AS,,25063,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139,1 +10711,1.0,/ Nova cruz / Brazil,ID,0.0749486652977412,32652,Service Partner,Enterprise,,1.0,,1.0,administrative,75,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Nova cruz / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,279,0 +6344,0.25,/ Sindh/ Karachi / Pakistan,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Sindh/ Karachi / Pakistan,none,LGEGF,,0,0,,,,,78,0 +5605,0.5,/ São Paulo / Brazil,AS,,136,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +16552,0.0,/ / Italy,AS,,15482,Channel Partner,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 +9575,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 +324,0.75,//India,ID,0.0575342465753424,23172,End Customer,Enterprise,,1.0,,1.0,business development,23,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,//India,director,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,166,1 +15042,0.5,/ San Nicolas / Chile,AS,,43610,End Customer,Enterprise,,,,,education,3,,vrf,,,/ San Nicolas / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 +10041,0.25,36 Margin St Cloud IT / Peabody / United States,IT,,32697,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,36 Margin St Cloud IT / Peabody / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +21334,1.0,/ Brasília / Brazil,AS,0.04,3282,Specifier/ Influencer,SMB,,,,,operations,29,Quotation or Purchase Consultation,vrf,,,/ Brasília / Brazil,associate/analyst,LGESP,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Exhibition / Convention Center,680,0 +7843,0.25,212 E Neal St. Education / Three Forks / United States,IT,,42622,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,212 E Neal St. Education / Three Forks / United States,none,LGEUS,,0,0,,,,,374,0 +15167,0.25,/ Małopolskie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Małopolskie / Poland,none,LGEPL,,0,0,,,,,642,0 +7312,0.75,/ Badung / Indonesia,AS,,43202,End Customer,Enterprise,,,,,engineering,9,,vrf,,,/ Badung / Indonesia,entry level,LGEIN,more than a year,0,0,,,,,670,0 +8016,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,1 +723,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17300,1.0,/ Región Metropolitana de Santiago / Mexico,AS,,361,Specifier/ Influencer,SMB,,,,,human resources,77,Trainings,vrf,,,/ Región Metropolitana de Santiago / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 +1137,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +20214,1.0,/CAMPO GRANDE MS/Brazil,AS,0.004,2638,,Enterprise,,,,,business development,58,Quotation or Purchase Consultation,etc.,,,/CAMPO GRANDE MS/Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +19468,1.0,/Cebu/Philippines,ID,,12350,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,268,0 +13874,0.25,/ Salvador / Brazil,AS,,41934,Specifier/ Influencer,Enterprise,,,,,engineering,10,,vrf,,,/ Salvador / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 +9976,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17492,1.0,/ Costa Rica / Panama,IT,,37512,Channel Partner,SMB,,,,,business development,115,Quotation or Purchase Consultation,monitor,,,/ Costa Rica / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,875,0 +15630,0.5,/ tepic / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ tepic / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 +17920,0.0,/ / India,ID,0.0311958405545927,13696,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 +10058,0.25,5730 Ne 52Nd Place Cloud IT / High Springs / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,5730 Ne 52Nd Place Cloud IT / High Springs / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +4239,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34,0 +9910,0.25,Cloud IT / Jersey City / United States,IT,,5690,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +1802,1.0,/Bangalore/India,ID,,43880,,Enterprise,,,,,education,29,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,manager,LGEIL,less than 3 months,0,0,,,,,146,0 +1853,1.0,/ Jammu / India,ID,,18122,,Enterprise,,,,,education,8,Others,interactive signage,,,/ Jammu / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 +8594,0.25,801 7Th Ave Cloud IT / Fort Worth / United States,IT,0.6428571428571429,10382,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,801 7Th Ave Cloud IT / Fort Worth / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 +2891,0.75,/ / United States,ID,,44671,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,1 +15952,0.5,/ Tegucigalpa / Honduras,AS,,13944,End Customer,SMB,2.0,,,,engineering,3,,chiller,,,/ Tegucigalpa / Honduras,intern,LGEPS,less than 3 months,0,0,,,,,654,0 +19049,1.0,/ / Vietnam,ID,,30605,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,581,0 +19763,1.0,/Buenos Aires SAN JUSTO/Argentina,ID,0.0732484076433121,10463,End Customer,Enterprise,,,,,other,74,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,49XS4J-B,/Buenos Aires SAN JUSTO/Argentina,manager,LGEAR,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Bookstore,325,0 +21299,1.0,/São José do Rio Preto/Brazil,ID,0.0422535211267605,45775,Service Partner,Enterprise,,,,,other,80,Quotation or Purchase Consultation,led signage,,,/São José do Rio Preto/Brazil,other,LGESP,9 months ~ 1 year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480,1 +7220,0.75,/ Laguna / Philippines,AS,,23341,End Customer,Enterprise,,,,,operations,2,,,,,/ Laguna / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +6387,0.25,/ United kingdom / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,51,Quotation or Purchase Consultation,etc.,,,/ United kingdom / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +9956,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +6255,0.25,/ SÃO PAULO / Brazil,AS,,3008,,SMB,,,,,others,3,,multi-split,,,/ SÃO PAULO / Brazil,others,LGESP,,0,0,,,,,97,0 +10202,1.0,/ Bahia/Salvador / Brazil,AS,0.0039370078740157,42715,End Customer,SMB,,,,,administrative,248,Quotation or Purchase Consultation,vrf,,,/ Bahia/Salvador / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97,0 +3515,1.0,/ lko / India,ID,,23821,,Enterprise,,,,,administrative,12,Others,interactive signage,,,/ lko / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 +19490,0.25,/ / U.A.E,ID,0.0869565217391304,5013,,Enterprise,,,,,consulting,3,,,,,/ / U.A.E,ceo/founder,LGEGF,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,227,0 +705,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +392,0.25,Corporate / /,ID,0.0446428571428571,8526,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +20364,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +5145,0.5,/ / Brazil,AS,,8847,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 +5655,0.5,/ Jundiaí / Brazil,AS,,7877,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97,0 +3456,1.0,/Malpur/India,ID,,44902,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive digital board,,,/Malpur/India,other,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 +13196,0.25,/ Makati City / Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,,,,/ Makati City / Philippines,manager,LGEPH,,0,0,,,,,29,0 +8644,0.75,/ Missouri city / United States,ID,0.1666666666666666,23434,End Customer,Enterprise,,,,,consulting,39,Technical Consultation,led signage,Transparent LED Film,LAT240,/ Missouri city / United States,manager,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,369,0 +2872,1.0,/ / United States,ID,,43568,End Customer,Enterprise,,,,,information technology,112,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,98UH5J-H,/ / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,310,0 +4777,0.25,/Bangalore/India,AS,,19117,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bangalore/India,none,LGEIL,,0,0,,,,,608,0 +6439,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,312,Quotation or Purchase Consultation,etc.,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 +3577,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,0 +4784,0.25,//India,AS,,38986,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608,1 +15139,0.5,/ Santiago / Chile,AS,,23377,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 +7504,0.75,/ المعادى / Egypt,AS,,1265,End Customer,Enterprise,,,,,others,1,,,,,/ المعادى / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 +19028,1.0,/ Curitiba / Brazil,ID,0.2692307692307692,20650,End Customer,SMB,,,,,purchasing,205,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,entry level,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,167,1 +7218,0.75,"/ San Pedro City, Laguna / Philippines",AS,,33325,Specifier/ Influencer,Enterprise,,,,,engineering,21,,chiller,,,"/ San Pedro City, Laguna / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +2276,0.75,/ Makkah / Jeddah / U.A.E,ID,,37640,End Customer,SMB,,,,,purchasing,141,Quotation or Purchase Consultation,interactive signage,,,/ Makkah / Jeddah / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 +18446,0.0,/ / Peru,ID,0.0327868852459016,8659,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +12198,1.0,/ Dehradun / India,AS,,42358,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,vrf,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,17,0 +1218,1.0,/ Edmonton / Canada,IT,0.0434782608695652,26614,End Customer,SMB,,,1.0,1.0,healthcare services,81,Quotation or Purchase Consultation,monitor,,,/ Edmonton / Canada,ceo/founder,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Holdings,410,0 +481,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +6025,0.5,/ São Paulo / Brazil,AS,,17850,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +14513,0.25,/ Santa Catarina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,743,Quotation or Purchase Consultation,vrf,,,/ Santa Catarina / Brazil,none,LGESP,,0,0,,,,,97,0 +21302,0.75,Lavalle 780 /Caba/Argentina,ID,0.0422535211267605,8788,End Customer,SMB,,,,,other,102,Quotation or Purchase Consultation,,,,Lavalle 780 /Caba/Argentina,none,LGEAR,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,325,0 +715,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +17418,1.0,/ / Singapore,AS,,46036,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73,0 +19773,1.0,/ / Hong Kong,ID,0.1184210526315789,41247,End Customer,Enterprise,,,,,others,42,Quotation or Purchase Consultation,standard signage,UH7F Series,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337,0 +19394,0.25,/ Barranquilla / Colombia,AS,0.0037878787878787,21321,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Barranquilla / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 +6142,0.25,/ Aracaju / Brazil,AS,,28086,,SMB,,,,,others,3,,multi-split,,,/ Aracaju / Brazil,others,LGESP,,0,0,,,,,97,0 +9074,0.75,/ / Hong Kong,ID,0.1184210526315789,13732,End Customer,Enterprise,,,,,engineering,31,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195,0 +7344,0.75,/ Depok / Indonesia,AS,,34071,Channel Partner,Enterprise,23.0,,,,engineering,3,,chiller,,,/ Depok / Indonesia,others,LGEIN,more than a year,0,0,,,,,122,1 +19649,1.0,/ BOGOTA / Colombia,ID,0.0732484076433121,31784,End Customer,Enterprise,,,,,operations,64,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,344,0 +729,0.0,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +13668,0.5,/ Itanhaém -Sp / Brazil,AS,,10827,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Itanhaém -Sp / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 +10176,1.0,/ Villahermosa / Mexico,AS,0.0039370078740157,10598,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Villahermosa / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Energy,42,0 +13552,0.0,/ Bhubaneswar / India,AS,,10760,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,672,0 +12072,0.25,/ /,ID,,24221,,Enterprise,,,,,,3,,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,205,0 +12687,0.75,/ Lima / Peru,AS,,42806,End Customer,Enterprise,,,,,operations,3,,etc.,,,/ Lima / Peru,intern,LGEPR,less than 3 months,0,0,,,,,125,0 +17217,0.75,/ Bạc Liêu / Vietnam,AS,,39583,Specifier/ Influencer,Enterprise,,,,,engineering,18,,vrf,,,/ Bạc Liêu / Vietnam,partner,LGEVH,more than a year,0,0,,,,,745,0 +4237,0.25,/ Dehradun / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,single-split,,,/ Dehradun / India,none,LGEIL,,0,0,,,,,17,0 +4045,1.0,/ / Singapore,AS,,5213,Specifier/ Influencer,SMB,,,,,engineering,1,Quotation or Purchase Consultation,vrf,,,/ / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73,0 +9972,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16858,1.0,/ Bataan / Philippines,AS,,24687,Specifier/ Influencer,SMB,,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +9841,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 +20758,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,0 +7779,0.25,3545 Carver School Road Education / Winston-Salem / United States,IT,,7804,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,3545 Carver School Road Education / Winston-Salem / United States,none,LGEUS,,0,0,,,,,374,0 +10315,0.5,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,AS,0.0039370078740157,18604,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42,0 +3173,0.25,//United States,ID,,29693,,SMB,,,,,,136,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,360,1 +20788,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,1 +14081,0.25,/ São Bernardo do Campo SP / Brazil,AS,,44181,End Customer,Enterprise,16.0,,,,education,3,,,,,/ São Bernardo do Campo SP / Brazil,entry level,LGESP,,0,0,,,,,97,0 +7880,0.25,4242 Farnam Street Cloud IT / Omaha / United States,IT,,29717,,SMB,,,,,,63,Quotation or Purchase Consultation,,,,4242 Farnam Street Cloud IT / Omaha / United States,none,LGEUS,,0,0,,,,,436,0 +16175,0.25,/ SINGAPORE / Singapore,AS,,45348,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 +17455,1.0,/ Bremen / Germany,IT,,24780,End Customer,SMB,,,,,,431,Quotation or Purchase Consultation,laptop,,,/ Bremen / Germany,manager,LGEDG,less than 3 months,0,0,,,,,428,1 +6323,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25,0 +14397,0.25,/ SP / SAO PAULO / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,99,Quotation or Purchase Consultation,vrf,,,/ SP / SAO PAULO / Brazil,none,LGESP,,0,0,,,,,97,0 +7389,1.0,/chennai/India,AS,,36468,End Customer,Enterprise,,,,,sales,137,Quotation or Purchase Consultation,multi-split,,,/chennai/India,partner,LGEIL,less than 3 months,0,0,,,,,32,0 +1275,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +19058,1.0,/ Indaiatuba / Brazil,ID,0.2692307692307692,31372,End Customer,SMB,,,,,administrative,47,Quotation or Purchase Consultation,hospital tv,,,/ Indaiatuba / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 +15367,0.25,/ Gaziantep / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,31,Quotation or Purchase Consultation,heating,,,/ Gaziantep / Türkiye,none,LGETK,,0,0,,,,,103,0 +1288,0.25,Cloud IT / Ny / United States,IT,0.0434782608695652,29566,End Customer,SMB,0.0,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Ny / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 +10777,1.0,/ / Hong Kong,ID,0.0843373493975903,15917,End Customer,SMB,,1.0,,1.0,others,10,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 +18104,0.0,/ / Peru,ID,0.0327868852459016,31191,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 +3661,1.0,/ Quezon City / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,18,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,616,0 +20454,0.0,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +10956,0.5,314 Bracken Lane General/Brandon/United States,ID,0.0446428571428571,8039,Channel Partner,SMB,5.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,314 Bracken Lane General/Brandon/United States,none,LGEUS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,310,1 +4341,0.25,/ Hyderabad / India,AS,,33106,End Customer,Enterprise,,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +6932,0.25,1935 Silverton Rd NE / OR / United States,AS,,23084,,SMB,,,,,,82,Product Information,,,,1935 Silverton Rd NE / OR / United States,none,LGEUS,,0,0,,,,,731,0 +12327,1.0,/ Muntinlupa / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Muntinlupa / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +20492,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572,1 +1945,1.0,/ Anand / India,ID,,7288,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Anand / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +1418,1.0,/Goalpara/India,ID,,1962,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive digital board,,,/Goalpara/India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 +13227,0.5,Maguwoharjo Yogyakarta /Sleman/Indonesia,AS,,33930,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,Maguwoharjo Yogyakarta /Sleman/Indonesia,director,LGEIN,,0,0,,,,,670,0 +15647,0.5,/ SALTILLO / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,120,Quotation or Purchase Consultation,multi-split,,,/ SALTILLO / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 +15682,0.5,/ Monterrey N.L / Mexico,AS,,4391,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Monterrey N.L / Mexico,partner,LGEMS,less than 3 months,0,0,,,,,42,0 +4979,0.25,/ Fortaleza / Brazil,AS,,30532,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 +19120,0.75,/ Illmensee / Germany,IT,0.2307692307692307,14369,Service Partner,SMB,0.0,,,,others,109,Others,,All Monitors,,/ Illmensee / Germany,none,LGEDG,more than a year,0,0,6.044033666058328e-05,,hospital & health care,,838,1 +11160,1.0,/Cebu/Philippines,ID,,17966,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,less than 3 months,0,0,,,,,268,0 +5990,0.5,/ São Paulo / Brazil,AS,,7553,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +9933,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9098,0.5,/ Delhi / India,AS,0.0289855072463768,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,vrf,,,/ Delhi / India,none,LGEIL,,1,0,0.0011827288932506,0.0115830115830115,retail,QSR(Quick Service Restaurant),9,1 +8889,1.0,/ DOHA / U.A.E,ID,0.0491803278688524,6519,End Customer,SMB,,,,,engineering,211,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5E-B,/ DOHA / U.A.E,director,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),908,0 +8987,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,1 +16363,0.25,Via Zabatta 25 / Ottaviano / Italy,AS,,34761,End Customer,SMB,0.0,,,,entrepreneurship,3,,vrf,,,Via Zabatta 25 / Ottaviano / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +13558,0.0,/ Kolkata / India,AS,,21730,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 +20619,1.0,"/ Jesús María, Jalisco / Mexico",AS,,33428,End Customer,SMB,,,,,program and project management,387,Quotation or Purchase Consultation,chiller,,,"/ Jesús María, Jalisco / Mexico",entry level,LGEMS,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 +20080,1.0,/ Mato Grosso do Sul - Campo Grande / Brazil,AS,0.004,12299,End Customer,Enterprise,,,,,purchasing,93,Quotation or Purchase Consultation,single-split,,,/ Mato Grosso do Sul - Campo Grande / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 +3238,0.5,600 FREMONT ST / LAS VEGAS / United States,ID,,13899,End Customer,SMB,0.0,,,,,176,Quotation or Purchase Consultation,,,,600 FREMONT ST / LAS VEGAS / United States,none,LGEUS,less than 3 months,0,0,,,,,588,0 +17146,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 +19740,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,42928,End Customer,Enterprise,,,,,finance,125,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279,1 +12205,1.0,/ São Paulo/Marilia / Brazil,AS,,16179,End Customer,Enterprise,16.0,,,,engineering,100,Quotation or Purchase Consultation,single-split,,,/ São Paulo/Marilia / Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,97,0 +20340,1.0,/ monte verde / Brazil,ID,0.1241217798594847,32965,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ monte verde / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,572,1 +9667,1.0,/ East Delhi / Saudi Arabia,AS,,35104,Specifier/ Influencer,Enterprise,,,,,engineering,29,Services,single-split,,,/ East Delhi / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13,0 +16722,0.25,via a.rosario snc / frattaminore / Italy,AS,,19537,Channel Partner,SMB,,,,,,3,,vrf,,,via a.rosario snc / frattaminore / Italy,others,LGEIS,,0,0,,,,,341,0 +19831,0.0,/ / Brazil,ID,0.0732484076433121,39493,End Customer,Enterprise,5.0,,,,support,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Bookstore,278,1 +9102,1.0,/Sheikhpura /India,AS,0.0289855072463768,36369,End Customer,Enterprise,,,,,business development,33,Quotation or Purchase Consultation,vrf,,,/Sheikhpura /India,others,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),600,1 +17271,1.0,/ Cairo / Egypt,AS,,1577,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 +2871,1.0,/ / United States,ID,,44229,End Customer,Enterprise,,,,,military and protective services,246,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB009,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,,,,,369,0 +3906,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,SMB,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47,0 +3027,1.0,/ Sonepur / India,ID,,13878,,Enterprise,,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ Sonepur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 +9514,1.0,/ / Argentina,ID,0.0476190476190476,12868,Channel Partner,SMB,2.0,,,,administrative,8,Quotation or Purchase Consultation,standard signage,Premium Series,,/ / Argentina,others,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 +3650,1.0,/ Batangas city / Philippines,AS,,8028,End Customer,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,vrf,,,/ Batangas city / Philippines,vice president,LGEPH,less than 3 months,0,0,,,,,616,0 +9338,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +16106,0.25,/ Lyon / France,AS,,47466,End Customer,Enterprise,105.0,,,,,157,Quotation or Purchase Consultation,multi-split,,,/ Lyon / France,none,LGEFS,,0,0,,,,,768,0 +8450,1.0,/Jaipur /India,AS,0.4615384615384615,28981,End Customer,Enterprise,2.0,,,,others,32,Quotation or Purchase Consultation,multi-split,,,/Jaipur /India,director,LGEIL,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 +4086,0.25,/ Laguna/bay / Philippines,AS,,30968,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Laguna/bay / Philippines,none,LGEPH,,0,0,,,,,750,0 +418,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +9530,1.0,/ / France,ID,0.025,28635,End Customer,Enterprise,,,,,others,363,Quotation or Purchase Consultation,hotel tv,,,/ / France,ceo/founder,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,474,0 +8758,1.0,/ / United States,ID,0.6153846153846154,8098,End Customer,SMB,,,,,administrative,104,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,55TR3BG-BX,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,371,0 +8412,1.0,/ Cairo / Egypt,AS,0.0555555555555555,3474,Specifier/ Influencer,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,single-split,,,/ Cairo / Egypt,others,LGEEG,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,,51,0 +1683,1.0,/ Latur / India,ID,,32429,,Enterprise,,,,,education,51,Quotation or Purchase Consultation,,,,/ Latur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 +1542,1.0,/Chennai/India,ID,,25119,,Enterprise,,,,,education,50,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 +15468,0.5,/Hồ Chí Minh /Vietnam,AS,,2709,Specifier/ Influencer,SMB,,,,,engineering,58,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh /Vietnam,others,LGEVH,,0,0,,,,,745,0 +7178,1.0,/ Palawan / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,/ Palawan / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +628,0.25,Corporate / /,ID,0.0446428571428571,5661,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +1845,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,0 +917,0.25,Corporate / /,ID,0.0446428571428571,5477,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +19143,1.0,/Bucaramanga /Colombia,IT,0.3333333333333333,6291,End Customer,Enterprise,,,,,engineering,42,Quotation or Purchase Consultation,monitor,,,/Bucaramanga /Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,0 +3233,0.5,/ /,ID,,45806,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586,1 +4349,0.25,/ Najafgarh new delhi / India,AS,,12163,End Customer,Enterprise,,,,,,81,Quotation or Purchase Consultation,vrf,,,/ Najafgarh new delhi / India,none,LGEIL,,0,0,,,,,608,0 +6933,0.25,9700 Maumelle Blvd / AR / United States,AS,,23315,,SMB,0.0,,,,,38,Product Information,,,,9700 Maumelle Blvd / AR / United States,none,LGEUS,,0,0,,,,,731,0 +12061,0.5,/ / United States,ID,,11480,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,more than a year,0,0,,,,,194,0 +5169,0.5,/Goiânia/Brazil,AS,,40525,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Goiânia/Brazil,others,LGESP,,0,0,,,,,97,0 +8,1.0,/ cairo / Egypt,AS,0.0408163265306122,17417,Specifier/ Influencer,SMB,,,,,program and project management,20,Product Information,vrf,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,51,0 +11501,1.0,/ Bünde / Germany,ID,,12356,Channel Partner,SMB,1.0,,,,arts and design,321,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,0,,,,,326,0 +7980,0.25,General / Palatine / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Palatine / United States,none,LGEUS,,0,0,,,,,375,1 +1381,1.0,/ Delhi / India,ID,,22584,,Enterprise,,,,,education,93,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,356,0 +12242,0.75,/ Antofagasta / Chile,AS,,20430,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Antofagasta / Chile,ceo/founder,LGECL,6 months ~ 9 months,0,0,,,,,728,0 +3153,0.5,/ / Vietnam,ID,,45115,End Customer,SMB,,,,,arts and design,31,Quotation or Purchase Consultation,hotel tv,,,/ / Vietnam,none,LGEVH,less than 3 months,0,0,,,,,582,0 +284,1.0,/ Atlanta / Australia,ID,0.0446428571428571,26799,Channel Partner,SMB,,1.0,,1.0,entrepreneurship,248,Quotation or Purchase Consultation,special signage,,,/ Atlanta / Australia,ceo/founder,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,348,1 +10023,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +14259,0.25,/ Rio de Janeiro / Brazil,AS,,8731,End Customer,Enterprise,,,,,engineering,11,,chiller,,,/ Rio de Janeiro / Brazil,director,LGESP,,0,0,,,,,97,0 +20708,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278,1 +18065,0.0,/ / Australia,ID,0.2142857142857142,12014,,SMB,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156,0 +4008,1.0,/ Quezon City / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +6118,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +16826,0.75,/ / Philippines,AS,,34904,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +7650,1.0,/ / Germany,IT,,46228,End Customer,SMB,,,,,business development,160,Usage or Technical Consultation,cloud device,,,/ / Germany,manager,LGEDG,6 months ~ 9 months,0,0,,,,,429,1 +20903,0.0,/ / Peru,ID,0.0476190476190476,33037,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,1 +2886,0.75,/ /,ID,,6896,End Customer,SMB,,,,,,68,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,574,0 +19811,0.0,/ / Brazil,ID,0.0732484076433121,869,Channel Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +19065,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 +20456,0.0,1410 Longwood Dr Sw Hospitality / Marietta / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,1410 Longwood Dr Sw Hospitality / Marietta / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 +15710,0.5,/ San Miguel / Peru,AS,,45663,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San Miguel / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,125,0 +11393,0.75,2027 1st ave north / Birmingham /,ID,,42340,End Customer,SMB,7.0,,,,,3,Quotation or Purchase Consultation,,,,2027 1st ave north / Birmingham /,none,LGEUS,less than 3 months,0,0,,,,,566,1 +9697,0.25,Cloud IT / / United States,IT,,18259,,Enterprise,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,374,0 +19276,1.0,"/ Bali , Badung / Indonesia",AS,0.0109890109890109,33936,,Enterprise,,,,,engineering,218,Quotation or Purchase Consultation,chiller,,,"/ Bali , Badung / Indonesia",manager,LGEIN,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,658,1 +2270,1.0,/ / U.A.E,ID,,881,End Customer,SMB,,,,,purchasing,289,Quotation or Purchase Consultation,software solution,SuperSign Control & Control+,,/ / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308,0 +1196,1.0,//United Kingdom,ID,0.0199004975124378,43160,Channel Partner,SMB,,1.0,,1.0,operations,219,Request for Partnership,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185,1 +3693,0.75,/ Sidoarjo / Indonesia,AS,,11165,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Sidoarjo / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 +12718,0.75,/ MANAGUA / Nicaragua,AS,,17786,Channel Partner,SMB,,,,,business development,84,,vrf,,,/ MANAGUA / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654,0 +1491,1.0,/ / Saudi Arabia,ID,,36738,End Customer,SMB,,,,,military and protective services,47,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 +16408,0.25,/ / Italy,AS,,13781,End Customer,SMB,,,,,marketing,3,,,,,/ / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +7636,1.0,/ / Brazil,IT,,40720,Channel Partner,SMB,,,,,others,14,Quotation or Purchase Consultation,projector,ProBeam,,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,821,0 +20908,0.0,/ / Peru,ID,0.0476190476190476,19804,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +9456,1.0,//United States,ID,,10168,End Customer,SMB,,,,,information technology,253,Technical Consultation,led signage,,,//United States,associate/analyst,LGEUS,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,206,0 +5964,0.5,/ São Paulo / Brazil,AS,,31311,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +3595,1.0,/ Siliguri / India,AS,,29357,End Customer,Enterprise,8.0,,,,business development,46,Quotation or Purchase Consultation,etc.,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,2,1 +4048,0.5,/Ormoc City/Philippines,AS,,23281,Specifier/ Influencer,Enterprise,0.0,,,,engineering,34,Quotation or Purchase Consultation,vrf,,,/Ormoc City/Philippines,manager,LGEPH,,0,0,,,,,8,1 +7162,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Mandaluyong City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +7625,1.0,/ Ashford / United Kingdom,AS,,17248,End Customer,SMB,,,,,administrative,4,Usage or Technical Consultation,,,,/ Ashford / United Kingdom,partner,LGEIS,3 months ~ 6 months,0,0,,,,,341,0 +10028,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +7885,0.0,111 Huntington Ave General / Boston / United States,IT,,28004,End Customer,Enterprise,,,,,,157,,,,,111 Huntington Ave General / Boston / United States,none,LGEUS,,0,0,,,,,435,0 +20947,0.0,/ / Peru,ID,0.0476190476190476,21626,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +21130,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680,0 +9563,0.5,/ PEORIA / United States,ID,0.8333333333333334,4150,End Customer,SMB,,,,,operations,8,Quotation or Purchase Consultation,oled signage,,,/ PEORIA / United States,director,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,334,1 +15282,0.0,/ Santa Marta / Colombia,AS,,40660,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santa Marta / Colombia,none,LGECB,,0,0,,,,,39,0 +15200,0.5,/ SANTA AMRTA / Colombia,AS,,33745,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,vrf,,,/ SANTA AMRTA / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 +6590,0.25,/ League City / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,22,Quotation or Purchase Consultation,etc.,,,/ League City / United States,none,LGEUS,,0,0,,,,,730,0 +6963,0.25,ss129jf / CA / United States,AS,,41098,,SMB,,,,,,257,Product Information,,,,ss129jf / CA / United States,none,LGEUS,,0,0,,,,,731,0 +4790,0.25,/Noida/India,AS,,13414,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9,0 +20293,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +11664,0.5,/ / India,ID,,36591,End Customer,Enterprise,,,,,education,47,Quotation or Purchase Consultation,interactive signage,,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174,0 +10653,1.0,/ GUAYAS/MILAGRO / Panama,ID,0.0749486652977412,23254,End Customer,Enterprise,,1.0,,1.0,engineering,333,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ GUAYAS/MILAGRO / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,192,0 +7013,0.25,10990 ROE AVE / KS / United States,AS,,46559,,SMB,,,,,,257,Others,,,,10990 ROE AVE / KS / United States,none,LGEUS,,0,0,,,,,731,0 +14234,0.75,/ JOÃO PESSOA / Brazil,AS,,19357,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ JOÃO PESSOA / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 +11956,0.0,/ / Brazil,ID,,9935,,Enterprise,,,,,legal,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,278,0 +20491,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572,1 +10073,0.25,4615 University Dr Cloud IT / Durham / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4615 University Dr Cloud IT / Durham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +1430,1.0,/ shihor / India,ID,,42361,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ shihor / India,others,LGEIL,more than a year,0,0,,,,,174,0 +16849,0.75,//Philippines,AS,,18714,Specifier/ Influencer,Enterprise,,,,,others,18,Quotation or Purchase Consultation,,,,//Philippines,none,LGEPH,more than a year,0,0,,,,,0,1 +20751,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,44117,End Customer,SMB,,,,,purchasing,58,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Curitiba / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +11519,1.0,/ / Italy,ID,,14771,,SMB,,,,,information technology,100,Quotation or Purchase Consultation,,,,/ / Italy,ceo/founder,LGEIS,3 months ~ 6 months,0,0,,,,,302,0 +9435,0.25,/ Amarillo / United States,ID,,30924,,Enterprise,16.0,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Amarillo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 +8710,0.25,/ Kottayam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,454,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +5528,0.5,/ São Paulo / Brazil,AS,,22390,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 +10706,1.0,/São Paulo/Brazil,ID,0.0749486652977412,42748,End Customer,SMB,,1.0,,1.0,administrative,39,Quotation or Purchase Consultation,led signage,,,/São 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0000000000000000000000000000000000000000..593f4708db84ac8fd0f5cc47c634f38c013fe9e4 GIT binary patch literal 4 LcmZQzU|;|M00aO5 literal 0 HcmV?d00001 diff --git a/code.ipynb b/code.ipynb index 8f34a8e..3a6eb30 100644 --- a/code.ipynb +++ b/code.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -162,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ " dtype: bool]" ] }, - "execution_count": 179, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -225,7 +225,7 @@ " dtype='object')" ] }, - "execution_count": 180, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -236,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -260,26 +260,37 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "# 언더 샘플링\n", "\n", - "#from imblearn.under_sampling import OneSidedSelection\n", - "\n", - "#oss = OneSidedSelection(random_state=42)\n", - "#X_resampled, y_resampled = oss.fit_resample(df_train.drop('is_converted', axis=1), df_train['is_converted'])\n", - "#df_train_balanced = pd.concat([X_resampled, y_resampled], axis=1)\n", "df_train_balanced = pd.concat([\n", " df_train[df_train['is_converted'] == True].sample(min_samples, random_state=42),\n", " df_train[df_train['is_converted'] == False].sample(min_samples, random_state=42)\n", - "], ignore_index=True)" + "], ignore_index=True)\n", + "\n", + "#from imblearn.under_sampling import NeighbourhoodCleaningRule\n", + "\n", + "# NeighbourhoodCleaningRule 객체 생성\n", + "#ncr = NeighbourhoodCleaningRule()\n", + "\n", + "# 다운 샘플링할 데이터와 해당 데이터의 레이블을 설정\n", + "#X_train = df_train.drop('is_converted', axis=1)\n", + "#y_train = df_train['is_converted']\n", + "\n", + "# NeighbourhoodCleaningRule을 사용하여 다운 샘플링 적용\n", + "#X_train_resampled, y_train_resampled = ncr.fit_resample(X_train, y_train)\n", + "\n", + "# 샘플링된 데이터로 DataFrame 생성\n", + "#df_train_balanced = pd.DataFrame(X_train_resampled, columns=X_train.columns)\n", + "#df_train_balanced['is_converted'] = y_train_resampled\n" ] }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -290,7 +301,7 @@ "Name: is_converted, dtype: int64" ] }, - "execution_count": 184, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -301,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -310,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -321,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -338,129 +349,18 @@ }, { "cell_type": "code", - "execution_count": 195, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " customer_country\n", - "0 62\n", - "1 93\n", - "2 91\n", - "3 173\n", - "4 93\n", - "... ...\n", - "9695 93\n", - "9696 80\n", - "9697 137\n", - "9698 91\n", - "9699 93\n", - "\n", - "[9700 rows x 1 columns]" - ] - }, - "execution_count": 195, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# customer_country안의 결측치 뒤의 값으로 대체\n", - "df_train['customer_country'].interpolate(inplace = True)\n", - "df_train.iloc[0:52299, 1:2]" - ] - }, - { - "cell_type": "code", - "execution_count": 196, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ + "# 범주형 데이터 레이블 인코딩\n", "def label_encoding(series: pd.Series) -> pd.Series:\n", " \"\"\"범주형 데이터를 시리즈 형태로 받아 숫자형 데이터로 변환합니다.\"\"\"\n", - "\n", " my_dict = {}\n", - "\n", - " # 모든 요소를 문자열로 변환\n", " series = series.astype(str)\n", - "\n", " for idx, value in enumerate(sorted(series.unique())):\n", " my_dict[value] = idx\n", " series = series.map(my_dict)\n", - "\n", " return series" ] }, @@ -489,6 +389,17 @@ "# test[col] = label_encoding(test[col])" ] }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "for col in categorical_columns:\n", + " df_train[col] = label_encoding(df_train[col])\n", + " df_test[col] = label_encoding(df_test[col])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -498,13 +409,14 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ - "for col in categorical_columns: \n", - " df_train[col] = label_encoding(df_train[col])\n", - " df_test[col] = label_encoding(df_test[col])" + "# 수치형 데이터 스케일링\n", + "scaler = StandardScaler()\n", + "df_train[numeric_columns] = scaler.fit_transform(df_train[numeric_columns])\n", + "df_test[numeric_columns] = scaler.transform(df_test[numeric_columns])" ] }, { @@ -516,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -531,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -569,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -586,38 +498,7 @@ }, { "cell_type": "code", - "execution_count": 201, - "metadata": {}, - "outputs": [], - "source": [ - "models=[\n", - " LogisticRegression(random_state=42),\n", - " DecisionTreeClassifier(random_state=42),\n", - " GradientBoostingClassifier(n_estimators=1000,learning_rate=0.05,random_state=42),\n", - " RandomForestClassifier(n_estimators=1000,random_state=42),\n", - " LGBMClassifier(n_estimators=1000,learning_rate=0.05,random_state=42),\n", - " XGBClassifier(learning_rate=0.05,random_state=42,objective='binary:logistic',eval_metric='logloss'),\n", - " CatBoostClassifier(random_seed=42),\n", - " StackingClassifier(classifiers=(LogisticRegression(random_state=42),\n", - " RandomForestClassifier(random_state=42),\n", - " CatBoostClassifier(random_seed=42)),\n", - " meta_classifier=CatBoostClassifier(random_seed=42))\n", - "]\n", - "model_names=[\n", - " 'LogisticRegression',\n", - " 'DecisionTreeClassifier',\n", - " 'GradientBoostingClassifier',\n", - " 'RandomForestClassifier',\n", - " 'LGBMClassifier',\n", - " 'XGBClassifier',\n", - " 'CatBoostClassifier',\n", - " 'StackingClassifier'\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 139, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -626,3267 +507,1552 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ - "# 모델 성능 테스트\n", - "def get_clf_eval(y_test, y_pred=None):\n", - " confusion = confusion_matrix(y_test, y_pred, labels=[True, False])\n", - " accuracy = accuracy_score(y_test, y_pred)\n", - " precision = precision_score(y_test, y_pred, labels=[True, False])\n", - " recall = recall_score(y_test, y_pred)\n", - " F1 = f1_score(y_test, y_pred, labels=[True, False])\n", - "\n", - " print(\"오차행렬:\\n\", confusion)\n", - " print(\"\\n정확도: {:.4f}\".format(accuracy))\n", - " print(\"정밀도: {:.4f}\".format(precision))\n", - " print(\"재현율: {:.4f}\".format(recall))\n", - " print(\"F1: {:.4f}\".format(F1))\n", - " return F1" + "# PyCaret을 사용하여 모델 튜닝, 블렌딩 및 예측 수행\n", + "from pycaret.classification import *" ] }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 92, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression start\n", - "\n", - "오차행렬:\n", - " [[555 418]\n", - " [307 660]]\n", - "\n", - "정확도: 0.6263\n", - "정밀도: 0.6439\n", - "재현율: 0.5704\n", - "F1: 0.6049\n", - "DecisionTreeClassifier start\n", - "\n", - "오차행렬:\n", - " [[891 82]\n", - " [129 838]]\n", - "\n", - "정확도: 0.8912\n", - "정밀도: 0.8735\n", - "재현율: 0.9157\n", - "F1: 0.8941\n", - "GradientBoostingClassifier start\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "오차행렬:\n", - " [[915 58]\n", - " [ 91 876]]\n", - "\n", - "정확도: 0.9232\n", - "정밀도: 0.9095\n", - "재현율: 0.9404\n", - "F1: 0.9247\n", - "RandomForestClassifier start\n", - "\n", - "오차행렬:\n", - " [[907 66]\n", - " [ 82 885]]\n", - "\n", - "정확도: 0.9237\n", - "정밀도: 0.9171\n", - "재현율: 0.9322\n", - "F1: 0.9246\n", - "LGBMClassifier start\n", - "\n", - "[LightGBM] [Info] Number of positive: 3877, number of negative: 3883\n", - "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000242 seconds.\n", - "You can set `force_row_wise=true` to remove the overhead.\n", - "And if memory is not enough, you can set `force_col_wise=true`.\n", - "[LightGBM] [Info] Total Bins 1342\n", - "[LightGBM] [Info] Number of data points in the train set: 7760, number of used features: 19\n", - "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.499613 -> initscore=-0.001546\n", - "[LightGBM] [Info] Start training from score -0.001546\n", - "오차행렬:\n", - " [[920 53]\n", - " [ 72 895]]\n", - "\n", - "정확도: 0.9356\n", - "정밀도: 0.9274\n", - "재현율: 0.9455\n", - "F1: 0.9364\n", - "XGBClassifier start\n", - "\n", - "오차행렬:\n", - " [[898 75]\n", - " [107 860]]\n", - "\n", - "정확도: 0.9062\n", - "정밀도: 0.8935\n", - "재현율: 0.9229\n", - "F1: 0.9080\n", - "CatBoostClassifier start\n", - "\n", - "Learning rate set to 0.024712\n", - "0:\tlearn: 0.6720570\ttotal: 4.33ms\tremaining: 4.32s\n", - "1:\tlearn: 0.6544729\ttotal: 8.13ms\tremaining: 4.06s\n", - "2:\tlearn: 0.6370916\ttotal: 12.1ms\tremaining: 4.03s\n", - "3:\tlearn: 0.6172862\ttotal: 16.6ms\tremaining: 4.14s\n", - "4:\tlearn: 0.5993409\ttotal: 20.5ms\tremaining: 4.08s\n", - "5:\tlearn: 0.5816874\ttotal: 24.2ms\tremaining: 4.01s\n", - "6:\tlearn: 0.5668864\ttotal: 28.9ms\tremaining: 4.1s\n", - "7:\tlearn: 0.5444574\ttotal: 32.9ms\tremaining: 4.08s\n", - 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"Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Learning rate set to 0.024712\n", - "0:\tlearn: 0.6720570\ttotal: 3.27ms\tremaining: 3.26s\n", - "1:\tlearn: 0.6544729\ttotal: 6.38ms\tremaining: 3.19s\n", - "2:\tlearn: 0.6370916\ttotal: 9.37ms\tremaining: 3.11s\n", - "3:\tlearn: 0.6172862\ttotal: 12.9ms\tremaining: 3.22s\n", - "4:\tlearn: 0.5993409\ttotal: 16.5ms\tremaining: 3.28s\n", - "5:\tlearn: 0.5816874\ttotal: 19.4ms\tremaining: 3.21s\n", - "6:\tlearn: 0.5668864\ttotal: 22.5ms\tremaining: 3.19s\n", - "7:\tlearn: 0.5444574\ttotal: 25.5ms\tremaining: 3.16s\n", - "8:\tlearn: 0.5320888\ttotal: 29.1ms\tremaining: 3.21s\n", - "9:\tlearn: 0.5174708\ttotal: 32.9ms\tremaining: 3.25s\n", - "10:\tlearn: 0.5077370\ttotal: 36.3ms\tremaining: 3.27s\n", - "11:\tlearn: 0.4967566\ttotal: 39.3ms\tremaining: 3.24s\n", - 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 DescriptionValue
0Session id255
1Targetis_converted
2Target typeBinary
3Original data shape(9700, 20)
4Transformed data shape(9700, 20)
5Transformed train set shape(6790, 20)
6Transformed test set shape(2910, 20)
7Ignore features1
8Numeric features19
9PreprocessTrue
10Imputation typesimple
11Numeric imputationmean
12Categorical imputationmode
13Fold GeneratorStratifiedKFold
14Fold Number10
15CPU Jobs-1
16Use GPUFalse
17Log ExperimentFalse
18Experiment Nameclf-default-name
19USIba2b
\n" + ], "text/plain": [ - "0.9295199182839632" + "" ] }, - "execution_count": 203, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# # test code\n", - "scores=[]\n", - "names=[]\n", - "ms=[]\n", - "for i,classifier in enumerate(models):\n", - " print(model_names[i]+' start\\n')\n", - " model=classifier.fit(x_train, y_train)\n", - " pred=model.predict(x_val)\n", - " scores.append(get_clf_eval(y_val,pred))\n", - " ms.append(model)\n", - " names.append(model_names[i])\n", - " \n", - "score=pd.DataFrame(data=names,columns=['Name'])\n", - "score['score']=scores\n", - "score" - ] - }, - { - "cell_type": "code", - "execution_count": 208, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)\n" - ] - } - ], - "source": [ - "best_model_name=score.sort_values(by=['score']).iloc[-1]['Name']\n", - "best_model=ms[model_names.index(best_model_name)]\n", - "print(best_model)" - ] - }, - { - "cell_type": "code", - "execution_count": 209, - "metadata": {}, - "outputs": [], - "source": [ - "model = LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)" + "exp_clf = setup(data=df_train, target='is_converted', ignore_features=['customer_id'])" ] }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 94, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[LightGBM] [Info] Number of positive: 3883, number of negative: 3883\n", - "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000291 seconds.\n", - "You can set `force_row_wise=true` to remove the overhead.\n", - "And if memory is not enough, you can set `force_col_wise=true`.\n", - "[LightGBM] [Info] Total Bins 1349\n", - "[LightGBM] [Info] Number of data points in the train set: 7766, number of used features: 19\n", - "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n" - ] - }, { "data": { - "text/html": [ - "
LGBMClassifier(learning_rate=0.05, n_estimators=1000, random_state=42)
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 ModelAccuracyAUCRecallPrec.F1KappaMCCTT (Sec)
lightgbmLight Gradient Boosting Machine0.92060.97860.92400.91800.92080.84120.84170.2030
xgboostExtreme Gradient Boosting0.91560.97670.91580.91580.91560.83120.83160.0800
catboostCatBoost Classifier0.91440.97740.90810.91980.91380.82890.82921.8380
rfRandom Forest Classifier0.90910.97440.89990.91700.90810.81830.81870.1900
etExtra Trees Classifier0.89470.96160.88950.89900.89410.78940.78970.1700
gbcGradient Boosting Classifier0.89540.96770.87810.90980.89340.79090.79170.2440
dtDecision Tree Classifier0.87160.87160.88070.86520.87280.74320.74360.0160
adaAda Boost Classifier0.86580.94720.84510.88240.86300.73170.73290.0840
knnK Neighbors Classifier0.69790.76980.71670.69110.70350.39590.39630.0230
qdaQuadratic Discriminant Analysis0.70970.79830.60290.76720.67470.41940.42980.0110
lrLogistic Regression0.68200.75160.63420.70180.66610.36410.36600.0980
ridgeRidge Classifier0.67380.00000.61650.69670.65400.34760.35010.0100
ldaLinear Discriminant Analysis0.67380.74510.61650.69670.65400.34760.35010.0110
nbNaive Bayes0.63250.71790.48780.68670.56990.26510.27710.0110
svmSVM - Linear Kernel0.57440.00000.61670.62940.54350.14850.19450.0310
dummyDummy Classifier0.49930.50000.50000.24960.33300.00000.00000.0080
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 모델 생성 및 비교\n", + "top4 = compare_models(sort='F1', n_select=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0,\n", + " importance_type='split', learning_rate=0.1, max_depth=-1,\n", + " min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0,\n", + " n_estimators=100, n_jobs=-1, num_leaves=31, objective=None,\n", + " random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0,\n", + " subsample_for_bin=200000, subsample_freq=0), XGBClassifier(base_score=None, booster='gbtree', callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device='cpu', early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=None, n_jobs=-1,\n", + " num_parallel_tree=None, objective='binary:logistic', ...), , RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n", + " criterion='gini', max_depth=None, max_features='sqrt',\n", + " max_leaf_nodes=None, max_samples=None,\n", + " min_impurity_decrease=0.0, min_samples_leaf=1,\n", + " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", + " n_estimators=100, n_jobs=-1, oob_score=False,\n", + " random_state=255, verbose=0, warm_start=False)]\n" + ] + } + ], + "source": [ + "print(top4)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.92190.97680.92940.91590.92260.84390.8440
10.92640.97920.93530.91910.92710.85270.8529
20.92050.98340.92060.92060.92060.84090.8409
30.91020.97320.90590.91390.90990.82030.8204
40.93080.98190.92350.93730.93040.86160.8617
50.94990.98490.96760.93450.95070.89990.9004
60.89990.96960.92040.88390.90170.79970.8004
70.91310.97220.92630.90230.91410.82620.8265
80.91160.97680.92040.90430.91230.82330.8234
90.90870.97140.90270.91340.90800.81740.8174
Mean0.91930.97690.92520.91450.91970.83860.8388
Std0.01340.00510.01690.01470.01340.02680.0268
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.86300.97350.99710.78650.87940.72600.7536
10.87630.97640.98820.80770.88890.75250.7721
20.88220.98050.99410.81250.89420.76430.7842
30.86890.96740.97940.80240.88210.73780.7565
40.90430.98160.97940.85170.91110.80850.8178
50.86160.98210.98820.78820.87700.72320.7476
60.84090.96490.98820.76310.86120.68200.7137
70.85420.97350.99120.77780.87160.70850.7367
80.85270.97210.98820.77730.87010.70560.7330
90.88370.97230.97640.82340.89340.76740.7809
Mean0.86880.97440.98700.79910.88290.73760.7596
Std0.01750.00550.00630.02470.01370.03490.0285
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", + "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.89100.96900.90290.88220.89240.78200.7822
10.89690.97020.90590.89020.89800.79380.7939
20.92050.97880.91760.92310.92040.84090.8410
30.88070.95820.86180.89600.87860.76140.7620
40.92640.97560.90590.94480.92490.85270.8535
50.92490.97960.94690.90680.92640.84980.8506
60.87630.96110.87610.87610.87610.75260.7526
70.89400.97010.87910.90580.89220.78790.7883
80.89690.97450.91450.88320.89860.79380.7943
90.88220.96390.85550.90340.87880.76430.7654
Mean0.89900.97010.89660.90120.89860.79790.7984
Std0.01760.00690.02670.01970.01820.03530.0353
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", + "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.87040.95720.86760.87280.87020.74080.7408
10.88810.96350.87650.89760.88690.77610.7764
20.87780.96480.85590.89540.87520.75550.7563
30.87040.95010.83240.90130.86540.74080.7430
40.89540.96460.85590.92970.89130.79090.7934
50.90570.97020.90560.90560.90560.81150.8115
60.88220.94910.86430.89600.87990.76430.7648
70.87330.95750.84960.89160.87010.74670.7475
80.89250.96510.90860.88000.89400.78500.7854
90.87190.95080.82010.91450.86470.74370.7477
Mean0.88280.95930.86360.89840.88030.76550.7667
Std0.01160.00710.02680.01530.01300.02320.0229
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", + "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" + ] + } + ], + "source": [ + "# 모델 튜닝\n", + "tuned_top4 = [tune_model(i) for i in top4]" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Initiated. . . . . . . . . . . . . . . . . .01:13:10
Status. . . . . . . . . . . . . . . . . .Compiling Estimators
Estimator. . . . . . . . . . . . . . . . . .Compiling Library
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.92190.98140.92650.91840.92240.84390.8439
10.91900.98070.91760.92040.91900.83800.8380
20.93230.98520.92940.93490.93220.86450.8645
30.90430.97310.89710.91040.90370.80850.8086
40.93960.98260.92060.95720.93850.87920.8799
50.94700.98880.95870.93660.94750.89400.8942
60.91020.97430.91450.90640.91040.82030.8204
70.92490.98000.91740.93110.92420.84980.8499
80.91310.97880.93510.89550.91490.82620.8270
90.90570.97460.88790.92050.90390.81150.8120
Mean0.92180.98000.92050.92310.92170.84360.8438
Std0.01360.00470.01860.01670.01370.02720.0272
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 ModelAccuracyAUCRecallPrec.F1KappaMCC
0Voting Classifier0.84000.94080.72730.77420.75000.63250.6332
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "final_model = finalize_model(blender_top4)\n", + "prediction = predict_model(final_model, data=df_test.iloc[-100:])" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'check_metric' from 'pycaret.utils' (c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pycaret\\utils\\__init__.py)", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[99], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpycaret\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m check_metric\n\u001b[0;32m 2\u001b[0m check_metric(prediction[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mis_converted\u001b[39m\u001b[38;5;124m'\u001b[39m], prediction[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLabel\u001b[39m\u001b[38;5;124m'\u001b[39m], metric \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mF1\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mImportError\u001b[0m: cannot import name 'check_metric' from 'pycaret.utils' (c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pycaret\\utils\\__init__.py)" + ] } ], "source": [ - "model.fit(x_train_smote, y_train_smote)" + "from pycaret.utils import check_metric\n", + "check_metric(prediction['is_converted'], prediction['Label'], metric = 'F1')" ] }, { @@ -3928,7 +2094,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -3948,7 +2114,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -3956,18 +2122,18 @@ "output_type": "stream", "text": [ "오차행렬:\n", - " [[925 48]\n", - " [ 70 897]]\n", + " [[964 9]\n", + " [ 12 955]]\n", "\n", - "정확도: 0.9392\n", - "정밀도: 0.9296\n", - "재현율: 0.9507\n", - "F1: 0.9400\n" + "정확도: 0.9892\n", + "정밀도: 0.9877\n", + "재현율: 0.9908\n", + "F1: 0.9892\n" ] } ], "source": [ - "pred = model.predict(x_val.fillna(0))\n", + "pred = final_model.predict(x_val.fillna(0))\n", "get_clf_eval(y_val, pred)" ] }, @@ -3987,7 +2153,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -3997,22 +2163,22 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1405" + "1475" ] }, - "execution_count": 214, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test_pred = model.predict(x_test.fillna(0))\n", + "test_pred = final_model.predict(x_test.fillna(0))\n", "sum(test_pred) # True로 예측된 개수" ] }, @@ -4025,7 +2191,7 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ diff --git a/logs.log b/logs.log new file mode 100644 index 0000000..126fbe0 --- /dev/null +++ b/logs.log @@ -0,0 +1,12750 @@ +2024-02-16 23:26:54,010:WARNING: +'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. +2024-02-16 23:26:54,010:WARNING: +'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. +2024-02-16 23:26:54,010:WARNING: +'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. +2024-02-16 23:26:54,010:WARNING: +'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. +2024-02-16 23:30:56,841:INFO:PyCaret ClassificationExperiment +2024-02-16 23:30:56,841:INFO:Logging name: clf-default-name +2024-02-16 23:30:56,841:INFO:ML Usecase: MLUsecase.CLASSIFICATION +2024-02-16 23:30:56,841:INFO:version 3.2.0 +2024-02-16 23:30:56,841:INFO:Initializing setup() +2024-02-16 23:30:56,841:INFO:self.USI: efb2 +2024-02-16 23:30:56,841:INFO:self._variable_keys: {'y_test', 'fold_groups_param', 'X', 'pipeline', 'logging_param', 'idx', 'exp_id', 'gpu_n_jobs_param', 'fold_shuffle_param', 'n_jobs_param', 'gpu_param', 'memory', 'y', 'seed', 'X_test', 'log_plots_param', 'is_multiclass', 'exp_name_log', 'data', 'X_train', 'target_param', 'html_param', 'y_train', 'fix_imbalance', 'fold_generator', '_available_plots', '_ml_usecase', 'USI'} +2024-02-16 23:30:56,841:INFO:Checking environment +2024-02-16 23:30:56,841:INFO:python_version: 3.10.2 +2024-02-16 23:30:56,841:INFO:python_build: ('tags/v3.10.2:a58ebcc', 'Jan 17 2022 14:12:15') +2024-02-16 23:30:56,841:INFO:machine: AMD64 +2024-02-16 23:30:56,841:INFO:platform: Windows-10-10.0.22621-SP0 +2024-02-16 23:30:56,858:INFO:Memory: svmem(total=8247582720, available=1799798784, percent=78.2, used=6447783936, free=1799798784) +2024-02-16 23:30:56,858:INFO:Physical Core: 4 +2024-02-16 23:30:56,858:INFO:Logical Core: 8 +2024-02-16 23:30:56,858:INFO:Checking libraries +2024-02-16 23:30:56,858:INFO:System: +2024-02-16 23:30:56,858:INFO: python: 3.10.2 (tags/v3.10.2:a58ebcc, Jan 17 2022, 14:12:15) [MSC v.1929 64 bit (AMD64)] +2024-02-16 23:30:56,858:INFO:executable: c:\Users\happy\AppData\Local\Programs\Python\Python310\python.exe +2024-02-16 23:30:56,858:INFO: machine: Windows-10-10.0.22621-SP0 +2024-02-16 23:30:56,858:INFO:PyCaret required dependencies: +2024-02-16 23:30:56,858:INFO: pip: 24.0 +2024-02-16 23:30:56,858:INFO: setuptools: 58.1.0 +2024-02-16 23:30:56,858:INFO: pycaret: 3.2.0 +2024-02-16 23:30:56,858:INFO: IPython: 8.16.1 +2024-02-16 23:30:56,858:INFO: ipywidgets: 8.1.1 +2024-02-16 23:30:56,858:INFO: tqdm: 4.66.1 +2024-02-16 23:30:56,858:INFO: numpy: 1.25.2 +2024-02-16 23:30:56,858:INFO: pandas: 1.5.3 +2024-02-16 23:30:56,858:INFO: jinja2: 3.1.3 +2024-02-16 23:30:56,858:INFO: scipy: 1.10.1 +2024-02-16 23:30:56,858:INFO: joblib: 1.3.2 +2024-02-16 23:30:56,858:INFO: sklearn: 1.2.2 +2024-02-16 23:30:56,858:INFO: pyod: 1.1.2 +2024-02-16 23:30:56,868:INFO: imblearn: 0.12.0 +2024-02-16 23:30:56,868:INFO: category_encoders: 2.6.3 +2024-02-16 23:30:56,868:INFO: lightgbm: 4.3.0 +2024-02-16 23:30:56,868:INFO: numba: 0.59.0 +2024-02-16 23:30:56,868:INFO: requests: 2.31.0 +2024-02-16 23:30:56,868:INFO: matplotlib: 3.6.0 +2024-02-16 23:30:56,868:INFO: scikitplot: 0.3.7 +2024-02-16 23:30:56,868:INFO: yellowbrick: 1.5 +2024-02-16 23:30:56,868:INFO: plotly: 5.18.0 +2024-02-16 23:30:56,868:INFO: plotly-resampler: Not installed +2024-02-16 23:30:56,868:INFO: kaleido: 0.2.1 +2024-02-16 23:30:56,868:INFO: schemdraw: 0.15 +2024-02-16 23:30:56,868:INFO: statsmodels: 0.14.1 +2024-02-16 23:30:56,868:INFO: sktime: 0.21.1 +2024-02-16 23:30:56,868:INFO: tbats: 1.1.3 +2024-02-16 23:30:56,868:INFO: pmdarima: 2.0.4 +2024-02-16 23:30:56,868:INFO: psutil: 5.9.6 +2024-02-16 23:30:56,868:INFO: markupsafe: 2.1.4 +2024-02-16 23:30:56,868:INFO: pickle5: Not installed +2024-02-16 23:30:56,872:INFO: cloudpickle: 3.0.0 +2024-02-16 23:30:56,872:INFO: deprecation: 2.1.0 +2024-02-16 23:30:56,872:INFO: xxhash: 3.4.1 +2024-02-16 23:30:56,872:INFO: wurlitzer: Not installed +2024-02-16 23:30:56,872:INFO:PyCaret optional dependencies: +2024-02-16 23:30:56,925:INFO: shap: Not installed +2024-02-16 23:30:56,925:INFO: interpret: Not installed +2024-02-16 23:30:56,925:INFO: umap: Not installed +2024-02-16 23:30:56,925:INFO: ydata_profiling: Not installed +2024-02-16 23:30:56,925:INFO: explainerdashboard: Not installed +2024-02-16 23:30:56,925:INFO: autoviz: Not installed +2024-02-16 23:30:56,925:INFO: fairlearn: Not installed +2024-02-16 23:30:56,925:INFO: deepchecks: Not installed +2024-02-16 23:30:56,925:INFO: xgboost: 2.0.3 +2024-02-16 23:30:56,925:INFO: catboost: 1.2.2 +2024-02-16 23:30:56,925:INFO: kmodes: Not installed +2024-02-16 23:30:56,925:INFO: mlxtend: 0.23.1 +2024-02-16 23:30:56,925:INFO: statsforecast: Not installed +2024-02-16 23:30:56,925:INFO: tune_sklearn: Not installed +2024-02-16 23:30:56,925:INFO: ray: Not installed +2024-02-16 23:30:56,925:INFO: hyperopt: Not installed +2024-02-16 23:30:56,925:INFO: optuna: Not installed +2024-02-16 23:30:56,925:INFO: skopt: Not installed +2024-02-16 23:30:56,925:INFO: mlflow: Not installed +2024-02-16 23:30:56,925:INFO: gradio: Not installed +2024-02-16 23:30:56,925:INFO: fastapi: Not installed +2024-02-16 23:30:56,925:INFO: uvicorn: Not installed +2024-02-16 23:30:56,925:INFO: m2cgen: Not installed +2024-02-16 23:30:56,925:INFO: evidently: Not installed +2024-02-16 23:30:56,925:INFO: fugue: Not installed +2024-02-16 23:30:56,925:INFO: streamlit: Not installed +2024-02-16 23:30:56,925:INFO: prophet: Not installed +2024-02-16 23:30:56,933:INFO:None +2024-02-16 23:30:56,933:INFO:Set up data. +2024-02-16 23:30:56,990:INFO:Set up folding strategy. +2024-02-16 23:30:56,990:INFO:Set up train/test split. +2024-02-16 23:30:57,021:INFO:Set up index. +2024-02-16 23:30:57,029:INFO:Assigning column types. +2024-02-16 23:42:26,551:INFO:PyCaret ClassificationExperiment +2024-02-16 23:42:26,554:INFO:Logging name: clf-default-name +2024-02-16 23:42:26,554:INFO:ML Usecase: MLUsecase.CLASSIFICATION +2024-02-16 23:42:26,554:INFO:version 3.2.0 +2024-02-16 23:42:26,554:INFO:Initializing setup() +2024-02-16 23:42:26,554:INFO:self.USI: e491 +2024-02-16 23:42:26,554:INFO:self._variable_keys: {'y_test', 'fold_groups_param', 'X', 'pipeline', 'logging_param', 'idx', 'exp_id', 'gpu_n_jobs_param', 'fold_shuffle_param', 'n_jobs_param', 'gpu_param', 'memory', 'y', 'seed', 'X_test', 'log_plots_param', 'is_multiclass', 'exp_name_log', 'data', 'X_train', 'target_param', 'html_param', 'y_train', 'fix_imbalance', 'fold_generator', '_available_plots', '_ml_usecase', 'USI'} +2024-02-16 23:42:26,554:INFO:Checking environment +2024-02-16 23:42:26,554:INFO:python_version: 3.10.2 +2024-02-16 23:42:26,554:INFO:python_build: ('tags/v3.10.2:a58ebcc', 'Jan 17 2022 14:12:15') +2024-02-16 23:42:26,554:INFO:machine: AMD64 +2024-02-16 23:42:26,554:INFO:platform: Windows-10-10.0.22621-SP0 +2024-02-16 23:42:26,562:INFO:Memory: svmem(total=8247582720, available=1616302080, percent=80.4, used=6631280640, free=1616302080) +2024-02-16 23:42:26,562:INFO:Physical Core: 4 +2024-02-16 23:42:26,562:INFO:Logical Core: 8 +2024-02-16 23:42:26,562:INFO:Checking libraries +2024-02-16 23:42:26,562:INFO:System: +2024-02-16 23:42:26,562:INFO: python: 3.10.2 (tags/v3.10.2:a58ebcc, Jan 17 2022, 14:12:15) [MSC v.1929 64 bit (AMD64)] +2024-02-16 23:42:26,562:INFO:executable: c:\Users\happy\AppData\Local\Programs\Python\Python310\python.exe +2024-02-16 23:42:26,562:INFO: machine: Windows-10-10.0.22621-SP0 +2024-02-16 23:42:26,562:INFO:PyCaret required dependencies: +2024-02-16 23:42:26,562:INFO: pip: 24.0 +2024-02-16 23:42:26,562:INFO: setuptools: 58.1.0 +2024-02-16 23:42:26,562:INFO: pycaret: 3.2.0 +2024-02-16 23:42:26,562:INFO: IPython: 8.16.1 +2024-02-16 23:42:26,562:INFO: ipywidgets: 8.1.1 +2024-02-16 23:42:26,562:INFO: tqdm: 4.66.1 +2024-02-16 23:42:26,562:INFO: numpy: 1.25.2 +2024-02-16 23:42:26,562:INFO: pandas: 1.5.3 +2024-02-16 23:42:26,562:INFO: jinja2: 3.1.3 +2024-02-16 23:42:26,562:INFO: scipy: 1.10.1 +2024-02-16 23:42:26,562:INFO: joblib: 1.3.2 +2024-02-16 23:42:26,562:INFO: sklearn: 1.2.2 +2024-02-16 23:42:26,562:INFO: pyod: 1.1.2 +2024-02-16 23:42:26,562:INFO: imblearn: 0.12.0 +2024-02-16 23:42:26,562:INFO: category_encoders: 2.6.3 +2024-02-16 23:42:26,562:INFO: lightgbm: 4.3.0 +2024-02-16 23:42:26,562:INFO: numba: 0.59.0 +2024-02-16 23:42:26,562:INFO: requests: 2.31.0 +2024-02-16 23:42:26,562:INFO: matplotlib: 3.6.0 +2024-02-16 23:42:26,562:INFO: scikitplot: 0.3.7 +2024-02-16 23:42:26,562:INFO: yellowbrick: 1.5 +2024-02-16 23:42:26,562:INFO: plotly: 5.18.0 +2024-02-16 23:42:26,562:INFO: plotly-resampler: Not installed +2024-02-16 23:42:26,562:INFO: kaleido: 0.2.1 +2024-02-16 23:42:26,562:INFO: schemdraw: 0.15 +2024-02-16 23:42:26,562:INFO: statsmodels: 0.14.1 +2024-02-16 23:42:26,562:INFO: sktime: 0.21.1 +2024-02-16 23:42:26,562:INFO: tbats: 1.1.3 +2024-02-16 23:42:26,562:INFO: pmdarima: 2.0.4 +2024-02-16 23:42:26,562:INFO: psutil: 5.9.6 +2024-02-16 23:42:26,562:INFO: markupsafe: 2.1.4 +2024-02-16 23:42:26,562:INFO: pickle5: Not installed +2024-02-16 23:42:26,562:INFO: cloudpickle: 3.0.0 +2024-02-16 23:42:26,562:INFO: deprecation: 2.1.0 +2024-02-16 23:42:26,562:INFO: xxhash: 3.4.1 +2024-02-16 23:42:26,562:INFO: wurlitzer: Not installed +2024-02-16 23:42:26,562:INFO:PyCaret optional dependencies: +2024-02-16 23:42:26,574:INFO: shap: Not installed +2024-02-16 23:42:26,574:INFO: interpret: Not installed +2024-02-16 23:42:26,574:INFO: umap: Not installed +2024-02-16 23:42:26,574:INFO: ydata_profiling: Not installed +2024-02-16 23:42:26,574:INFO: explainerdashboard: Not installed +2024-02-16 23:42:26,574:INFO: autoviz: Not installed +2024-02-16 23:42:26,574:INFO: fairlearn: Not installed +2024-02-16 23:42:26,574:INFO: deepchecks: Not installed +2024-02-16 23:42:26,574:INFO: xgboost: 2.0.3 +2024-02-16 23:42:26,574:INFO: catboost: 1.2.2 +2024-02-16 23:42:26,574:INFO: kmodes: Not installed +2024-02-16 23:42:26,574:INFO: mlxtend: 0.23.1 +2024-02-16 23:42:26,574:INFO: statsforecast: Not installed +2024-02-16 23:42:26,574:INFO: tune_sklearn: Not installed +2024-02-16 23:42:26,574:INFO: ray: Not installed +2024-02-16 23:42:26,574:INFO: hyperopt: Not installed +2024-02-16 23:42:26,574:INFO: optuna: Not installed +2024-02-16 23:42:26,574:INFO: skopt: Not installed +2024-02-16 23:42:26,574:INFO: mlflow: Not installed +2024-02-16 23:42:26,574:INFO: gradio: Not installed +2024-02-16 23:42:26,574:INFO: fastapi: Not installed +2024-02-16 23:42:26,574:INFO: uvicorn: Not installed +2024-02-16 23:42:26,574:INFO: m2cgen: Not installed +2024-02-16 23:42:26,574:INFO: evidently: Not installed +2024-02-16 23:42:26,574:INFO: fugue: Not installed +2024-02-16 23:42:26,574:INFO: streamlit: Not installed +2024-02-16 23:42:26,574:INFO: prophet: Not installed +2024-02-16 23:42:26,574:INFO:None +2024-02-16 23:42:26,574:INFO:Set up data. +2024-02-16 23:42:26,615:INFO:Set up folding strategy. +2024-02-16 23:42:26,615:INFO:Set up train/test split. +2024-02-16 23:42:26,658:INFO:Set up index. +2024-02-16 23:42:26,658:INFO:Assigning column types. +2024-02-16 23:43:41,398:INFO:PyCaret ClassificationExperiment +2024-02-16 23:43:41,398:INFO:Logging name: clf-default-name +2024-02-16 23:43:41,398:INFO:ML Usecase: MLUsecase.CLASSIFICATION +2024-02-16 23:43:41,398:INFO:version 3.2.0 +2024-02-16 23:43:41,398:INFO:Initializing setup() +2024-02-16 23:43:41,398:INFO:self.USI: 7a23 +2024-02-16 23:43:41,398:INFO:self._variable_keys: {'y_test', 'fold_groups_param', 'X', 'pipeline', 'logging_param', 'idx', 'exp_id', 'gpu_n_jobs_param', 'fold_shuffle_param', 'n_jobs_param', 'gpu_param', 'memory', 'y', 'seed', 'X_test', 'log_plots_param', 'is_multiclass', 'exp_name_log', 'data', 'X_train', 'target_param', 'html_param', 'y_train', 'fix_imbalance', 'fold_generator', '_available_plots', '_ml_usecase', 'USI'} +2024-02-16 23:43:41,398:INFO:Checking environment +2024-02-16 23:43:41,398:INFO:python_version: 3.10.2 +2024-02-16 23:43:41,398:INFO:python_build: ('tags/v3.10.2:a58ebcc', 'Jan 17 2022 14:12:15') +2024-02-16 23:43:41,398:INFO:machine: AMD64 +2024-02-16 23:43:41,398:INFO:platform: Windows-10-10.0.22621-SP0 +2024-02-16 23:43:41,398:INFO:Memory: svmem(total=8247582720, available=1452929024, percent=82.4, used=6794653696, free=1452929024) +2024-02-16 23:43:41,398:INFO:Physical Core: 4 +2024-02-16 23:43:41,398:INFO:Logical Core: 8 +2024-02-16 23:43:41,398:INFO:Checking libraries +2024-02-16 23:43:41,398:INFO:System: +2024-02-16 23:43:41,398:INFO: python: 3.10.2 (tags/v3.10.2:a58ebcc, Jan 17 2022, 14:12:15) [MSC v.1929 64 bit (AMD64)] +2024-02-16 23:43:41,398:INFO:executable: c:\Users\happy\AppData\Local\Programs\Python\Python310\python.exe +2024-02-16 23:43:41,398:INFO: machine: Windows-10-10.0.22621-SP0 +2024-02-16 23:43:41,398:INFO:PyCaret required dependencies: +2024-02-16 23:43:41,398:INFO: pip: 24.0 +2024-02-16 23:43:41,398:INFO: setuptools: 58.1.0 +2024-02-16 23:43:41,398:INFO: pycaret: 3.2.0 +2024-02-16 23:43:41,398:INFO: IPython: 8.16.1 +2024-02-16 23:43:41,398:INFO: ipywidgets: 8.1.1 +2024-02-16 23:43:41,398:INFO: tqdm: 4.66.1 +2024-02-16 23:43:41,398:INFO: numpy: 1.25.2 +2024-02-16 23:43:41,398:INFO: pandas: 1.5.3 +2024-02-16 23:43:41,407:INFO: jinja2: 3.1.3 +2024-02-16 23:43:41,407:INFO: scipy: 1.10.1 +2024-02-16 23:43:41,407:INFO: joblib: 1.3.2 +2024-02-16 23:43:41,407:INFO: sklearn: 1.2.2 +2024-02-16 23:43:41,407:INFO: pyod: 1.1.2 +2024-02-16 23:43:41,407:INFO: imblearn: 0.12.0 +2024-02-16 23:43:41,407:INFO: category_encoders: 2.6.3 +2024-02-16 23:43:41,407:INFO: lightgbm: 4.3.0 +2024-02-16 23:43:41,407:INFO: numba: 0.59.0 +2024-02-16 23:43:41,407:INFO: requests: 2.31.0 +2024-02-16 23:43:41,407:INFO: matplotlib: 3.6.0 +2024-02-16 23:43:41,407:INFO: scikitplot: 0.3.7 +2024-02-16 23:43:41,407:INFO: yellowbrick: 1.5 +2024-02-16 23:43:41,407:INFO: plotly: 5.18.0 +2024-02-16 23:43:41,407:INFO: plotly-resampler: Not installed +2024-02-16 23:43:41,407:INFO: kaleido: 0.2.1 +2024-02-16 23:43:41,407:INFO: schemdraw: 0.15 +2024-02-16 23:43:41,407:INFO: statsmodels: 0.14.1 +2024-02-16 23:43:41,407:INFO: sktime: 0.21.1 +2024-02-16 23:43:41,407:INFO: tbats: 1.1.3 +2024-02-16 23:43:41,407:INFO: pmdarima: 2.0.4 +2024-02-16 23:43:41,407:INFO: psutil: 5.9.6 +2024-02-16 23:43:41,407:INFO: markupsafe: 2.1.4 +2024-02-16 23:43:41,407:INFO: pickle5: Not installed +2024-02-16 23:43:41,408:INFO: cloudpickle: 3.0.0 +2024-02-16 23:43:41,408:INFO: deprecation: 2.1.0 +2024-02-16 23:43:41,408:INFO: xxhash: 3.4.1 +2024-02-16 23:43:41,408:INFO: wurlitzer: Not installed +2024-02-16 23:43:41,408:INFO:PyCaret optional dependencies: +2024-02-16 23:43:41,408:INFO: shap: Not installed +2024-02-16 23:43:41,408:INFO: interpret: Not installed +2024-02-16 23:43:41,408:INFO: umap: Not installed +2024-02-16 23:43:41,408:INFO: ydata_profiling: Not installed +2024-02-16 23:43:41,408:INFO: explainerdashboard: Not installed +2024-02-16 23:43:41,408:INFO: autoviz: Not installed +2024-02-16 23:43:41,408:INFO: fairlearn: Not installed +2024-02-16 23:43:41,408:INFO: deepchecks: Not installed +2024-02-16 23:43:41,408:INFO: xgboost: 2.0.3 +2024-02-16 23:43:41,408:INFO: catboost: 1.2.2 +2024-02-16 23:43:41,408:INFO: kmodes: Not installed +2024-02-16 23:43:41,408:INFO: mlxtend: 0.23.1 +2024-02-16 23:43:41,408:INFO: statsforecast: Not installed +2024-02-16 23:43:41,408:INFO: tune_sklearn: Not installed +2024-02-16 23:43:41,408:INFO: ray: Not installed +2024-02-16 23:43:41,408:INFO: hyperopt: Not installed +2024-02-16 23:43:41,408:INFO: optuna: Not installed +2024-02-16 23:43:41,408:INFO: skopt: Not installed +2024-02-16 23:43:41,408:INFO: mlflow: Not installed +2024-02-16 23:43:41,408:INFO: gradio: Not installed +2024-02-16 23:43:41,408:INFO: fastapi: Not installed +2024-02-16 23:43:41,408:INFO: uvicorn: Not installed +2024-02-16 23:43:41,408:INFO: m2cgen: Not installed +2024-02-16 23:43:41,408:INFO: evidently: Not installed +2024-02-16 23:43:41,408:INFO: fugue: Not installed +2024-02-16 23:43:41,408:INFO: streamlit: Not installed +2024-02-16 23:43:41,409:INFO: prophet: Not installed +2024-02-16 23:43:41,409:INFO:None +2024-02-16 23:43:41,409:INFO:Set up data. +2024-02-16 23:43:41,422:INFO:Set up folding strategy. +2024-02-16 23:43:41,422:INFO:Set up train/test split. +2024-02-16 23:43:41,429:INFO:Set up index. +2024-02-16 23:43:41,429:INFO:Assigning column types. +2024-02-16 23:43:41,438:INFO:Engine successfully changes for model 'lr' to 'sklearn'. +2024-02-16 23:43:41,479:INFO:Engine for model 'knn' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,479:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,515:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,515:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,557:INFO:Engine for model 'knn' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,557:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,578:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,578:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,578:INFO:Engine successfully changes for model 'knn' to 'sklearn'. +2024-02-16 23:43:41,614:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,631:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,645:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,680:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-16 23:43:41,712:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,712:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,712:INFO:Engine successfully changes for model 'rbfsvm' to 'sklearn'. +2024-02-16 23:43:41,778:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,779:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,845:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:41,845:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:41,864:INFO:Preparing preprocessing pipeline... +2024-02-16 23:43:41,866:INFO:Set up simple imputation. +2024-02-16 23:43:41,895:INFO:Finished creating preprocessing pipeline. +2024-02-16 23:43:41,901:INFO:Pipeline: Pipeline(memory=FastMemory(location=C:\Users\happy\AppData\Local\Temp\joblib), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_cat... + copy=True, + fill_value=None, + keep_empty_features=False, + missing_values=nan, + strategy='mean', + verbose='deprecated'))), + ('categorical_imputer', + TransformerWrapper(exclude=None, include=[], + transformer=SimpleImputer(add_indicator=False, + copy=True, + fill_value=None, + keep_empty_features=False, + missing_values=nan, + strategy='most_frequent', + verbose='deprecated')))], + verbose=False) +2024-02-16 23:43:41,901:INFO:Creating final display dataframe. +2024-02-16 23:43:41,985:INFO:Setup _display_container: Description Value +0 Session id 3957 +1 Target is_converted +2 Target type Binary +3 Original data shape (9700, 20) +4 Transformed data shape (9700, 20) +5 Transformed train set shape (6790, 20) +6 Transformed test set shape (2910, 20) +7 Ignore features 1 +8 Numeric features 19 +9 Preprocess True +10 Imputation type simple +11 Numeric imputation mean +12 Categorical imputation mode +13 Fold Generator StratifiedKFold +14 Fold Number 10 +15 CPU Jobs -1 +16 Use GPU False +17 Log Experiment False +18 Experiment Name clf-default-name +19 USI 7a23 +2024-02-16 23:43:42,069:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:42,069:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:42,134:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-16 23:43:42,134:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-16 23:43:42,134:INFO:setup() successfully completed in 0.74s............... +2024-02-17 00:01:54,522:INFO:Initializing compare_models() +2024-02-17 00:01:54,522:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 00:01:54,522:INFO:Checking exceptions +2024-02-17 00:01:54,536:INFO:Preparing display monitor +2024-02-17 00:01:54,615:INFO:Initializing Logistic Regression +2024-02-17 00:01:54,615:INFO:Total runtime is 0.0 minutes +2024-02-17 00:01:54,620:INFO:SubProcess create_model() called ================================== +2024-02-17 00:01:54,620:INFO:Initializing create_model() +2024-02-17 00:01:54,620:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:01:54,620:INFO:Checking exceptions +2024-02-17 00:01:54,620:INFO:Importing libraries +2024-02-17 00:01:54,620:INFO:Copying training dataset +2024-02-17 00:01:54,625:INFO:Defining folds +2024-02-17 00:01:54,625:INFO:Declaring metric variables +2024-02-17 00:01:54,633:INFO:Importing untrained model +2024-02-17 00:01:54,641:INFO:Logistic Regression Imported successfully +2024-02-17 00:01:54,652:INFO:Starting cross validation +2024-02-17 00:01:54,655:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:01,436:INFO:Calculating mean and std +2024-02-17 00:02:01,436:INFO:Creating metrics dataframe +2024-02-17 00:02:01,453:INFO:Uploading results into container +2024-02-17 00:02:01,453:INFO:Uploading model into container now +2024-02-17 00:02:01,453:INFO:_master_model_container: 1 +2024-02-17 00:02:01,453:INFO:_display_container: 2 +2024-02-17 00:02:01,453:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=3957, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 00:02:01,453:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:01,587:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:01,587:INFO:Creating metrics dataframe +2024-02-17 00:02:01,603:INFO:Initializing K Neighbors Classifier +2024-02-17 00:02:01,603:INFO:Total runtime is 0.11647796233495077 minutes +2024-02-17 00:02:01,603:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:01,603:INFO:Initializing create_model() +2024-02-17 00:02:01,603:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:01,603:INFO:Checking exceptions +2024-02-17 00:02:01,603:INFO:Importing libraries +2024-02-17 00:02:01,603:INFO:Copying training dataset +2024-02-17 00:02:01,614:INFO:Defining folds +2024-02-17 00:02:01,614:INFO:Declaring metric variables +2024-02-17 00:02:01,624:INFO:Importing untrained model +2024-02-17 00:02:01,626:INFO:K Neighbors Classifier Imported successfully +2024-02-17 00:02:01,636:INFO:Starting cross validation +2024-02-17 00:02:01,636:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:01,953:INFO:Calculating mean and std +2024-02-17 00:02:01,953:INFO:Creating metrics dataframe +2024-02-17 00:02:01,959:INFO:Uploading results into container +2024-02-17 00:02:01,959:INFO:Uploading model into container now +2024-02-17 00:02:01,959:INFO:_master_model_container: 2 +2024-02-17 00:02:01,959:INFO:_display_container: 2 +2024-02-17 00:02:01,959:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 00:02:01,959:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:02,087:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:02,087:INFO:Creating metrics dataframe +2024-02-17 00:02:02,113:INFO:Initializing Naive Bayes +2024-02-17 00:02:02,113:INFO:Total runtime is 0.12497169574101766 minutes +2024-02-17 00:02:02,113:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:02,113:INFO:Initializing create_model() +2024-02-17 00:02:02,113:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:02,113:INFO:Checking exceptions +2024-02-17 00:02:02,113:INFO:Importing libraries +2024-02-17 00:02:02,113:INFO:Copying training dataset +2024-02-17 00:02:02,120:INFO:Defining folds +2024-02-17 00:02:02,120:INFO:Declaring metric variables +2024-02-17 00:02:02,131:INFO:Importing untrained model +2024-02-17 00:02:02,139:INFO:Naive Bayes Imported successfully +2024-02-17 00:02:02,139:INFO:Starting cross validation +2024-02-17 00:02:02,139:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:02,251:INFO:Calculating mean and std +2024-02-17 00:02:02,253:INFO:Creating metrics dataframe +2024-02-17 00:02:02,255:INFO:Uploading results into container +2024-02-17 00:02:02,255:INFO:Uploading model into container now +2024-02-17 00:02:02,255:INFO:_master_model_container: 3 +2024-02-17 00:02:02,255:INFO:_display_container: 2 +2024-02-17 00:02:02,255:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 00:02:02,255:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:02,361:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:02,362:INFO:Creating metrics dataframe +2024-02-17 00:02:02,387:INFO:Initializing Decision Tree Classifier +2024-02-17 00:02:02,387:INFO:Total runtime is 0.12953853209813435 minutes +2024-02-17 00:02:02,393:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:02,393:INFO:Initializing create_model() +2024-02-17 00:02:02,393:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:02,393:INFO:Checking exceptions +2024-02-17 00:02:02,393:INFO:Importing libraries +2024-02-17 00:02:02,393:INFO:Copying training dataset +2024-02-17 00:02:02,393:INFO:Defining folds +2024-02-17 00:02:02,393:INFO:Declaring metric variables +2024-02-17 00:02:02,403:INFO:Importing untrained model +2024-02-17 00:02:02,403:INFO:Decision Tree Classifier Imported successfully +2024-02-17 00:02:02,403:INFO:Starting cross validation +2024-02-17 00:02:02,403:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:02,565:INFO:Calculating mean and std +2024-02-17 00:02:02,565:INFO:Creating metrics dataframe +2024-02-17 00:02:02,565:INFO:Uploading results into container +2024-02-17 00:02:02,565:INFO:Uploading model into container now +2024-02-17 00:02:02,569:INFO:_master_model_container: 4 +2024-02-17 00:02:02,570:INFO:_display_container: 2 +2024-02-17 00:02:02,570:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=3957, splitter='best') +2024-02-17 00:02:02,570:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:02,673:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:02,673:INFO:Creating metrics dataframe +2024-02-17 00:02:02,703:INFO:Initializing SVM - Linear Kernel +2024-02-17 00:02:02,703:INFO:Total runtime is 0.13480982383092244 minutes +2024-02-17 00:02:02,710:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:02,710:INFO:Initializing create_model() +2024-02-17 00:02:02,710:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:02,710:INFO:Checking exceptions +2024-02-17 00:02:02,710:INFO:Importing libraries +2024-02-17 00:02:02,710:INFO:Copying training dataset +2024-02-17 00:02:02,718:INFO:Defining folds +2024-02-17 00:02:02,718:INFO:Declaring metric variables +2024-02-17 00:02:02,720:INFO:Importing untrained model +2024-02-17 00:02:02,720:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 00:02:02,720:INFO:Starting cross validation +2024-02-17 00:02:02,734:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:02,953:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,953:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,953:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,953:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,967:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,967:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,967:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:02,967:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:03,053:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:03,062:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:02:03,085:INFO:Calculating mean and std +2024-02-17 00:02:03,088:INFO:Creating metrics dataframe +2024-02-17 00:02:03,092:INFO:Uploading results into container +2024-02-17 00:02:03,092:INFO:Uploading model into container now +2024-02-17 00:02:03,092:INFO:_master_model_container: 5 +2024-02-17 00:02:03,092:INFO:_display_container: 2 +2024-02-17 00:02:03,092:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=3957, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 00:02:03,092:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:03,196:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:03,203:INFO:Creating metrics dataframe +2024-02-17 00:02:03,205:INFO:Initializing Ridge Classifier +2024-02-17 00:02:03,205:INFO:Total runtime is 0.14317992925643921 minutes +2024-02-17 00:02:03,205:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:03,205:INFO:Initializing create_model() +2024-02-17 00:02:03,205:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:03,205:INFO:Checking exceptions +2024-02-17 00:02:03,205:INFO:Importing libraries +2024-02-17 00:02:03,205:INFO:Copying training dataset +2024-02-17 00:02:03,220:INFO:Defining folds +2024-02-17 00:02:03,220:INFO:Declaring metric variables +2024-02-17 00:02:03,220:INFO:Importing untrained model +2024-02-17 00:02:03,229:INFO:Ridge Classifier Imported successfully +2024-02-17 00:02:03,239:INFO:Starting cross validation +2024-02-17 00:02:03,239:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:03,294:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,294:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,294:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,294:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,294:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,321:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,321:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:02:03,350:INFO:Calculating mean and std +2024-02-17 00:02:03,350:INFO:Creating metrics dataframe +2024-02-17 00:02:03,353:INFO:Uploading results into container +2024-02-17 00:02:03,353:INFO:Uploading model into container now +2024-02-17 00:02:03,353:INFO:_master_model_container: 6 +2024-02-17 00:02:03,353:INFO:_display_container: 2 +2024-02-17 00:02:03,353:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=3957, solver='auto', + tol=0.0001) +2024-02-17 00:02:03,353:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:03,453:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:03,453:INFO:Creating metrics dataframe +2024-02-17 00:02:03,481:INFO:Initializing Random Forest Classifier +2024-02-17 00:02:03,481:INFO:Total runtime is 0.14777817328770956 minutes +2024-02-17 00:02:03,481:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:03,481:INFO:Initializing create_model() +2024-02-17 00:02:03,481:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:03,481:INFO:Checking exceptions +2024-02-17 00:02:03,481:INFO:Importing libraries +2024-02-17 00:02:03,481:INFO:Copying training dataset +2024-02-17 00:02:03,481:INFO:Defining folds +2024-02-17 00:02:03,481:INFO:Declaring metric variables +2024-02-17 00:02:03,497:INFO:Importing untrained model +2024-02-17 00:02:03,503:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:02:03,512:INFO:Starting cross validation +2024-02-17 00:02:03,513:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:05,281:INFO:Calculating mean and std +2024-02-17 00:02:05,281:INFO:Creating metrics dataframe +2024-02-17 00:02:05,281:INFO:Uploading results into container +2024-02-17 00:02:05,281:INFO:Uploading model into container now +2024-02-17 00:02:05,281:INFO:_master_model_container: 7 +2024-02-17 00:02:05,281:INFO:_display_container: 2 +2024-02-17 00:02:05,281:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:02:05,281:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:05,414:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:05,414:INFO:Creating metrics dataframe +2024-02-17 00:02:05,440:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 00:02:05,455:INFO:Total runtime is 0.18066883087158203 minutes +2024-02-17 00:02:05,455:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:05,455:INFO:Initializing create_model() +2024-02-17 00:02:05,455:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:05,455:INFO:Checking exceptions +2024-02-17 00:02:05,455:INFO:Importing libraries +2024-02-17 00:02:05,455:INFO:Copying training dataset +2024-02-17 00:02:05,470:INFO:Defining folds +2024-02-17 00:02:05,470:INFO:Declaring metric variables +2024-02-17 00:02:05,474:INFO:Importing untrained model +2024-02-17 00:02:05,483:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 00:02:05,492:INFO:Starting cross validation +2024-02-17 00:02:05,492:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:05,630:INFO:Calculating mean and std +2024-02-17 00:02:05,630:INFO:Creating metrics dataframe +2024-02-17 00:02:05,637:INFO:Uploading results into container +2024-02-17 00:02:05,637:INFO:Uploading model into container now +2024-02-17 00:02:05,638:INFO:_master_model_container: 8 +2024-02-17 00:02:05,638:INFO:_display_container: 2 +2024-02-17 00:02:05,639:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 00:02:05,639:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:05,757:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:05,757:INFO:Creating metrics dataframe +2024-02-17 00:02:05,788:INFO:Initializing Ada Boost Classifier +2024-02-17 00:02:05,788:INFO:Total runtime is 0.18622271219889322 minutes +2024-02-17 00:02:05,788:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:05,788:INFO:Initializing create_model() +2024-02-17 00:02:05,788:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:05,788:INFO:Checking exceptions +2024-02-17 00:02:05,788:INFO:Importing libraries +2024-02-17 00:02:05,788:INFO:Copying training dataset +2024-02-17 00:02:05,803:INFO:Defining folds +2024-02-17 00:02:05,803:INFO:Declaring metric variables +2024-02-17 00:02:05,803:INFO:Importing untrained model +2024-02-17 00:02:05,812:INFO:Ada Boost Classifier Imported successfully +2024-02-17 00:02:05,827:INFO:Starting cross validation +2024-02-17 00:02:05,829:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:06,983:INFO:Calculating mean and std +2024-02-17 00:02:06,983:INFO:Creating metrics dataframe +2024-02-17 00:02:06,983:INFO:Uploading results into container +2024-02-17 00:02:06,983:INFO:Uploading model into container now +2024-02-17 00:02:06,983:INFO:_master_model_container: 9 +2024-02-17 00:02:06,983:INFO:_display_container: 2 +2024-02-17 00:02:06,983:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=3957) +2024-02-17 00:02:06,983:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:07,111:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:07,111:INFO:Creating metrics dataframe +2024-02-17 00:02:07,125:INFO:Initializing Gradient Boosting Classifier +2024-02-17 00:02:07,125:INFO:Total runtime is 0.208502197265625 minutes +2024-02-17 00:02:07,139:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:07,139:INFO:Initializing create_model() +2024-02-17 00:02:07,139:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:07,139:INFO:Checking exceptions +2024-02-17 00:02:07,139:INFO:Importing libraries +2024-02-17 00:02:07,139:INFO:Copying training dataset +2024-02-17 00:02:07,139:INFO:Defining folds +2024-02-17 00:02:07,139:INFO:Declaring metric variables +2024-02-17 00:02:07,154:INFO:Importing untrained model +2024-02-17 00:02:07,160:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:02:07,178:INFO:Starting cross validation +2024-02-17 00:02:07,178:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:10,050:INFO:Calculating mean and std +2024-02-17 00:02:10,050:INFO:Creating metrics dataframe +2024-02-17 00:02:10,050:INFO:Uploading results into container +2024-02-17 00:02:10,050:INFO:Uploading model into container now +2024-02-17 00:02:10,050:INFO:_master_model_container: 10 +2024-02-17 00:02:10,050:INFO:_display_container: 2 +2024-02-17 00:02:10,066:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:02:10,066:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:10,170:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:10,170:INFO:Creating metrics dataframe +2024-02-17 00:02:10,203:INFO:Initializing Linear Discriminant Analysis +2024-02-17 00:02:10,203:INFO:Total runtime is 0.2598104198773702 minutes +2024-02-17 00:02:10,203:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:10,203:INFO:Initializing create_model() +2024-02-17 00:02:10,203:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:10,203:INFO:Checking exceptions +2024-02-17 00:02:10,203:INFO:Importing libraries +2024-02-17 00:02:10,211:INFO:Copying training dataset +2024-02-17 00:02:10,211:INFO:Defining folds +2024-02-17 00:02:10,211:INFO:Declaring metric variables +2024-02-17 00:02:10,219:INFO:Importing untrained model +2024-02-17 00:02:10,221:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 00:02:10,221:INFO:Starting cross validation +2024-02-17 00:02:10,221:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:10,349:INFO:Calculating mean and std +2024-02-17 00:02:10,349:INFO:Creating metrics dataframe +2024-02-17 00:02:10,349:INFO:Uploading results into container +2024-02-17 00:02:10,349:INFO:Uploading model into container now +2024-02-17 00:02:10,349:INFO:_master_model_container: 11 +2024-02-17 00:02:10,349:INFO:_display_container: 2 +2024-02-17 00:02:10,349:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 00:02:10,349:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:10,459:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:10,459:INFO:Creating metrics dataframe +2024-02-17 00:02:10,486:INFO:Initializing Extra Trees Classifier +2024-02-17 00:02:10,486:INFO:Total runtime is 0.2645319700241089 minutes +2024-02-17 00:02:10,486:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:10,486:INFO:Initializing create_model() +2024-02-17 00:02:10,486:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:10,486:INFO:Checking exceptions +2024-02-17 00:02:10,486:INFO:Importing libraries +2024-02-17 00:02:10,486:INFO:Copying training dataset +2024-02-17 00:02:10,494:INFO:Defining folds +2024-02-17 00:02:10,494:INFO:Declaring metric variables +2024-02-17 00:02:10,503:INFO:Importing untrained model +2024-02-17 00:02:10,503:INFO:Extra Trees Classifier Imported successfully +2024-02-17 00:02:10,503:INFO:Starting cross validation +2024-02-17 00:02:10,503:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:11,915:INFO:Calculating mean and std +2024-02-17 00:02:11,915:INFO:Creating metrics dataframe +2024-02-17 00:02:11,915:INFO:Uploading results into container +2024-02-17 00:02:11,915:INFO:Uploading model into container now +2024-02-17 00:02:11,915:INFO:_master_model_container: 12 +2024-02-17 00:02:11,915:INFO:_display_container: 2 +2024-02-17 00:02:11,915:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:02:11,929:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:12,032:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:12,032:INFO:Creating metrics dataframe +2024-02-17 00:02:12,063:INFO:Initializing Extreme Gradient Boosting +2024-02-17 00:02:12,063:INFO:Total runtime is 0.29080594380696617 minutes +2024-02-17 00:02:12,070:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:12,070:INFO:Initializing create_model() +2024-02-17 00:02:12,070:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:12,070:INFO:Checking exceptions +2024-02-17 00:02:12,070:INFO:Importing libraries +2024-02-17 00:02:12,070:INFO:Copying training dataset +2024-02-17 00:02:12,070:INFO:Defining folds +2024-02-17 00:02:12,070:INFO:Declaring metric variables +2024-02-17 00:02:12,079:INFO:Importing untrained model +2024-02-17 00:02:12,086:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:02:12,095:INFO:Starting cross validation +2024-02-17 00:02:12,096:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:12,669:INFO:Calculating mean and std +2024-02-17 00:02:12,670:INFO:Creating metrics dataframe +2024-02-17 00:02:12,670:INFO:Uploading results into container +2024-02-17 00:02:12,670:INFO:Uploading model into container now +2024-02-17 00:02:12,670:INFO:_master_model_container: 13 +2024-02-17 00:02:12,670:INFO:_display_container: 2 +2024-02-17 00:02:12,670:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:02:12,670:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:12,780:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:12,781:INFO:Creating metrics dataframe +2024-02-17 00:02:12,803:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 00:02:12,803:INFO:Total runtime is 0.30314320723215743 minutes +2024-02-17 00:02:12,811:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:12,811:INFO:Initializing create_model() +2024-02-17 00:02:12,811:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:12,811:INFO:Checking exceptions +2024-02-17 00:02:12,811:INFO:Importing libraries +2024-02-17 00:02:12,811:INFO:Copying training dataset +2024-02-17 00:02:12,820:INFO:Defining folds +2024-02-17 00:02:12,820:INFO:Declaring metric variables +2024-02-17 00:02:12,822:INFO:Importing untrained model +2024-02-17 00:02:12,822:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:02:12,836:INFO:Starting cross validation +2024-02-17 00:02:12,836:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:14,517:INFO:Calculating mean and std +2024-02-17 00:02:14,517:INFO:Creating metrics dataframe +2024-02-17 00:02:14,527:INFO:Uploading results into container +2024-02-17 00:02:14,539:INFO:Uploading model into container now +2024-02-17 00:02:14,539:INFO:_master_model_container: 14 +2024-02-17 00:02:14,539:INFO:_display_container: 2 +2024-02-17 00:02:14,539:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:02:14,544:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:14,665:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:14,665:INFO:Creating metrics dataframe +2024-02-17 00:02:14,697:INFO:Initializing CatBoost Classifier +2024-02-17 00:02:14,697:INFO:Total runtime is 0.3347075661023458 minutes +2024-02-17 00:02:14,713:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:14,713:INFO:Initializing create_model() +2024-02-17 00:02:14,713:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:14,713:INFO:Checking exceptions +2024-02-17 00:02:14,713:INFO:Importing libraries +2024-02-17 00:02:14,713:INFO:Copying training dataset +2024-02-17 00:02:14,720:INFO:Defining folds +2024-02-17 00:02:14,720:INFO:Declaring metric variables +2024-02-17 00:02:14,720:INFO:Importing untrained model +2024-02-17 00:02:14,731:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:02:14,748:INFO:Starting cross validation +2024-02-17 00:02:14,750:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:34,480:INFO:Calculating mean and std +2024-02-17 00:02:34,480:INFO:Creating metrics dataframe +2024-02-17 00:02:34,480:INFO:Uploading results into container +2024-02-17 00:02:34,480:INFO:Uploading model into container now +2024-02-17 00:02:34,480:INFO:_master_model_container: 15 +2024-02-17 00:02:34,480:INFO:_display_container: 2 +2024-02-17 00:02:34,480:INFO: +2024-02-17 00:02:34,480:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:34,611:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:34,611:INFO:Creating metrics dataframe +2024-02-17 00:02:34,626:INFO:Initializing Dummy Classifier +2024-02-17 00:02:34,626:INFO:Total runtime is 0.6668577194213867 minutes +2024-02-17 00:02:34,626:INFO:SubProcess create_model() called ================================== +2024-02-17 00:02:34,638:INFO:Initializing create_model() +2024-02-17 00:02:34,638:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:34,638:INFO:Checking exceptions +2024-02-17 00:02:34,638:INFO:Importing libraries +2024-02-17 00:02:34,638:INFO:Copying training dataset +2024-02-17 00:02:34,642:INFO:Defining folds +2024-02-17 00:02:34,642:INFO:Declaring metric variables +2024-02-17 00:02:34,642:INFO:Importing untrained model +2024-02-17 00:02:34,654:INFO:Dummy Classifier Imported successfully +2024-02-17 00:02:34,664:INFO:Starting cross validation +2024-02-17 00:02:34,666:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:02:34,735:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:02:34,735:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:02:34,735:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:02:34,735:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:02:34,735:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:02:34,751:INFO:Calculating mean and std +2024-02-17 00:02:34,751:INFO:Creating metrics dataframe +2024-02-17 00:02:34,751:INFO:Uploading results into container +2024-02-17 00:02:34,751:INFO:Uploading model into container now +2024-02-17 00:02:34,751:INFO:_master_model_container: 16 +2024-02-17 00:02:34,751:INFO:_display_container: 2 +2024-02-17 00:02:34,751:INFO:DummyClassifier(constant=None, random_state=3957, strategy='prior') +2024-02-17 00:02:34,751:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:34,854:INFO:SubProcess create_model() end ================================== +2024-02-17 00:02:34,854:INFO:Creating metrics dataframe +2024-02-17 00:02:34,901:INFO:Initializing create_model() +2024-02-17 00:02:34,901:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:02:34,901:INFO:Checking exceptions +2024-02-17 00:02:34,904:INFO:Importing libraries +2024-02-17 00:02:34,904:INFO:Copying training dataset +2024-02-17 00:02:34,909:INFO:Defining folds +2024-02-17 00:02:34,909:INFO:Declaring metric variables +2024-02-17 00:02:34,909:INFO:Importing untrained model +2024-02-17 00:02:34,909:INFO:Declaring custom model +2024-02-17 00:02:34,909:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:02:34,909:INFO:Cross validation set to False +2024-02-17 00:02:34,909:INFO:Fitting Model +2024-02-17 00:02:38,402:INFO: +2024-02-17 00:02:38,402:INFO:create_model() successfully completed...................................... +2024-02-17 00:02:38,584:INFO:_master_model_container: 16 +2024-02-17 00:02:38,584:INFO:_display_container: 2 +2024-02-17 00:02:38,584:INFO: +2024-02-17 00:02:38,584:INFO:compare_models() successfully completed...................................... +2024-02-17 00:03:07,296:INFO:Initializing tune_model() +2024-02-17 00:03:07,296:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:03:07,296:INFO:Checking exceptions +2024-02-17 00:03:07,313:INFO:Copying training dataset +2024-02-17 00:03:07,313:INFO:Checking base model +2024-02-17 00:03:07,313:INFO:Base model : CatBoost Classifier +2024-02-17 00:03:07,323:INFO:Declaring metric variables +2024-02-17 00:03:07,323:INFO:Defining Hyperparameters +2024-02-17 00:03:07,454:INFO:Tuning with n_jobs=-1 +2024-02-17 00:03:07,454:INFO:Initializing RandomizedSearchCV +2024-02-17 00:04:13,005:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py:378: FitFailedWarning: +10 fits failed out of a total of 100. +The score on these train-test partitions for these parameters will be set to nan. +If these failures are not expected, you can try to debug them by setting error_score='raise'. + +Below are more details about the failures: +-------------------------------------------------------------------------------- +10 fits failed with the following error: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py", line 686, in _fit_and_score + estimator.fit(X_train, y_train, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 275, in fit + fitted_estimator = self._memory_fit( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\joblib\memory.py", line 353, in __call__ + return self.func(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 68, in _fit_one + transformer.fit(*args, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 5100, in fit + self._fit(X, y, cat_features, text_features, embedding_features, None, sample_weight, None, None, None, None, baseline, use_best_model, + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2303, in _fit + train_params = self._prepare_train_params( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2230, in _prepare_train_params + _check_train_params(params) + File "_catboost.pyx", line 6105, in _catboost._check_train_params + File "_catboost.pyx", line 6124, in _catboost._check_train_params +_catboost.CatBoostError: C:/Go_Agent/pipelines/BuildMaster/catboost.git/catboost/private/libs/options/boosting_options.cpp:79: Learning rate should be non-zero + + warnings.warn(some_fits_failed_message, FitFailedWarning) + +2024-02-17 00:04:13,045:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.84742268 0.80574374 nan 0.90029455 0.8353461 0.90795287 + 0.92076583 0.82268041 0.86023564 0.88468336] + warnings.warn( + +2024-02-17 00:04:13,045:INFO:best_params: {'actual_estimator__random_strength': 0.5, 'actual_estimator__n_estimators': 250, 'actual_estimator__l2_leaf_reg': 6, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 8} +2024-02-17 00:04:13,045:INFO:Hyperparameter search completed +2024-02-17 00:04:13,045:INFO:SubProcess create_model() called ================================== +2024-02-17 00:04:13,045:INFO:Initializing create_model() +2024-02-17 00:04:13,045:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.5, 'n_estimators': 250, 'l2_leaf_reg': 6, 'eta': 0.1, 'depth': 8}) +2024-02-17 00:04:13,045:INFO:Checking exceptions +2024-02-17 00:04:13,045:INFO:Importing libraries +2024-02-17 00:04:13,045:INFO:Copying training dataset +2024-02-17 00:04:13,069:INFO:Defining folds +2024-02-17 00:04:13,069:INFO:Declaring metric variables +2024-02-17 00:04:13,079:INFO:Importing untrained model +2024-02-17 00:04:13,079:INFO:Declaring custom model +2024-02-17 00:04:13,085:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:04:13,095:INFO:Starting cross validation +2024-02-17 00:04:13,095:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:04:21,627:INFO:Calculating mean and std +2024-02-17 00:04:21,627:INFO:Creating metrics dataframe +2024-02-17 00:04:21,636:INFO:Finalizing model +2024-02-17 00:04:23,838:INFO:Uploading results into container +2024-02-17 00:04:23,840:INFO:Uploading model into container now +2024-02-17 00:04:23,840:INFO:_master_model_container: 17 +2024-02-17 00:04:23,840:INFO:_display_container: 3 +2024-02-17 00:04:23,840:INFO: +2024-02-17 00:04:23,840:INFO:create_model() successfully completed...................................... +2024-02-17 00:04:23,965:INFO:SubProcess create_model() end ================================== +2024-02-17 00:04:23,965:INFO:choose_better activated +2024-02-17 00:04:23,965:INFO:SubProcess create_model() called ================================== +2024-02-17 00:04:23,965:INFO:Initializing create_model() +2024-02-17 00:04:23,965:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:04:23,973:INFO:Checking exceptions +2024-02-17 00:04:23,973:INFO:Importing libraries +2024-02-17 00:04:23,973:INFO:Copying training dataset +2024-02-17 00:04:23,981:INFO:Defining folds +2024-02-17 00:04:23,981:INFO:Declaring metric variables +2024-02-17 00:04:23,981:INFO:Importing untrained model +2024-02-17 00:04:23,981:INFO:Declaring custom model +2024-02-17 00:04:23,981:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:04:23,981:INFO:Starting cross validation +2024-02-17 00:04:23,981:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:04:41,232:INFO:Calculating mean and std +2024-02-17 00:04:41,232:INFO:Creating metrics dataframe +2024-02-17 00:04:41,232:INFO:Finalizing model +2024-02-17 00:04:44,611:INFO:Uploading results into container +2024-02-17 00:04:44,611:INFO:Uploading model into container now +2024-02-17 00:04:44,611:INFO:_master_model_container: 18 +2024-02-17 00:04:44,611:INFO:_display_container: 4 +2024-02-17 00:04:44,611:INFO: +2024-02-17 00:04:44,611:INFO:create_model() successfully completed...................................... +2024-02-17 00:04:44,721:INFO:SubProcess create_model() end ================================== +2024-02-17 00:04:44,721:INFO: result for Accuracy is 0.9227 +2024-02-17 00:04:44,721:INFO: result for Accuracy is 0.9208 +2024-02-17 00:04:44,721:INFO: is best model +2024-02-17 00:04:44,721:INFO:choose_better completed +2024-02-17 00:04:44,721:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:04:44,729:INFO:_master_model_container: 18 +2024-02-17 00:04:44,729:INFO:_display_container: 3 +2024-02-17 00:04:44,729:INFO: +2024-02-17 00:04:44,729:INFO:tune_model() successfully completed...................................... +2024-02-17 00:16:10,794:INFO:Initializing compare_models() +2024-02-17 00:16:10,794:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=5, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 5, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 00:16:10,794:INFO:Checking exceptions +2024-02-17 00:16:10,800:INFO:Preparing display monitor +2024-02-17 00:16:10,826:INFO:Initializing Logistic Regression +2024-02-17 00:16:10,826:INFO:Total runtime is 0.0 minutes +2024-02-17 00:16:10,826:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:10,826:INFO:Initializing create_model() +2024-02-17 00:16:10,826:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:10,826:INFO:Checking exceptions +2024-02-17 00:16:10,826:INFO:Importing libraries +2024-02-17 00:16:10,826:INFO:Copying training dataset +2024-02-17 00:16:10,836:INFO:Defining folds +2024-02-17 00:16:10,836:INFO:Declaring metric variables +2024-02-17 00:16:10,844:INFO:Importing untrained model +2024-02-17 00:16:10,847:INFO:Logistic Regression Imported successfully +2024-02-17 00:16:10,852:INFO:Starting cross validation +2024-02-17 00:16:10,852:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:15,113:INFO:Calculating mean and std +2024-02-17 00:16:15,113:INFO:Creating metrics dataframe +2024-02-17 00:16:15,120:INFO:Uploading results into container +2024-02-17 00:16:15,120:INFO:Uploading model into container now +2024-02-17 00:16:15,120:INFO:_master_model_container: 19 +2024-02-17 00:16:15,120:INFO:_display_container: 4 +2024-02-17 00:16:15,120:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=3957, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 00:16:15,120:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:15,237:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:15,237:INFO:Creating metrics dataframe +2024-02-17 00:16:15,253:INFO:Initializing K Neighbors Classifier +2024-02-17 00:16:15,253:INFO:Total runtime is 0.07379175821940104 minutes +2024-02-17 00:16:15,253:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:15,253:INFO:Initializing create_model() +2024-02-17 00:16:15,253:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:15,253:INFO:Checking exceptions +2024-02-17 00:16:15,253:INFO:Importing libraries +2024-02-17 00:16:15,253:INFO:Copying training dataset +2024-02-17 00:16:15,253:INFO:Defining folds +2024-02-17 00:16:15,265:INFO:Declaring metric variables +2024-02-17 00:16:15,276:INFO:Importing untrained model +2024-02-17 00:16:15,276:INFO:K Neighbors Classifier Imported successfully +2024-02-17 00:16:15,290:INFO:Starting cross validation +2024-02-17 00:16:15,290:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:15,596:INFO:Calculating mean and std +2024-02-17 00:16:15,596:INFO:Creating metrics dataframe +2024-02-17 00:16:15,596:INFO:Uploading results into container +2024-02-17 00:16:15,596:INFO:Uploading model into container now +2024-02-17 00:16:15,603:INFO:_master_model_container: 20 +2024-02-17 00:16:15,603:INFO:_display_container: 4 +2024-02-17 00:16:15,603:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 00:16:15,603:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:15,716:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:15,716:INFO:Creating metrics dataframe +2024-02-17 00:16:15,722:INFO:Initializing Naive Bayes +2024-02-17 00:16:15,722:INFO:Total runtime is 0.08161027828852335 minutes +2024-02-17 00:16:15,722:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:15,722:INFO:Initializing create_model() +2024-02-17 00:16:15,722:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:15,722:INFO:Checking exceptions +2024-02-17 00:16:15,722:INFO:Importing libraries +2024-02-17 00:16:15,722:INFO:Copying training dataset +2024-02-17 00:16:15,731:INFO:Defining folds +2024-02-17 00:16:15,731:INFO:Declaring metric variables +2024-02-17 00:16:15,739:INFO:Importing untrained model +2024-02-17 00:16:15,739:INFO:Naive Bayes Imported successfully +2024-02-17 00:16:15,747:INFO:Starting cross validation +2024-02-17 00:16:15,747:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:15,849:INFO:Calculating mean and std +2024-02-17 00:16:15,849:INFO:Creating metrics dataframe +2024-02-17 00:16:15,853:INFO:Uploading results into container +2024-02-17 00:16:15,853:INFO:Uploading model into container now +2024-02-17 00:16:15,853:INFO:_master_model_container: 21 +2024-02-17 00:16:15,853:INFO:_display_container: 4 +2024-02-17 00:16:15,853:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 00:16:15,853:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:15,967:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:15,967:INFO:Creating metrics dataframe +2024-02-17 00:16:15,975:INFO:Initializing Decision Tree Classifier +2024-02-17 00:16:15,975:INFO:Total runtime is 0.08582158088684082 minutes +2024-02-17 00:16:15,975:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:15,982:INFO:Initializing create_model() +2024-02-17 00:16:15,982:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:15,982:INFO:Checking exceptions +2024-02-17 00:16:15,982:INFO:Importing libraries +2024-02-17 00:16:15,982:INFO:Copying training dataset +2024-02-17 00:16:15,989:INFO:Defining folds +2024-02-17 00:16:15,989:INFO:Declaring metric variables +2024-02-17 00:16:15,992:INFO:Importing untrained model +2024-02-17 00:16:15,992:INFO:Decision Tree Classifier Imported successfully +2024-02-17 00:16:16,004:INFO:Starting cross validation +2024-02-17 00:16:16,004:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:16,150:INFO:Calculating mean and std +2024-02-17 00:16:16,150:INFO:Creating metrics dataframe +2024-02-17 00:16:16,153:INFO:Uploading results into container +2024-02-17 00:16:16,153:INFO:Uploading model into container now +2024-02-17 00:16:16,153:INFO:_master_model_container: 22 +2024-02-17 00:16:16,153:INFO:_display_container: 4 +2024-02-17 00:16:16,153:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=3957, splitter='best') +2024-02-17 00:16:16,153:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:16,274:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:16,274:INFO:Creating metrics dataframe +2024-02-17 00:16:16,282:INFO:Initializing SVM - Linear Kernel +2024-02-17 00:16:16,282:INFO:Total runtime is 0.09093650976816813 minutes +2024-02-17 00:16:16,289:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:16,289:INFO:Initializing create_model() +2024-02-17 00:16:16,289:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:16,289:INFO:Checking exceptions +2024-02-17 00:16:16,289:INFO:Importing libraries +2024-02-17 00:16:16,289:INFO:Copying training dataset +2024-02-17 00:16:16,293:INFO:Defining folds +2024-02-17 00:16:16,297:INFO:Declaring metric variables +2024-02-17 00:16:16,302:INFO:Importing untrained model +2024-02-17 00:16:16,303:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 00:16:16,318:INFO:Starting cross validation +2024-02-17 00:16:16,318:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:16,477:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,477:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,503:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,506:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,506:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,509:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,525:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,539:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,570:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,586:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 00:16:16,614:INFO:Calculating mean and std +2024-02-17 00:16:16,614:INFO:Creating metrics dataframe +2024-02-17 00:16:16,621:INFO:Uploading results into container +2024-02-17 00:16:16,621:INFO:Uploading model into container now +2024-02-17 00:16:16,621:INFO:_master_model_container: 23 +2024-02-17 00:16:16,621:INFO:_display_container: 4 +2024-02-17 00:16:16,621:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=3957, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 00:16:16,621:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:16,733:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:16,733:INFO:Creating metrics dataframe +2024-02-17 00:16:16,733:INFO:Initializing Ridge Classifier +2024-02-17 00:16:16,733:INFO:Total runtime is 0.09844443003336588 minutes +2024-02-17 00:16:16,748:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:16,748:INFO:Initializing create_model() +2024-02-17 00:16:16,748:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:16,748:INFO:Checking exceptions +2024-02-17 00:16:16,748:INFO:Importing libraries +2024-02-17 00:16:16,748:INFO:Copying training dataset +2024-02-17 00:16:16,755:INFO:Defining folds +2024-02-17 00:16:16,755:INFO:Declaring metric variables +2024-02-17 00:16:16,755:INFO:Importing untrained model +2024-02-17 00:16:16,763:INFO:Ridge Classifier Imported successfully +2024-02-17 00:16:16,774:INFO:Starting cross validation +2024-02-17 00:16:16,774:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:16,810:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,810:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,820:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,820:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,820:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,829:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,831:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,844:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,850:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,852:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 00:16:16,874:INFO:Calculating mean and std +2024-02-17 00:16:16,874:INFO:Creating metrics dataframe +2024-02-17 00:16:16,877:INFO:Uploading results into container +2024-02-17 00:16:16,877:INFO:Uploading model into container now +2024-02-17 00:16:16,877:INFO:_master_model_container: 24 +2024-02-17 00:16:16,877:INFO:_display_container: 4 +2024-02-17 00:16:16,877:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=3957, solver='auto', + tol=0.0001) +2024-02-17 00:16:16,880:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:16,986:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:16,986:INFO:Creating metrics dataframe +2024-02-17 00:16:16,991:INFO:Initializing Random Forest Classifier +2024-02-17 00:16:16,991:INFO:Total runtime is 0.1027444044748942 minutes +2024-02-17 00:16:17,000:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:17,000:INFO:Initializing create_model() +2024-02-17 00:16:17,000:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:17,000:INFO:Checking exceptions +2024-02-17 00:16:17,000:INFO:Importing libraries +2024-02-17 00:16:17,000:INFO:Copying training dataset +2024-02-17 00:16:17,007:INFO:Defining folds +2024-02-17 00:16:17,007:INFO:Declaring metric variables +2024-02-17 00:16:17,012:INFO:Importing untrained model +2024-02-17 00:16:17,015:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:16:17,022:INFO:Starting cross validation +2024-02-17 00:16:17,022:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:18,845:INFO:Calculating mean and std +2024-02-17 00:16:18,847:INFO:Creating metrics dataframe +2024-02-17 00:16:18,847:INFO:Uploading results into container +2024-02-17 00:16:18,847:INFO:Uploading model into container now +2024-02-17 00:16:18,847:INFO:_master_model_container: 25 +2024-02-17 00:16:18,847:INFO:_display_container: 4 +2024-02-17 00:16:18,847:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:16:18,847:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:18,965:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:18,965:INFO:Creating metrics dataframe +2024-02-17 00:16:18,981:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 00:16:18,981:INFO:Total runtime is 0.1359204133351644 minutes +2024-02-17 00:16:18,986:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:18,986:INFO:Initializing create_model() +2024-02-17 00:16:18,986:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:18,986:INFO:Checking exceptions +2024-02-17 00:16:18,986:INFO:Importing libraries +2024-02-17 00:16:18,986:INFO:Copying training dataset +2024-02-17 00:16:18,986:INFO:Defining folds +2024-02-17 00:16:18,986:INFO:Declaring metric variables +2024-02-17 00:16:18,999:INFO:Importing untrained model +2024-02-17 00:16:19,005:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 00:16:19,011:INFO:Starting cross validation +2024-02-17 00:16:19,011:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:19,116:INFO:Calculating mean and std +2024-02-17 00:16:19,116:INFO:Creating metrics dataframe +2024-02-17 00:16:19,121:INFO:Uploading results into container +2024-02-17 00:16:19,121:INFO:Uploading model into container now +2024-02-17 00:16:19,121:INFO:_master_model_container: 26 +2024-02-17 00:16:19,121:INFO:_display_container: 4 +2024-02-17 00:16:19,121:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 00:16:19,121:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:19,232:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:19,232:INFO:Creating metrics dataframe +2024-02-17 00:16:19,237:INFO:Initializing Ada Boost Classifier +2024-02-17 00:16:19,237:INFO:Total runtime is 0.1401783585548401 minutes +2024-02-17 00:16:19,237:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:19,237:INFO:Initializing create_model() +2024-02-17 00:16:19,237:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:19,237:INFO:Checking exceptions +2024-02-17 00:16:19,237:INFO:Importing libraries +2024-02-17 00:16:19,237:INFO:Copying training dataset +2024-02-17 00:16:19,248:INFO:Defining folds +2024-02-17 00:16:19,248:INFO:Declaring metric variables +2024-02-17 00:16:19,258:INFO:Importing untrained model +2024-02-17 00:16:19,258:INFO:Ada Boost Classifier Imported successfully +2024-02-17 00:16:19,270:INFO:Starting cross validation +2024-02-17 00:16:19,270:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:20,103:INFO:Calculating mean and std +2024-02-17 00:16:20,105:INFO:Creating metrics dataframe +2024-02-17 00:16:20,109:INFO:Uploading results into container +2024-02-17 00:16:20,109:INFO:Uploading model into container now +2024-02-17 00:16:20,112:INFO:_master_model_container: 27 +2024-02-17 00:16:20,112:INFO:_display_container: 4 +2024-02-17 00:16:20,113:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=3957) +2024-02-17 00:16:20,113:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:20,221:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:20,221:INFO:Creating metrics dataframe +2024-02-17 00:16:20,231:INFO:Initializing Gradient Boosting Classifier +2024-02-17 00:16:20,231:INFO:Total runtime is 0.15674941539764406 minutes +2024-02-17 00:16:20,236:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:20,236:INFO:Initializing create_model() +2024-02-17 00:16:20,236:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:20,236:INFO:Checking exceptions +2024-02-17 00:16:20,236:INFO:Importing libraries +2024-02-17 00:16:20,236:INFO:Copying training dataset +2024-02-17 00:16:20,236:INFO:Defining folds +2024-02-17 00:16:20,236:INFO:Declaring metric variables +2024-02-17 00:16:20,246:INFO:Importing untrained model +2024-02-17 00:16:20,251:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:16:20,259:INFO:Starting cross validation +2024-02-17 00:16:20,259:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:22,668:INFO:Calculating mean and std +2024-02-17 00:16:22,670:INFO:Creating metrics dataframe +2024-02-17 00:16:22,670:INFO:Uploading results into container +2024-02-17 00:16:22,670:INFO:Uploading model into container now +2024-02-17 00:16:22,670:INFO:_master_model_container: 28 +2024-02-17 00:16:22,670:INFO:_display_container: 4 +2024-02-17 00:16:22,675:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:16:22,675:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:22,782:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:22,782:INFO:Creating metrics dataframe +2024-02-17 00:16:22,787:INFO:Initializing Linear Discriminant Analysis +2024-02-17 00:16:22,787:INFO:Total runtime is 0.19935097297032675 minutes +2024-02-17 00:16:22,798:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:22,798:INFO:Initializing create_model() +2024-02-17 00:16:22,798:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:22,798:INFO:Checking exceptions +2024-02-17 00:16:22,798:INFO:Importing libraries +2024-02-17 00:16:22,798:INFO:Copying training dataset +2024-02-17 00:16:22,803:INFO:Defining folds +2024-02-17 00:16:22,803:INFO:Declaring metric variables +2024-02-17 00:16:22,810:INFO:Importing untrained model +2024-02-17 00:16:22,812:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 00:16:22,820:INFO:Starting cross validation +2024-02-17 00:16:22,820:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:22,934:INFO:Calculating mean and std +2024-02-17 00:16:22,934:INFO:Creating metrics dataframe +2024-02-17 00:16:22,934:INFO:Uploading results into container +2024-02-17 00:16:22,934:INFO:Uploading model into container now +2024-02-17 00:16:22,934:INFO:_master_model_container: 29 +2024-02-17 00:16:22,934:INFO:_display_container: 4 +2024-02-17 00:16:22,934:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 00:16:22,934:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:23,049:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:23,049:INFO:Creating metrics dataframe +2024-02-17 00:16:23,061:INFO:Initializing Extra Trees Classifier +2024-02-17 00:16:23,061:INFO:Total runtime is 0.20392726262410482 minutes +2024-02-17 00:16:23,068:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:23,068:INFO:Initializing create_model() +2024-02-17 00:16:23,068:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:23,068:INFO:Checking exceptions +2024-02-17 00:16:23,068:INFO:Importing libraries +2024-02-17 00:16:23,068:INFO:Copying training dataset +2024-02-17 00:16:23,072:INFO:Defining folds +2024-02-17 00:16:23,072:INFO:Declaring metric variables +2024-02-17 00:16:23,081:INFO:Importing untrained model +2024-02-17 00:16:23,085:INFO:Extra Trees Classifier Imported successfully +2024-02-17 00:16:23,089:INFO:Starting cross validation +2024-02-17 00:16:23,089:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:24,605:INFO:Calculating mean and std +2024-02-17 00:16:24,605:INFO:Creating metrics dataframe +2024-02-17 00:16:24,609:INFO:Uploading results into container +2024-02-17 00:16:24,609:INFO:Uploading model into container now +2024-02-17 00:16:24,609:INFO:_master_model_container: 30 +2024-02-17 00:16:24,609:INFO:_display_container: 4 +2024-02-17 00:16:24,609:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:16:24,609:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:24,756:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:24,756:INFO:Creating metrics dataframe +2024-02-17 00:16:24,770:INFO:Initializing Extreme Gradient Boosting +2024-02-17 00:16:24,770:INFO:Total runtime is 0.23240498304367066 minutes +2024-02-17 00:16:24,770:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:24,770:INFO:Initializing create_model() +2024-02-17 00:16:24,770:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:24,770:INFO:Checking exceptions +2024-02-17 00:16:24,770:INFO:Importing libraries +2024-02-17 00:16:24,770:INFO:Copying training dataset +2024-02-17 00:16:24,781:INFO:Defining folds +2024-02-17 00:16:24,781:INFO:Declaring metric variables +2024-02-17 00:16:24,787:INFO:Importing untrained model +2024-02-17 00:16:24,787:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:16:24,797:INFO:Starting cross validation +2024-02-17 00:16:24,797:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:25,402:INFO:Calculating mean and std +2024-02-17 00:16:25,403:INFO:Creating metrics dataframe +2024-02-17 00:16:25,406:INFO:Uploading results into container +2024-02-17 00:16:25,408:INFO:Uploading model into container now +2024-02-17 00:16:25,408:INFO:_master_model_container: 31 +2024-02-17 00:16:25,408:INFO:_display_container: 4 +2024-02-17 00:16:25,411:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:16:25,411:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:25,520:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:25,520:INFO:Creating metrics dataframe +2024-02-17 00:16:25,537:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 00:16:25,537:INFO:Total runtime is 0.24519007603327433 minutes +2024-02-17 00:16:25,545:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:25,545:INFO:Initializing create_model() +2024-02-17 00:16:25,545:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:25,545:INFO:Checking exceptions +2024-02-17 00:16:25,545:INFO:Importing libraries +2024-02-17 00:16:25,545:INFO:Copying training dataset +2024-02-17 00:16:25,554:INFO:Defining folds +2024-02-17 00:16:25,554:INFO:Declaring metric variables +2024-02-17 00:16:25,556:INFO:Importing untrained model +2024-02-17 00:16:25,556:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:16:25,573:INFO:Starting cross validation +2024-02-17 00:16:25,573:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:26,836:INFO:Calculating mean and std +2024-02-17 00:16:26,838:INFO:Creating metrics dataframe +2024-02-17 00:16:26,841:INFO:Uploading results into container +2024-02-17 00:16:26,841:INFO:Uploading model into container now +2024-02-17 00:16:26,841:INFO:_master_model_container: 32 +2024-02-17 00:16:26,841:INFO:_display_container: 4 +2024-02-17 00:16:26,841:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:16:26,841:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:26,963:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:26,963:INFO:Creating metrics dataframe +2024-02-17 00:16:26,979:INFO:Initializing CatBoost Classifier +2024-02-17 00:16:26,979:INFO:Total runtime is 0.26922105153401693 minutes +2024-02-17 00:16:26,979:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:26,979:INFO:Initializing create_model() +2024-02-17 00:16:26,979:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:26,979:INFO:Checking exceptions +2024-02-17 00:16:26,979:INFO:Importing libraries +2024-02-17 00:16:26,979:INFO:Copying training dataset +2024-02-17 00:16:26,987:INFO:Defining folds +2024-02-17 00:16:26,987:INFO:Declaring metric variables +2024-02-17 00:16:26,995:INFO:Importing untrained model +2024-02-17 00:16:26,997:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:16:27,003:INFO:Starting cross validation +2024-02-17 00:16:27,003:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:45,503:INFO:Calculating mean and std +2024-02-17 00:16:45,504:INFO:Creating metrics dataframe +2024-02-17 00:16:45,504:INFO:Uploading results into container +2024-02-17 00:16:45,504:INFO:Uploading model into container now +2024-02-17 00:16:45,504:INFO:_master_model_container: 33 +2024-02-17 00:16:45,504:INFO:_display_container: 4 +2024-02-17 00:16:45,504:INFO: +2024-02-17 00:16:45,504:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:45,608:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:45,608:INFO:Creating metrics dataframe +2024-02-17 00:16:45,622:INFO:Initializing Dummy Classifier +2024-02-17 00:16:45,622:INFO:Total runtime is 0.5799279332160949 minutes +2024-02-17 00:16:45,622:INFO:SubProcess create_model() called ================================== +2024-02-17 00:16:45,622:INFO:Initializing create_model() +2024-02-17 00:16:45,622:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:45,622:INFO:Checking exceptions +2024-02-17 00:16:45,622:INFO:Importing libraries +2024-02-17 00:16:45,622:INFO:Copying training dataset +2024-02-17 00:16:45,632:INFO:Defining folds +2024-02-17 00:16:45,632:INFO:Declaring metric variables +2024-02-17 00:16:45,638:INFO:Importing untrained model +2024-02-17 00:16:45,643:INFO:Dummy Classifier Imported successfully +2024-02-17 00:16:45,649:INFO:Starting cross validation +2024-02-17 00:16:45,650:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:16:45,697:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:16:45,709:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:16:45,709:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:16:45,721:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:16:45,721:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:16:45,739:INFO:Calculating mean and std +2024-02-17 00:16:45,739:INFO:Creating metrics dataframe +2024-02-17 00:16:45,739:INFO:Uploading results into container +2024-02-17 00:16:45,739:INFO:Uploading model into container now +2024-02-17 00:16:45,739:INFO:_master_model_container: 34 +2024-02-17 00:16:45,739:INFO:_display_container: 4 +2024-02-17 00:16:45,739:INFO:DummyClassifier(constant=None, random_state=3957, strategy='prior') +2024-02-17 00:16:45,739:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:45,848:INFO:SubProcess create_model() end ================================== +2024-02-17 00:16:45,848:INFO:Creating metrics dataframe +2024-02-17 00:16:45,871:INFO:Initializing create_model() +2024-02-17 00:16:45,871:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:45,871:INFO:Checking exceptions +2024-02-17 00:16:45,873:INFO:Importing libraries +2024-02-17 00:16:45,873:INFO:Copying training dataset +2024-02-17 00:16:45,873:INFO:Defining folds +2024-02-17 00:16:45,873:INFO:Declaring metric variables +2024-02-17 00:16:45,873:INFO:Importing untrained model +2024-02-17 00:16:45,873:INFO:Declaring custom model +2024-02-17 00:16:45,873:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:16:45,873:INFO:Cross validation set to False +2024-02-17 00:16:45,873:INFO:Fitting Model +2024-02-17 00:16:49,111:INFO: +2024-02-17 00:16:49,111:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:49,227:INFO:Initializing create_model() +2024-02-17 00:16:49,227:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:49,227:INFO:Checking exceptions +2024-02-17 00:16:49,229:INFO:Importing libraries +2024-02-17 00:16:49,229:INFO:Copying training dataset +2024-02-17 00:16:49,229:INFO:Defining folds +2024-02-17 00:16:49,229:INFO:Declaring metric variables +2024-02-17 00:16:49,229:INFO:Importing untrained model +2024-02-17 00:16:49,229:INFO:Declaring custom model +2024-02-17 00:16:49,229:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:16:49,229:INFO:Cross validation set to False +2024-02-17 00:16:49,229:INFO:Fitting Model +2024-02-17 00:16:49,388:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:16:49,388:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:49,517:INFO:Initializing create_model() +2024-02-17 00:16:49,517:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:49,517:INFO:Checking exceptions +2024-02-17 00:16:49,521:INFO:Importing libraries +2024-02-17 00:16:49,521:INFO:Copying training dataset +2024-02-17 00:16:49,523:INFO:Defining folds +2024-02-17 00:16:49,523:INFO:Declaring metric variables +2024-02-17 00:16:49,523:INFO:Importing untrained model +2024-02-17 00:16:49,523:INFO:Declaring custom model +2024-02-17 00:16:49,523:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:16:49,523:INFO:Cross validation set to False +2024-02-17 00:16:49,523:INFO:Fitting Model +2024-02-17 00:16:49,572:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:16:49,588:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000478 seconds. +2024-02-17 00:16:49,588:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:16:49,588:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:16:49,588:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:16:49,588:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:16:49,588:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:16:49,671:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:16:49,671:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:49,797:INFO:Initializing create_model() +2024-02-17 00:16:49,797:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:49,804:INFO:Checking exceptions +2024-02-17 00:16:49,805:INFO:Importing libraries +2024-02-17 00:16:49,805:INFO:Copying training dataset +2024-02-17 00:16:49,805:INFO:Defining folds +2024-02-17 00:16:49,805:INFO:Declaring metric variables +2024-02-17 00:16:49,805:INFO:Importing untrained model +2024-02-17 00:16:49,805:INFO:Declaring custom model +2024-02-17 00:16:49,813:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:16:49,813:INFO:Cross validation set to False +2024-02-17 00:16:49,813:INFO:Fitting Model +2024-02-17 00:16:50,132:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:16:50,132:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:50,245:INFO:Initializing create_model() +2024-02-17 00:16:50,245:INFO:create_model(self=, estimator=GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:16:50,245:INFO:Checking exceptions +2024-02-17 00:16:50,246:INFO:Importing libraries +2024-02-17 00:16:50,246:INFO:Copying training dataset +2024-02-17 00:16:50,246:INFO:Defining folds +2024-02-17 00:16:50,246:INFO:Declaring metric variables +2024-02-17 00:16:50,246:INFO:Importing untrained model +2024-02-17 00:16:50,246:INFO:Declaring custom model +2024-02-17 00:16:50,246:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:16:50,246:INFO:Cross validation set to False +2024-02-17 00:16:50,246:INFO:Fitting Model +2024-02-17 00:16:51,255:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:16:51,255:INFO:create_model() successfully completed...................................... +2024-02-17 00:16:51,421:INFO:_master_model_container: 34 +2024-02-17 00:16:51,421:INFO:_display_container: 4 +2024-02-17 00:16:51,422:INFO:[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False)] +2024-02-17 00:16:51,422:INFO:compare_models() successfully completed...................................... +2024-02-17 00:21:44,078:INFO:Initializing tune_model() +2024-02-17 00:21:44,079:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:21:44,079:INFO:Checking exceptions +2024-02-17 00:21:44,154:INFO:Copying training dataset +2024-02-17 00:21:44,176:INFO:Checking base model +2024-02-17 00:21:44,176:INFO:Base model : CatBoost Classifier +2024-02-17 00:21:44,195:INFO:Declaring metric variables +2024-02-17 00:21:44,211:INFO:Defining Hyperparameters +2024-02-17 00:21:44,491:INFO:Tuning with n_jobs=-1 +2024-02-17 00:21:44,491:INFO:Initializing RandomizedSearchCV +2024-02-17 00:22:51,055:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py:378: FitFailedWarning: +10 fits failed out of a total of 100. +The score on these train-test partitions for these parameters will be set to nan. +If these failures are not expected, you can try to debug them by setting error_score='raise'. + +Below are more details about the failures: +-------------------------------------------------------------------------------- +10 fits failed with the following error: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py", line 686, in _fit_and_score + estimator.fit(X_train, y_train, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 275, in fit + fitted_estimator = self._memory_fit( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\joblib\memory.py", line 353, in __call__ + return self.func(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 68, in _fit_one + transformer.fit(*args, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 5100, in fit + self._fit(X, y, cat_features, text_features, embedding_features, None, sample_weight, None, None, None, None, baseline, use_best_model, + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2303, in _fit + train_params = self._prepare_train_params( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2230, in _prepare_train_params + _check_train_params(params) + File "_catboost.pyx", line 6105, in _catboost._check_train_params + File "_catboost.pyx", line 6124, in _catboost._check_train_params +_catboost.CatBoostError: C:/Go_Agent/pipelines/BuildMaster/catboost.git/catboost/private/libs/options/boosting_options.cpp:79: Learning rate should be non-zero + + warnings.warn(some_fits_failed_message, FitFailedWarning) + +2024-02-17 00:22:51,057:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.84742268 0.80574374 nan 0.90029455 0.8353461 0.90795287 + 0.92076583 0.82268041 0.86023564 0.88468336] + warnings.warn( + +2024-02-17 00:22:51,057:INFO:best_params: {'actual_estimator__random_strength': 0.5, 'actual_estimator__n_estimators': 250, 'actual_estimator__l2_leaf_reg': 6, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 8} +2024-02-17 00:22:51,057:INFO:Hyperparameter search completed +2024-02-17 00:22:51,057:INFO:SubProcess create_model() called ================================== +2024-02-17 00:22:51,057:INFO:Initializing create_model() +2024-02-17 00:22:51,057:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.5, 'n_estimators': 250, 'l2_leaf_reg': 6, 'eta': 0.1, 'depth': 8}) +2024-02-17 00:22:51,057:INFO:Checking exceptions +2024-02-17 00:22:51,057:INFO:Importing libraries +2024-02-17 00:22:51,060:INFO:Copying training dataset +2024-02-17 00:22:51,065:INFO:Defining folds +2024-02-17 00:22:51,065:INFO:Declaring metric variables +2024-02-17 00:22:51,065:INFO:Importing untrained model +2024-02-17 00:22:51,065:INFO:Declaring custom model +2024-02-17 00:22:51,076:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:22:51,076:INFO:Starting cross validation +2024-02-17 00:22:51,076:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:22:59,206:INFO:Calculating mean and std +2024-02-17 00:22:59,207:INFO:Creating metrics dataframe +2024-02-17 00:22:59,214:INFO:Finalizing model +2024-02-17 00:23:00,732:INFO:Uploading results into container +2024-02-17 00:23:00,733:INFO:Uploading model into container now +2024-02-17 00:23:00,733:INFO:_master_model_container: 35 +2024-02-17 00:23:00,733:INFO:_display_container: 5 +2024-02-17 00:23:00,733:INFO: +2024-02-17 00:23:00,733:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:00,878:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:00,878:INFO:choose_better activated +2024-02-17 00:23:00,878:INFO:SubProcess create_model() called ================================== +2024-02-17 00:23:00,878:INFO:Initializing create_model() +2024-02-17 00:23:00,878:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:23:00,878:INFO:Checking exceptions +2024-02-17 00:23:00,885:INFO:Importing libraries +2024-02-17 00:23:00,885:INFO:Copying training dataset +2024-02-17 00:23:00,894:INFO:Defining folds +2024-02-17 00:23:00,894:INFO:Declaring metric variables +2024-02-17 00:23:00,894:INFO:Importing untrained model +2024-02-17 00:23:00,894:INFO:Declaring custom model +2024-02-17 00:23:00,894:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:23:00,894:INFO:Starting cross validation +2024-02-17 00:23:00,894:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:23:19,120:INFO:Calculating mean and std +2024-02-17 00:23:19,120:INFO:Creating metrics dataframe +2024-02-17 00:23:19,126:INFO:Finalizing model +2024-02-17 00:23:23,409:INFO:Uploading results into container +2024-02-17 00:23:23,409:INFO:Uploading model into container now +2024-02-17 00:23:23,409:INFO:_master_model_container: 36 +2024-02-17 00:23:23,409:INFO:_display_container: 6 +2024-02-17 00:23:23,409:INFO: +2024-02-17 00:23:23,409:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:23,519:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:23,525:INFO: result for Accuracy is 0.9227 +2024-02-17 00:23:23,525:INFO: result for Accuracy is 0.9208 +2024-02-17 00:23:23,526:INFO: is best model +2024-02-17 00:23:23,526:INFO:choose_better completed +2024-02-17 00:23:23,526:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:23:23,544:INFO:_master_model_container: 36 +2024-02-17 00:23:23,544:INFO:_display_container: 5 +2024-02-17 00:23:23,544:INFO: +2024-02-17 00:23:23,544:INFO:tune_model() successfully completed...................................... +2024-02-17 00:23:23,659:INFO:Initializing tune_model() +2024-02-17 00:23:23,659:INFO:tune_model(estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:23:23,659:INFO:Checking exceptions +2024-02-17 00:23:23,675:INFO:Copying training dataset +2024-02-17 00:23:23,680:INFO:Checking base model +2024-02-17 00:23:23,680:INFO:Base model : Extreme Gradient Boosting +2024-02-17 00:23:23,680:INFO:Declaring metric variables +2024-02-17 00:23:23,689:INFO:Defining Hyperparameters +2024-02-17 00:23:23,817:INFO:Tuning with n_jobs=-1 +2024-02-17 00:23:23,817:INFO:Initializing RandomizedSearchCV +2024-02-17 00:23:32,291:INFO:best_params: {'actual_estimator__subsample': 0.7, 'actual_estimator__scale_pos_weight': 13.4, 'actual_estimator__reg_lambda': 0.005, 'actual_estimator__reg_alpha': 0.005, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_child_weight': 3, 'actual_estimator__max_depth': 10, 'actual_estimator__learning_rate': 0.15, 'actual_estimator__colsample_bytree': 0.7} +2024-02-17 00:23:32,291:INFO:Hyperparameter search completed +2024-02-17 00:23:32,291:INFO:SubProcess create_model() called ================================== +2024-02-17 00:23:32,291:INFO:Initializing create_model() +2024-02-17 00:23:32,291:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.7, 'scale_pos_weight': 13.4, 'reg_lambda': 0.005, 'reg_alpha': 0.005, 'n_estimators': 150, 'min_child_weight': 3, 'max_depth': 10, 'learning_rate': 0.15, 'colsample_bytree': 0.7}) +2024-02-17 00:23:32,291:INFO:Checking exceptions +2024-02-17 00:23:32,291:INFO:Importing libraries +2024-02-17 00:23:32,297:INFO:Copying training dataset +2024-02-17 00:23:32,298:INFO:Defining folds +2024-02-17 00:23:32,298:INFO:Declaring metric variables +2024-02-17 00:23:32,298:INFO:Importing untrained model +2024-02-17 00:23:32,298:INFO:Declaring custom model +2024-02-17 00:23:32,312:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:23:32,313:INFO:Starting cross validation +2024-02-17 00:23:32,313:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:23:33,451:INFO:Calculating mean and std +2024-02-17 00:23:33,452:INFO:Creating metrics dataframe +2024-02-17 00:23:33,452:INFO:Finalizing model +2024-02-17 00:23:33,738:INFO:Uploading results into container +2024-02-17 00:23:33,739:INFO:Uploading model into container now +2024-02-17 00:23:33,739:INFO:_master_model_container: 37 +2024-02-17 00:23:33,739:INFO:_display_container: 6 +2024-02-17 00:23:33,739:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:23:33,742:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:33,865:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:33,865:INFO:choose_better activated +2024-02-17 00:23:33,865:INFO:SubProcess create_model() called ================================== +2024-02-17 00:23:33,873:INFO:Initializing create_model() +2024-02-17 00:23:33,873:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:23:33,873:INFO:Checking exceptions +2024-02-17 00:23:33,873:INFO:Importing libraries +2024-02-17 00:23:33,873:INFO:Copying training dataset +2024-02-17 00:23:33,873:INFO:Defining folds +2024-02-17 00:23:33,873:INFO:Declaring metric variables +2024-02-17 00:23:33,873:INFO:Importing untrained model +2024-02-17 00:23:33,873:INFO:Declaring custom model +2024-02-17 00:23:33,873:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:23:33,873:INFO:Starting cross validation +2024-02-17 00:23:33,873:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:23:34,417:INFO:Calculating mean and std +2024-02-17 00:23:34,417:INFO:Creating metrics dataframe +2024-02-17 00:23:34,417:INFO:Finalizing model +2024-02-17 00:23:34,593:INFO:Uploading results into container +2024-02-17 00:23:34,593:INFO:Uploading model into container now +2024-02-17 00:23:34,593:INFO:_master_model_container: 38 +2024-02-17 00:23:34,593:INFO:_display_container: 7 +2024-02-17 00:23:34,593:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:23:34,593:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:34,750:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:34,750:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9212 +2024-02-17 00:23:34,750:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9103 +2024-02-17 00:23:34,750:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) is best model +2024-02-17 00:23:34,750:INFO:choose_better completed +2024-02-17 00:23:34,750:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:23:34,766:INFO:_master_model_container: 38 +2024-02-17 00:23:34,766:INFO:_display_container: 6 +2024-02-17 00:23:34,775:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:23:34,775:INFO:tune_model() successfully completed...................................... +2024-02-17 00:23:34,906:INFO:Initializing tune_model() +2024-02-17 00:23:34,906:INFO:tune_model(estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:23:34,906:INFO:Checking exceptions +2024-02-17 00:23:34,922:INFO:Copying training dataset +2024-02-17 00:23:34,938:INFO:Checking base model +2024-02-17 00:23:34,938:INFO:Base model : Light Gradient Boosting Machine +2024-02-17 00:23:34,945:INFO:Declaring metric variables +2024-02-17 00:23:34,952:INFO:Defining Hyperparameters +2024-02-17 00:23:35,081:INFO:Tuning with n_jobs=-1 +2024-02-17 00:23:35,081:INFO:Initializing RandomizedSearchCV +2024-02-17 00:23:51,444:INFO:best_params: {'actual_estimator__reg_lambda': 0.0001, 'actual_estimator__reg_alpha': 0.15, 'actual_estimator__num_leaves': 8, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_split_gain': 0.1, 'actual_estimator__min_child_samples': 41, 'actual_estimator__learning_rate': 0.2, 'actual_estimator__feature_fraction': 0.7, 'actual_estimator__bagging_freq': 5, 'actual_estimator__bagging_fraction': 1.0} +2024-02-17 00:23:51,446:INFO:Hyperparameter search completed +2024-02-17 00:23:51,446:INFO:SubProcess create_model() called ================================== +2024-02-17 00:23:51,446:INFO:Initializing create_model() +2024-02-17 00:23:51,446:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'reg_lambda': 0.0001, 'reg_alpha': 0.15, 'num_leaves': 8, 'n_estimators': 150, 'min_split_gain': 0.1, 'min_child_samples': 41, 'learning_rate': 0.2, 'feature_fraction': 0.7, 'bagging_freq': 5, 'bagging_fraction': 1.0}) +2024-02-17 00:23:51,446:INFO:Checking exceptions +2024-02-17 00:23:51,446:INFO:Importing libraries +2024-02-17 00:23:51,450:INFO:Copying training dataset +2024-02-17 00:23:51,460:INFO:Defining folds +2024-02-17 00:23:51,460:INFO:Declaring metric variables +2024-02-17 00:23:51,463:INFO:Importing untrained model +2024-02-17 00:23:51,463:INFO:Declaring custom model +2024-02-17 00:23:51,474:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:23:51,483:INFO:Starting cross validation +2024-02-17 00:23:51,483:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:23:52,609:INFO:Calculating mean and std +2024-02-17 00:23:52,611:INFO:Creating metrics dataframe +2024-02-17 00:23:52,616:INFO:Finalizing model +2024-02-17 00:23:52,629:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:23:52,629:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:23:52,629:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001277 seconds. +2024-02-17 00:23:52,652:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 00:23:52,652:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:23:52,652:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:23:52,763:INFO:Uploading results into container +2024-02-17 00:23:52,763:INFO:Uploading model into container now +2024-02-17 00:23:52,763:INFO:_master_model_container: 39 +2024-02-17 00:23:52,763:INFO:_display_container: 7 +2024-02-17 00:23:52,763:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:23:52,763:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:52,916:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:52,916:INFO:choose_better activated +2024-02-17 00:23:52,916:INFO:SubProcess create_model() called ================================== +2024-02-17 00:23:52,916:INFO:Initializing create_model() +2024-02-17 00:23:52,916:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:23:52,916:INFO:Checking exceptions +2024-02-17 00:23:52,929:INFO:Importing libraries +2024-02-17 00:23:52,929:INFO:Copying training dataset +2024-02-17 00:23:52,929:INFO:Defining folds +2024-02-17 00:23:52,929:INFO:Declaring metric variables +2024-02-17 00:23:52,929:INFO:Importing untrained model +2024-02-17 00:23:52,929:INFO:Declaring custom model +2024-02-17 00:23:52,929:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:23:52,929:INFO:Starting cross validation +2024-02-17 00:23:52,929:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:23:54,875:INFO:Calculating mean and std +2024-02-17 00:23:54,878:INFO:Creating metrics dataframe +2024-02-17 00:23:54,878:INFO:Finalizing model +2024-02-17 00:23:54,910:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:23:54,910:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000616 seconds. +2024-02-17 00:23:54,910:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:23:54,910:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:23:54,910:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:23:54,924:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:23:54,924:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:23:55,094:INFO:Uploading results into container +2024-02-17 00:23:55,094:INFO:Uploading model into container now +2024-02-17 00:23:55,094:INFO:_master_model_container: 40 +2024-02-17 00:23:55,094:INFO:_display_container: 8 +2024-02-17 00:23:55,094:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:23:55,094:INFO:create_model() successfully completed...................................... +2024-02-17 00:23:55,244:INFO:SubProcess create_model() end ================================== +2024-02-17 00:23:55,244:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9205 +2024-02-17 00:23:55,244:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9193 +2024-02-17 00:23:55,244:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) is best model +2024-02-17 00:23:55,244:INFO:choose_better completed +2024-02-17 00:23:55,244:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:23:55,262:INFO:_master_model_container: 40 +2024-02-17 00:23:55,262:INFO:_display_container: 7 +2024-02-17 00:23:55,262:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:23:55,262:INFO:tune_model() successfully completed...................................... +2024-02-17 00:23:55,400:INFO:Initializing tune_model() +2024-02-17 00:23:55,400:INFO:tune_model(estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:23:55,400:INFO:Checking exceptions +2024-02-17 00:23:55,421:INFO:Copying training dataset +2024-02-17 00:23:55,427:INFO:Checking base model +2024-02-17 00:23:55,427:INFO:Base model : Random Forest Classifier +2024-02-17 00:23:55,432:INFO:Declaring metric variables +2024-02-17 00:23:55,444:INFO:Defining Hyperparameters +2024-02-17 00:23:55,604:INFO:Tuning with n_jobs=-1 +2024-02-17 00:23:55,604:INFO:Initializing RandomizedSearchCV +2024-02-17 00:24:27,745:INFO:best_params: {'actual_estimator__n_estimators': 100, 'actual_estimator__min_samples_split': 9, 'actual_estimator__min_samples_leaf': 4, 'actual_estimator__min_impurity_decrease': 0.0005, 'actual_estimator__max_features': 'log2', 'actual_estimator__max_depth': 5, 'actual_estimator__criterion': 'gini', 'actual_estimator__class_weight': 'balanced', 'actual_estimator__bootstrap': False} +2024-02-17 00:24:27,753:INFO:Hyperparameter search completed +2024-02-17 00:24:27,753:INFO:SubProcess create_model() called ================================== +2024-02-17 00:24:27,753:INFO:Initializing create_model() +2024-02-17 00:24:27,753:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'n_estimators': 100, 'min_samples_split': 9, 'min_samples_leaf': 4, 'min_impurity_decrease': 0.0005, 'max_features': 'log2', 'max_depth': 5, 'criterion': 'gini', 'class_weight': 'balanced', 'bootstrap': False}) +2024-02-17 00:24:27,753:INFO:Checking exceptions +2024-02-17 00:24:27,753:INFO:Importing libraries +2024-02-17 00:24:27,753:INFO:Copying training dataset +2024-02-17 00:24:27,777:INFO:Defining folds +2024-02-17 00:24:27,777:INFO:Declaring metric variables +2024-02-17 00:24:27,793:INFO:Importing untrained model +2024-02-17 00:24:27,793:INFO:Declaring custom model +2024-02-17 00:24:27,809:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:24:27,841:INFO:Starting cross validation +2024-02-17 00:24:27,841:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:24:31,378:INFO:Calculating mean and std +2024-02-17 00:24:31,378:INFO:Creating metrics dataframe +2024-02-17 00:24:31,403:INFO:Finalizing model +2024-02-17 00:24:32,145:INFO:Uploading results into container +2024-02-17 00:24:32,153:INFO:Uploading model into container now +2024-02-17 00:24:32,153:INFO:_master_model_container: 41 +2024-02-17 00:24:32,153:INFO:_display_container: 8 +2024-02-17 00:24:32,153:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:24:32,153:INFO:create_model() successfully completed...................................... +2024-02-17 00:24:32,412:INFO:SubProcess create_model() end ================================== +2024-02-17 00:24:32,412:INFO:choose_better activated +2024-02-17 00:24:32,426:INFO:SubProcess create_model() called ================================== +2024-02-17 00:24:32,428:INFO:Initializing create_model() +2024-02-17 00:24:32,428:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:24:32,428:INFO:Checking exceptions +2024-02-17 00:24:32,436:INFO:Importing libraries +2024-02-17 00:24:32,436:INFO:Copying training dataset +2024-02-17 00:24:32,452:INFO:Defining folds +2024-02-17 00:24:32,452:INFO:Declaring metric variables +2024-02-17 00:24:32,452:INFO:Importing untrained model +2024-02-17 00:24:32,452:INFO:Declaring custom model +2024-02-17 00:24:32,460:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:24:32,460:INFO:Starting cross validation +2024-02-17 00:24:32,460:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:24:37,983:INFO:Calculating mean and std +2024-02-17 00:24:37,983:INFO:Creating metrics dataframe +2024-02-17 00:24:37,983:INFO:Finalizing model +2024-02-17 00:24:39,065:INFO:Uploading results into container +2024-02-17 00:24:39,065:INFO:Uploading model into container now +2024-02-17 00:24:39,065:INFO:_master_model_container: 42 +2024-02-17 00:24:39,065:INFO:_display_container: 9 +2024-02-17 00:24:39,065:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:24:39,065:INFO:create_model() successfully completed...................................... +2024-02-17 00:24:39,285:INFO:SubProcess create_model() end ================================== +2024-02-17 00:24:39,291:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.9162 +2024-02-17 00:24:39,291:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.8414 +2024-02-17 00:24:39,291:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) is best model +2024-02-17 00:24:39,291:INFO:choose_better completed +2024-02-17 00:24:39,291:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:24:39,332:INFO:_master_model_container: 42 +2024-02-17 00:24:39,336:INFO:_display_container: 8 +2024-02-17 00:24:39,336:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:24:39,336:INFO:tune_model() successfully completed...................................... +2024-02-17 00:24:39,600:INFO:Initializing tune_model() +2024-02-17 00:24:39,600:INFO:tune_model(estimator=GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:24:39,600:INFO:Checking exceptions +2024-02-17 00:24:39,664:INFO:Copying training dataset +2024-02-17 00:24:39,680:INFO:Checking base model +2024-02-17 00:24:39,680:INFO:Base model : Gradient Boosting Classifier +2024-02-17 00:24:39,688:INFO:Declaring metric variables +2024-02-17 00:24:39,696:INFO:Defining Hyperparameters +2024-02-17 00:24:39,978:INFO:Tuning with n_jobs=-1 +2024-02-17 00:24:39,978:INFO:Initializing RandomizedSearchCV +2024-02-17 00:26:16,718:INFO:best_params: {'actual_estimator__subsample': 0.6, 'actual_estimator__n_estimators': 250, 'actual_estimator__min_samples_split': 2, 'actual_estimator__min_samples_leaf': 2, 'actual_estimator__min_impurity_decrease': 0, 'actual_estimator__max_features': 1.0, 'actual_estimator__max_depth': 9, 'actual_estimator__learning_rate': 0.2} +2024-02-17 00:26:16,724:INFO:Hyperparameter search completed +2024-02-17 00:26:16,726:INFO:SubProcess create_model() called ================================== +2024-02-17 00:26:16,726:INFO:Initializing create_model() +2024-02-17 00:26:16,726:INFO:create_model(self=, estimator=GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.6, 'n_estimators': 250, 'min_samples_split': 2, 'min_samples_leaf': 2, 'min_impurity_decrease': 0, 'max_features': 1.0, 'max_depth': 9, 'learning_rate': 0.2}) +2024-02-17 00:26:16,731:INFO:Checking exceptions +2024-02-17 00:26:16,731:INFO:Importing libraries +2024-02-17 00:26:16,731:INFO:Copying training dataset +2024-02-17 00:26:16,751:INFO:Defining folds +2024-02-17 00:26:16,751:INFO:Declaring metric variables +2024-02-17 00:26:16,757:INFO:Importing untrained model +2024-02-17 00:26:16,757:INFO:Declaring custom model +2024-02-17 00:26:16,776:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:26:16,801:INFO:Starting cross validation +2024-02-17 00:26:16,801:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:27:00,698:INFO:Calculating mean and std +2024-02-17 00:27:00,698:INFO:Creating metrics dataframe +2024-02-17 00:27:00,723:INFO:Finalizing model +2024-02-17 00:27:20,321:INFO:Uploading results into container +2024-02-17 00:27:20,321:INFO:Uploading model into container now +2024-02-17 00:27:20,326:INFO:_master_model_container: 43 +2024-02-17 00:27:20,326:INFO:_display_container: 9 +2024-02-17 00:27:20,326:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.2, loss='log_loss', max_depth=9, + max_features=1.0, max_leaf_nodes=None, + min_impurity_decrease=0, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=250, n_iter_no_change=None, + random_state=3957, subsample=0.6, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:27:20,326:INFO:create_model() successfully completed...................................... +2024-02-17 00:27:20,580:INFO:SubProcess create_model() end ================================== +2024-02-17 00:27:20,580:INFO:choose_better activated +2024-02-17 00:27:20,596:INFO:SubProcess create_model() called ================================== +2024-02-17 00:27:20,596:INFO:Initializing create_model() +2024-02-17 00:27:20,596:INFO:create_model(self=, estimator=GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:27:20,596:INFO:Checking exceptions +2024-02-17 00:27:20,606:INFO:Importing libraries +2024-02-17 00:27:20,606:INFO:Copying training dataset +2024-02-17 00:27:20,611:INFO:Defining folds +2024-02-17 00:27:20,611:INFO:Declaring metric variables +2024-02-17 00:27:20,611:INFO:Importing untrained model +2024-02-17 00:27:20,611:INFO:Declaring custom model +2024-02-17 00:27:20,627:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:27:20,627:INFO:Starting cross validation +2024-02-17 00:27:20,627:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:27:28,644:INFO:Calculating mean and std +2024-02-17 00:27:28,644:INFO:Creating metrics dataframe +2024-02-17 00:27:28,650:INFO:Finalizing model +2024-02-17 00:27:32,294:INFO:Uploading results into container +2024-02-17 00:27:32,294:INFO:Uploading model into container now +2024-02-17 00:27:32,294:INFO:_master_model_container: 44 +2024-02-17 00:27:32,294:INFO:_display_container: 10 +2024-02-17 00:27:32,294:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:27:32,294:INFO:create_model() successfully completed...................................... +2024-02-17 00:27:32,566:INFO:SubProcess create_model() end ================================== +2024-02-17 00:27:32,566:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) result for Accuracy is 0.8999 +2024-02-17 00:27:32,566:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.2, loss='log_loss', max_depth=9, + max_features=1.0, max_leaf_nodes=None, + min_impurity_decrease=0, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=250, n_iter_no_change=None, + random_state=3957, subsample=0.6, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) result for Accuracy is 0.9258 +2024-02-17 00:27:32,566:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.2, loss='log_loss', max_depth=9, + max_features=1.0, max_leaf_nodes=None, + min_impurity_decrease=0, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=250, n_iter_no_change=None, + random_state=3957, subsample=0.6, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) is best model +2024-02-17 00:27:32,566:INFO:choose_better completed +2024-02-17 00:27:32,595:INFO:_master_model_container: 44 +2024-02-17 00:27:32,595:INFO:_display_container: 9 +2024-02-17 00:27:32,609:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.2, loss='log_loss', max_depth=9, + max_features=1.0, max_leaf_nodes=None, + min_impurity_decrease=0, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=250, n_iter_no_change=None, + random_state=3957, subsample=0.6, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:27:32,609:INFO:tune_model() successfully completed...................................... +2024-02-17 00:30:32,269:INFO:Initializing blend_models() +2024-02-17 00:30:32,269:INFO:blend_models(self=, estimator_list=[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.2, loss='log_loss', max_depth=9, + max_features=1.0, max_leaf_nodes=None, + min_impurity_decrease=0, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=250, n_iter_no_change=None, + random_state=3957, subsample=0.6, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False)], fold=None, round=4, choose_better=False, optimize=Accuracy, method=auto, weights=None, fit_kwargs=None, groups=None, probability_threshold=None, verbose=True, return_train_score=False) +2024-02-17 00:30:32,269:INFO:Checking exceptions +2024-02-17 00:30:32,336:INFO:Importing libraries +2024-02-17 00:30:32,336:INFO:Copying training dataset +2024-02-17 00:30:32,351:INFO:Getting model names +2024-02-17 00:30:32,367:INFO:SubProcess create_model() called ================================== +2024-02-17 00:30:32,400:INFO:Initializing create_model() +2024-02-17 00:30:32,400:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + max_depth=9, + max_features=1.0, + max_leaf_nodes=None, + min_impurity_decrease=0, + min_samples_leaf=2, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=250, + n_iter_no_change=None, + random_state=3957, + subsample=0.6, + tol=0.0001, + validation_fraction=0.1, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:30:32,400:INFO:Checking exceptions +2024-02-17 00:30:32,400:INFO:Importing libraries +2024-02-17 00:30:32,408:INFO:Copying training dataset +2024-02-17 00:30:32,434:INFO:Defining folds +2024-02-17 00:30:32,434:INFO:Declaring metric variables +2024-02-17 00:30:32,444:INFO:Importing untrained model +2024-02-17 00:30:32,451:INFO:Declaring custom model +2024-02-17 00:30:32,476:INFO:Voting Classifier Imported successfully +2024-02-17 00:30:32,507:INFO:Starting cross validation +2024-02-17 00:30:32,507:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:31:07,203:INFO:Calculating mean and std +2024-02-17 00:31:07,203:INFO:Creating metrics dataframe +2024-02-17 00:31:07,213:INFO:Finalizing model +2024-02-17 00:31:14,065:INFO:Uploading results into container +2024-02-17 00:31:14,067:INFO:Uploading model into container now +2024-02-17 00:31:14,067:INFO:_master_model_container: 45 +2024-02-17 00:31:14,067:INFO:_display_container: 10 +2024-02-17 00:31:14,072:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + max_depth=9, + max_features=1.0, + max_leaf_nodes=None, + min_impurity_decrease=0, + min_samples_leaf=2, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=250, + n_iter_no_change=None, + random_state=3957, + subsample=0.6, + tol=0.0001, + validation_fraction=0.1, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:31:14,072:INFO:create_model() successfully completed...................................... +2024-02-17 00:31:14,201:INFO:SubProcess create_model() end ================================== +2024-02-17 00:31:14,208:INFO:_master_model_container: 45 +2024-02-17 00:31:14,208:INFO:_display_container: 10 +2024-02-17 00:31:14,222:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + max_depth=9, + max_features=1.0, + max_leaf_nodes=None, + min_impurity_decrease=0, + min_samples_leaf=2, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=250, + n_iter_no_change=None, + random_state=3957, + subsample=0.6, + tol=0.0001, + validation_fraction=0.1, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:31:14,222:INFO:blend_models() successfully completed...................................... +2024-02-17 00:34:02,938:INFO:Initializing compare_models() +2024-02-17 00:34:02,938:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=4, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 4, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 00:34:02,938:INFO:Checking exceptions +2024-02-17 00:34:02,945:INFO:Preparing display monitor +2024-02-17 00:34:02,969:INFO:Initializing Logistic Regression +2024-02-17 00:34:02,969:INFO:Total runtime is 0.0 minutes +2024-02-17 00:34:02,973:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:02,973:INFO:Initializing create_model() +2024-02-17 00:34:02,973:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:02,973:INFO:Checking exceptions +2024-02-17 00:34:02,973:INFO:Importing libraries +2024-02-17 00:34:02,973:INFO:Copying training dataset +2024-02-17 00:34:02,978:INFO:Defining folds +2024-02-17 00:34:02,978:INFO:Declaring metric variables +2024-02-17 00:34:02,986:INFO:Importing untrained model +2024-02-17 00:34:02,994:INFO:Logistic Regression Imported successfully +2024-02-17 00:34:02,999:INFO:Starting cross validation +2024-02-17 00:34:02,999:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:03,957:INFO:Calculating mean and std +2024-02-17 00:34:03,957:INFO:Creating metrics dataframe +2024-02-17 00:34:03,962:INFO:Uploading results into container +2024-02-17 00:34:03,962:INFO:Uploading model into container now +2024-02-17 00:34:03,962:INFO:_master_model_container: 46 +2024-02-17 00:34:03,964:INFO:_display_container: 11 +2024-02-17 00:34:03,964:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=3957, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 00:34:03,964:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:04,078:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:04,079:INFO:Creating metrics dataframe +2024-02-17 00:34:04,079:INFO:Initializing K Neighbors Classifier +2024-02-17 00:34:04,079:INFO:Total runtime is 0.018487008412679036 minutes +2024-02-17 00:34:04,079:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:04,079:INFO:Initializing create_model() +2024-02-17 00:34:04,079:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:04,079:INFO:Checking exceptions +2024-02-17 00:34:04,079:INFO:Importing libraries +2024-02-17 00:34:04,079:INFO:Copying training dataset +2024-02-17 00:34:04,096:INFO:Defining folds +2024-02-17 00:34:04,096:INFO:Declaring metric variables +2024-02-17 00:34:04,100:INFO:Importing untrained model +2024-02-17 00:34:04,100:INFO:K Neighbors Classifier Imported successfully +2024-02-17 00:34:04,111:INFO:Starting cross validation +2024-02-17 00:34:04,116:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:04,328:INFO:Calculating mean and std +2024-02-17 00:34:04,329:INFO:Creating metrics dataframe +2024-02-17 00:34:04,329:INFO:Uploading results into container +2024-02-17 00:34:04,329:INFO:Uploading model into container now +2024-02-17 00:34:04,329:INFO:_master_model_container: 47 +2024-02-17 00:34:04,329:INFO:_display_container: 11 +2024-02-17 00:34:04,329:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 00:34:04,337:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:04,462:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:04,462:INFO:Creating metrics dataframe +2024-02-17 00:34:04,466:INFO:Initializing Naive Bayes +2024-02-17 00:34:04,466:INFO:Total runtime is 0.02494887908299764 minutes +2024-02-17 00:34:04,478:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:04,478:INFO:Initializing create_model() +2024-02-17 00:34:04,478:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:04,478:INFO:Checking exceptions +2024-02-17 00:34:04,478:INFO:Importing libraries +2024-02-17 00:34:04,478:INFO:Copying training dataset +2024-02-17 00:34:04,482:INFO:Defining folds +2024-02-17 00:34:04,482:INFO:Declaring metric variables +2024-02-17 00:34:04,482:INFO:Importing untrained model +2024-02-17 00:34:04,493:INFO:Naive Bayes Imported successfully +2024-02-17 00:34:04,500:INFO:Starting cross validation +2024-02-17 00:34:04,500:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:04,589:INFO:Calculating mean and std +2024-02-17 00:34:04,589:INFO:Creating metrics dataframe +2024-02-17 00:34:04,589:INFO:Uploading results into container +2024-02-17 00:34:04,589:INFO:Uploading model into container now +2024-02-17 00:34:04,589:INFO:_master_model_container: 48 +2024-02-17 00:34:04,589:INFO:_display_container: 11 +2024-02-17 00:34:04,589:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 00:34:04,589:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:04,704:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:04,704:INFO:Creating metrics dataframe +2024-02-17 00:34:04,714:INFO:Initializing Decision Tree Classifier +2024-02-17 00:34:04,714:INFO:Total runtime is 0.029079516728719078 minutes +2024-02-17 00:34:04,714:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:04,714:INFO:Initializing create_model() +2024-02-17 00:34:04,714:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:04,714:INFO:Checking exceptions +2024-02-17 00:34:04,714:INFO:Importing libraries +2024-02-17 00:34:04,714:INFO:Copying training dataset +2024-02-17 00:34:04,726:INFO:Defining folds +2024-02-17 00:34:04,726:INFO:Declaring metric variables +2024-02-17 00:34:04,728:INFO:Importing untrained model +2024-02-17 00:34:04,732:INFO:Decision Tree Classifier Imported successfully +2024-02-17 00:34:04,745:INFO:Starting cross validation +2024-02-17 00:34:04,745:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:04,891:INFO:Calculating mean and std +2024-02-17 00:34:04,891:INFO:Creating metrics dataframe +2024-02-17 00:34:04,891:INFO:Uploading results into container +2024-02-17 00:34:04,900:INFO:Uploading model into container now +2024-02-17 00:34:04,900:INFO:_master_model_container: 49 +2024-02-17 00:34:04,900:INFO:_display_container: 11 +2024-02-17 00:34:04,900:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=3957, splitter='best') +2024-02-17 00:34:04,900:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:05,010:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:05,010:INFO:Creating metrics dataframe +2024-02-17 00:34:05,028:INFO:Initializing SVM - Linear Kernel +2024-02-17 00:34:05,028:INFO:Total runtime is 0.034312276045481364 minutes +2024-02-17 00:34:05,030:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:05,030:INFO:Initializing create_model() +2024-02-17 00:34:05,030:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:05,030:INFO:Checking exceptions +2024-02-17 00:34:05,030:INFO:Importing libraries +2024-02-17 00:34:05,030:INFO:Copying training dataset +2024-02-17 00:34:05,030:INFO:Defining folds +2024-02-17 00:34:05,030:INFO:Declaring metric variables +2024-02-17 00:34:05,043:INFO:Importing untrained model +2024-02-17 00:34:05,047:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 00:34:05,052:INFO:Starting cross validation +2024-02-17 00:34:05,052:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:05,200:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,217:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,217:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,221:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,238:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,251:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,262:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,265:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,314:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,339:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,350:INFO:Calculating mean and std +2024-02-17 00:34:05,350:INFO:Creating metrics dataframe +2024-02-17 00:34:05,350:INFO:Uploading results into container +2024-02-17 00:34:05,350:INFO:Uploading model into container now +2024-02-17 00:34:05,350:INFO:_master_model_container: 50 +2024-02-17 00:34:05,350:INFO:_display_container: 11 +2024-02-17 00:34:05,350:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=3957, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 00:34:05,350:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:05,469:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:05,469:INFO:Creating metrics dataframe +2024-02-17 00:34:05,478:INFO:Initializing Ridge Classifier +2024-02-17 00:34:05,478:INFO:Total runtime is 0.041814943154652916 minutes +2024-02-17 00:34:05,482:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:05,482:INFO:Initializing create_model() +2024-02-17 00:34:05,482:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:05,482:INFO:Checking exceptions +2024-02-17 00:34:05,482:INFO:Importing libraries +2024-02-17 00:34:05,482:INFO:Copying training dataset +2024-02-17 00:34:05,482:INFO:Defining folds +2024-02-17 00:34:05,482:INFO:Declaring metric variables +2024-02-17 00:34:05,482:INFO:Importing untrained model +2024-02-17 00:34:05,495:INFO:Ridge Classifier Imported successfully +2024-02-17 00:34:05,501:INFO:Starting cross validation +2024-02-17 00:34:05,501:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:05,553:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,553:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,553:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,553:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,557:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,557:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,567:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,574:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,589:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,595:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:34:05,619:INFO:Calculating mean and std +2024-02-17 00:34:05,619:INFO:Creating metrics dataframe +2024-02-17 00:34:05,619:INFO:Uploading results into container +2024-02-17 00:34:05,619:INFO:Uploading model into container now +2024-02-17 00:34:05,619:INFO:_master_model_container: 51 +2024-02-17 00:34:05,619:INFO:_display_container: 11 +2024-02-17 00:34:05,619:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=3957, solver='auto', + tol=0.0001) +2024-02-17 00:34:05,619:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:05,731:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:05,731:INFO:Creating metrics dataframe +2024-02-17 00:34:05,749:INFO:Initializing Random Forest Classifier +2024-02-17 00:34:05,749:INFO:Total runtime is 0.046332041422526046 minutes +2024-02-17 00:34:05,749:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:05,749:INFO:Initializing create_model() +2024-02-17 00:34:05,749:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:05,749:INFO:Checking exceptions +2024-02-17 00:34:05,749:INFO:Importing libraries +2024-02-17 00:34:05,749:INFO:Copying training dataset +2024-02-17 00:34:05,757:INFO:Defining folds +2024-02-17 00:34:05,757:INFO:Declaring metric variables +2024-02-17 00:34:05,757:INFO:Importing untrained model +2024-02-17 00:34:05,768:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:34:05,784:INFO:Starting cross validation +2024-02-17 00:34:05,786:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:07,960:INFO:Calculating mean and std +2024-02-17 00:34:07,960:INFO:Creating metrics dataframe +2024-02-17 00:34:07,960:INFO:Uploading results into container +2024-02-17 00:34:07,960:INFO:Uploading model into container now +2024-02-17 00:34:07,960:INFO:_master_model_container: 52 +2024-02-17 00:34:07,960:INFO:_display_container: 11 +2024-02-17 00:34:07,960:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:34:07,960:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:08,089:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:08,089:INFO:Creating metrics dataframe +2024-02-17 00:34:08,102:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 00:34:08,102:INFO:Total runtime is 0.08555041948954265 minutes +2024-02-17 00:34:08,105:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:08,105:INFO:Initializing create_model() +2024-02-17 00:34:08,105:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:08,105:INFO:Checking exceptions +2024-02-17 00:34:08,105:INFO:Importing libraries +2024-02-17 00:34:08,105:INFO:Copying training dataset +2024-02-17 00:34:08,116:INFO:Defining folds +2024-02-17 00:34:08,116:INFO:Declaring metric variables +2024-02-17 00:34:08,116:INFO:Importing untrained model +2024-02-17 00:34:08,129:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 00:34:08,140:INFO:Starting cross validation +2024-02-17 00:34:08,143:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:08,290:INFO:Calculating mean and std +2024-02-17 00:34:08,290:INFO:Creating metrics dataframe +2024-02-17 00:34:08,295:INFO:Uploading results into container +2024-02-17 00:34:08,296:INFO:Uploading model into container now +2024-02-17 00:34:08,296:INFO:_master_model_container: 53 +2024-02-17 00:34:08,296:INFO:_display_container: 11 +2024-02-17 00:34:08,296:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 00:34:08,296:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:08,413:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:08,413:INFO:Creating metrics dataframe +2024-02-17 00:34:08,449:INFO:Initializing Ada Boost Classifier +2024-02-17 00:34:08,449:INFO:Total runtime is 0.09132720232009887 minutes +2024-02-17 00:34:08,449:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:08,449:INFO:Initializing create_model() +2024-02-17 00:34:08,449:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:08,449:INFO:Checking exceptions +2024-02-17 00:34:08,449:INFO:Importing libraries +2024-02-17 00:34:08,449:INFO:Copying training dataset +2024-02-17 00:34:08,465:INFO:Defining folds +2024-02-17 00:34:08,465:INFO:Declaring metric variables +2024-02-17 00:34:08,465:INFO:Importing untrained model +2024-02-17 00:34:08,478:INFO:Ada Boost Classifier Imported successfully +2024-02-17 00:34:08,490:INFO:Starting cross validation +2024-02-17 00:34:08,495:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:09,662:INFO:Calculating mean and std +2024-02-17 00:34:09,662:INFO:Creating metrics dataframe +2024-02-17 00:34:09,662:INFO:Uploading results into container +2024-02-17 00:34:09,662:INFO:Uploading model into container now +2024-02-17 00:34:09,662:INFO:_master_model_container: 54 +2024-02-17 00:34:09,662:INFO:_display_container: 11 +2024-02-17 00:34:09,662:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=3957) +2024-02-17 00:34:09,662:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:09,788:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:09,788:INFO:Creating metrics dataframe +2024-02-17 00:34:09,812:INFO:Initializing Gradient Boosting Classifier +2024-02-17 00:34:09,812:INFO:Total runtime is 0.11403967142105102 minutes +2024-02-17 00:34:09,813:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:09,813:INFO:Initializing create_model() +2024-02-17 00:34:09,813:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:09,813:INFO:Checking exceptions +2024-02-17 00:34:09,813:INFO:Importing libraries +2024-02-17 00:34:09,813:INFO:Copying training dataset +2024-02-17 00:34:09,813:INFO:Defining folds +2024-02-17 00:34:09,813:INFO:Declaring metric variables +2024-02-17 00:34:09,832:INFO:Importing untrained model +2024-02-17 00:34:09,835:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:34:09,845:INFO:Starting cross validation +2024-02-17 00:34:09,851:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:12,338:INFO:Calculating mean and std +2024-02-17 00:34:12,338:INFO:Creating metrics dataframe +2024-02-17 00:34:12,338:INFO:Uploading results into container +2024-02-17 00:34:12,338:INFO:Uploading model into container now +2024-02-17 00:34:12,338:INFO:_master_model_container: 55 +2024-02-17 00:34:12,338:INFO:_display_container: 11 +2024-02-17 00:34:12,338:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:34:12,338:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:12,443:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:12,443:INFO:Creating metrics dataframe +2024-02-17 00:34:12,464:INFO:Initializing Linear Discriminant Analysis +2024-02-17 00:34:12,464:INFO:Total runtime is 0.15823858578999836 minutes +2024-02-17 00:34:12,465:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:12,465:INFO:Initializing create_model() +2024-02-17 00:34:12,465:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:12,465:INFO:Checking exceptions +2024-02-17 00:34:12,465:INFO:Importing libraries +2024-02-17 00:34:12,465:INFO:Copying training dataset +2024-02-17 00:34:12,465:INFO:Defining folds +2024-02-17 00:34:12,465:INFO:Declaring metric variables +2024-02-17 00:34:12,465:INFO:Importing untrained model +2024-02-17 00:34:12,479:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 00:34:12,487:INFO:Starting cross validation +2024-02-17 00:34:12,487:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:12,591:INFO:Calculating mean and std +2024-02-17 00:34:12,592:INFO:Creating metrics dataframe +2024-02-17 00:34:12,596:INFO:Uploading results into container +2024-02-17 00:34:12,596:INFO:Uploading model into container now +2024-02-17 00:34:12,597:INFO:_master_model_container: 56 +2024-02-17 00:34:12,597:INFO:_display_container: 11 +2024-02-17 00:34:12,597:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 00:34:12,597:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:12,703:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:12,703:INFO:Creating metrics dataframe +2024-02-17 00:34:12,716:INFO:Initializing Extra Trees Classifier +2024-02-17 00:34:12,716:INFO:Total runtime is 0.16243582566579182 minutes +2024-02-17 00:34:12,716:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:12,716:INFO:Initializing create_model() +2024-02-17 00:34:12,716:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:12,716:INFO:Checking exceptions +2024-02-17 00:34:12,716:INFO:Importing libraries +2024-02-17 00:34:12,716:INFO:Copying training dataset +2024-02-17 00:34:12,729:INFO:Defining folds +2024-02-17 00:34:12,729:INFO:Declaring metric variables +2024-02-17 00:34:12,734:INFO:Importing untrained model +2024-02-17 00:34:12,736:INFO:Extra Trees Classifier Imported successfully +2024-02-17 00:34:12,745:INFO:Starting cross validation +2024-02-17 00:34:12,745:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:14,191:INFO:Calculating mean and std +2024-02-17 00:34:14,191:INFO:Creating metrics dataframe +2024-02-17 00:34:14,195:INFO:Uploading results into container +2024-02-17 00:34:14,199:INFO:Uploading model into container now +2024-02-17 00:34:14,199:INFO:_master_model_container: 57 +2024-02-17 00:34:14,199:INFO:_display_container: 11 +2024-02-17 00:34:14,199:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:34:14,199:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:14,313:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:14,313:INFO:Creating metrics dataframe +2024-02-17 00:34:14,325:INFO:Initializing Extreme Gradient Boosting +2024-02-17 00:34:14,325:INFO:Total runtime is 0.1892533540725708 minutes +2024-02-17 00:34:14,325:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:14,325:INFO:Initializing create_model() +2024-02-17 00:34:14,325:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:14,325:INFO:Checking exceptions +2024-02-17 00:34:14,325:INFO:Importing libraries +2024-02-17 00:34:14,325:INFO:Copying training dataset +2024-02-17 00:34:14,325:INFO:Defining folds +2024-02-17 00:34:14,325:INFO:Declaring metric variables +2024-02-17 00:34:14,340:INFO:Importing untrained model +2024-02-17 00:34:14,347:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:34:14,352:INFO:Starting cross validation +2024-02-17 00:34:14,352:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:14,845:INFO:Calculating mean and std +2024-02-17 00:34:14,846:INFO:Creating metrics dataframe +2024-02-17 00:34:14,846:INFO:Uploading results into container +2024-02-17 00:34:14,846:INFO:Uploading model into container now +2024-02-17 00:34:14,846:INFO:_master_model_container: 58 +2024-02-17 00:34:14,846:INFO:_display_container: 11 +2024-02-17 00:34:14,846:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:34:14,846:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:14,963:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:14,963:INFO:Creating metrics dataframe +2024-02-17 00:34:14,980:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 00:34:14,980:INFO:Total runtime is 0.2001773993174235 minutes +2024-02-17 00:34:14,982:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:14,982:INFO:Initializing create_model() +2024-02-17 00:34:14,982:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:14,982:INFO:Checking exceptions +2024-02-17 00:34:14,982:INFO:Importing libraries +2024-02-17 00:34:14,982:INFO:Copying training dataset +2024-02-17 00:34:14,989:INFO:Defining folds +2024-02-17 00:34:14,989:INFO:Declaring metric variables +2024-02-17 00:34:14,989:INFO:Importing untrained model +2024-02-17 00:34:14,998:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:34:15,001:INFO:Starting cross validation +2024-02-17 00:34:15,001:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:16,287:INFO:Calculating mean and std +2024-02-17 00:34:16,287:INFO:Creating metrics dataframe +2024-02-17 00:34:16,294:INFO:Uploading results into container +2024-02-17 00:34:16,294:INFO:Uploading model into container now +2024-02-17 00:34:16,295:INFO:_master_model_container: 59 +2024-02-17 00:34:16,295:INFO:_display_container: 11 +2024-02-17 00:34:16,295:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:34:16,295:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:16,415:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:16,415:INFO:Creating metrics dataframe +2024-02-17 00:34:16,433:INFO:Initializing CatBoost Classifier +2024-02-17 00:34:16,433:INFO:Total runtime is 0.22439242204030355 minutes +2024-02-17 00:34:16,437:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:16,437:INFO:Initializing create_model() +2024-02-17 00:34:16,437:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:16,437:INFO:Checking exceptions +2024-02-17 00:34:16,437:INFO:Importing libraries +2024-02-17 00:34:16,437:INFO:Copying training dataset +2024-02-17 00:34:16,448:INFO:Defining folds +2024-02-17 00:34:16,448:INFO:Declaring metric variables +2024-02-17 00:34:16,448:INFO:Importing untrained model +2024-02-17 00:34:16,448:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:34:16,462:INFO:Starting cross validation +2024-02-17 00:34:16,462:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:34,095:INFO:Calculating mean and std +2024-02-17 00:34:34,095:INFO:Creating metrics dataframe +2024-02-17 00:34:34,100:INFO:Uploading results into container +2024-02-17 00:34:34,102:INFO:Uploading model into container now +2024-02-17 00:34:34,102:INFO:_master_model_container: 60 +2024-02-17 00:34:34,102:INFO:_display_container: 11 +2024-02-17 00:34:34,102:INFO: +2024-02-17 00:34:34,102:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:34,206:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:34,206:INFO:Creating metrics dataframe +2024-02-17 00:34:34,230:INFO:Initializing Dummy Classifier +2024-02-17 00:34:34,233:INFO:Total runtime is 0.5210619489351909 minutes +2024-02-17 00:34:34,233:INFO:SubProcess create_model() called ================================== +2024-02-17 00:34:34,233:INFO:Initializing create_model() +2024-02-17 00:34:34,233:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:34,233:INFO:Checking exceptions +2024-02-17 00:34:34,233:INFO:Importing libraries +2024-02-17 00:34:34,233:INFO:Copying training dataset +2024-02-17 00:34:34,233:INFO:Defining folds +2024-02-17 00:34:34,233:INFO:Declaring metric variables +2024-02-17 00:34:34,246:INFO:Importing untrained model +2024-02-17 00:34:34,250:INFO:Dummy Classifier Imported successfully +2024-02-17 00:34:34,250:INFO:Starting cross validation +2024-02-17 00:34:34,250:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:34:34,310:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:34:34,310:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:34:34,310:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:34:34,310:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:34:34,310:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:34:34,342:INFO:Calculating mean and std +2024-02-17 00:34:34,342:INFO:Creating metrics dataframe +2024-02-17 00:34:34,342:INFO:Uploading results into container +2024-02-17 00:34:34,342:INFO:Uploading model into container now +2024-02-17 00:34:34,342:INFO:_master_model_container: 61 +2024-02-17 00:34:34,342:INFO:_display_container: 11 +2024-02-17 00:34:34,342:INFO:DummyClassifier(constant=None, random_state=3957, strategy='prior') +2024-02-17 00:34:34,342:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:34,459:INFO:SubProcess create_model() end ================================== +2024-02-17 00:34:34,459:INFO:Creating metrics dataframe +2024-02-17 00:34:34,490:INFO:Initializing create_model() +2024-02-17 00:34:34,490:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:34,490:INFO:Checking exceptions +2024-02-17 00:34:34,490:INFO:Importing libraries +2024-02-17 00:34:34,490:INFO:Copying training dataset +2024-02-17 00:34:34,499:INFO:Defining folds +2024-02-17 00:34:34,499:INFO:Declaring metric variables +2024-02-17 00:34:34,499:INFO:Importing untrained model +2024-02-17 00:34:34,499:INFO:Declaring custom model +2024-02-17 00:34:34,499:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:34:34,499:INFO:Cross validation set to False +2024-02-17 00:34:34,499:INFO:Fitting Model +2024-02-17 00:34:37,822:INFO: +2024-02-17 00:34:37,822:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:37,957:INFO:Initializing create_model() +2024-02-17 00:34:37,957:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:37,957:INFO:Checking exceptions +2024-02-17 00:34:37,958:INFO:Importing libraries +2024-02-17 00:34:37,958:INFO:Copying training dataset +2024-02-17 00:34:37,958:INFO:Defining folds +2024-02-17 00:34:37,958:INFO:Declaring metric variables +2024-02-17 00:34:37,958:INFO:Importing untrained model +2024-02-17 00:34:37,958:INFO:Declaring custom model +2024-02-17 00:34:37,966:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:34:37,966:INFO:Cross validation set to False +2024-02-17 00:34:37,966:INFO:Fitting Model +2024-02-17 00:34:38,069:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:34:38,069:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:38,203:INFO:Initializing create_model() +2024-02-17 00:34:38,203:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:38,206:INFO:Checking exceptions +2024-02-17 00:34:38,208:INFO:Importing libraries +2024-02-17 00:34:38,208:INFO:Copying training dataset +2024-02-17 00:34:38,208:INFO:Defining folds +2024-02-17 00:34:38,208:INFO:Declaring metric variables +2024-02-17 00:34:38,208:INFO:Importing untrained model +2024-02-17 00:34:38,208:INFO:Declaring custom model +2024-02-17 00:34:38,208:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:34:38,213:INFO:Cross validation set to False +2024-02-17 00:34:38,213:INFO:Fitting Model +2024-02-17 00:34:38,229:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:34:38,230:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001310 seconds. +2024-02-17 00:34:38,230:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 00:34:38,230:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:34:38,230:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:34:38,230:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:34:38,293:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:34:38,293:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:38,437:INFO:Initializing create_model() +2024-02-17 00:34:38,437:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:34:38,437:INFO:Checking exceptions +2024-02-17 00:34:38,443:INFO:Importing libraries +2024-02-17 00:34:38,443:INFO:Copying training dataset +2024-02-17 00:34:38,443:INFO:Defining folds +2024-02-17 00:34:38,443:INFO:Declaring metric variables +2024-02-17 00:34:38,443:INFO:Importing untrained model +2024-02-17 00:34:38,443:INFO:Declaring custom model +2024-02-17 00:34:38,449:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:34:38,449:INFO:Cross validation set to False +2024-02-17 00:34:38,449:INFO:Fitting Model +2024-02-17 00:34:38,763:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:34:38,763:INFO:create_model() successfully completed...................................... +2024-02-17 00:34:38,898:INFO:_master_model_container: 61 +2024-02-17 00:34:38,898:INFO:_display_container: 11 +2024-02-17 00:34:38,906:INFO:[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False)] +2024-02-17 00:34:38,906:INFO:compare_models() successfully completed...................................... +2024-02-17 00:35:02,606:INFO:Initializing tune_model() +2024-02-17 00:35:02,606:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:35:02,606:INFO:Checking exceptions +2024-02-17 00:35:02,632:INFO:Copying training dataset +2024-02-17 00:35:02,632:INFO:Checking base model +2024-02-17 00:35:02,632:INFO:Base model : CatBoost Classifier +2024-02-17 00:35:02,639:INFO:Declaring metric variables +2024-02-17 00:35:02,639:INFO:Defining Hyperparameters +2024-02-17 00:35:02,775:INFO:Tuning with n_jobs=-1 +2024-02-17 00:35:02,775:INFO:Initializing RandomizedSearchCV +2024-02-17 00:36:08,416:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py:378: FitFailedWarning: +10 fits failed out of a total of 100. +The score on these train-test partitions for these parameters will be set to nan. +If these failures are not expected, you can try to debug them by setting error_score='raise'. + +Below are more details about the failures: +-------------------------------------------------------------------------------- +10 fits failed with the following error: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py", line 686, in _fit_and_score + estimator.fit(X_train, y_train, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 275, in fit + fitted_estimator = self._memory_fit( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\joblib\memory.py", line 353, in __call__ + return self.func(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 68, in _fit_one + transformer.fit(*args, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 5100, in fit + self._fit(X, y, cat_features, text_features, embedding_features, None, sample_weight, None, None, None, None, baseline, use_best_model, + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2303, in _fit + train_params = self._prepare_train_params( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2230, in _prepare_train_params + _check_train_params(params) + File "_catboost.pyx", line 6105, in _catboost._check_train_params + File "_catboost.pyx", line 6124, in _catboost._check_train_params +_catboost.CatBoostError: C:/Go_Agent/pipelines/BuildMaster/catboost.git/catboost/private/libs/options/boosting_options.cpp:79: Learning rate should be non-zero + + warnings.warn(some_fits_failed_message, FitFailedWarning) + +2024-02-17 00:36:08,416:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.84742268 0.80574374 nan 0.90029455 0.8353461 0.90795287 + 0.92076583 0.82268041 0.86023564 0.88468336] + warnings.warn( + +2024-02-17 00:36:08,416:INFO:best_params: {'actual_estimator__random_strength': 0.5, 'actual_estimator__n_estimators': 250, 'actual_estimator__l2_leaf_reg': 6, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 8} +2024-02-17 00:36:08,416:INFO:Hyperparameter search completed +2024-02-17 00:36:08,416:INFO:SubProcess create_model() called ================================== +2024-02-17 00:36:08,421:INFO:Initializing create_model() +2024-02-17 00:36:08,421:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.5, 'n_estimators': 250, 'l2_leaf_reg': 6, 'eta': 0.1, 'depth': 8}) +2024-02-17 00:36:08,421:INFO:Checking exceptions +2024-02-17 00:36:08,421:INFO:Importing libraries +2024-02-17 00:36:08,421:INFO:Copying training dataset +2024-02-17 00:36:08,429:INFO:Defining folds +2024-02-17 00:36:08,429:INFO:Declaring metric variables +2024-02-17 00:36:08,437:INFO:Importing untrained model +2024-02-17 00:36:08,437:INFO:Declaring custom model +2024-02-17 00:36:08,438:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:36:08,453:INFO:Starting cross validation +2024-02-17 00:36:08,453:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:36:16,744:INFO:Calculating mean and std +2024-02-17 00:36:16,744:INFO:Creating metrics dataframe +2024-02-17 00:36:16,758:INFO:Finalizing model +2024-02-17 00:36:18,267:INFO:Uploading results into container +2024-02-17 00:36:18,269:INFO:Uploading model into container now +2024-02-17 00:36:18,269:INFO:_master_model_container: 62 +2024-02-17 00:36:18,271:INFO:_display_container: 12 +2024-02-17 00:36:18,271:INFO: +2024-02-17 00:36:18,271:INFO:create_model() successfully completed...................................... +2024-02-17 00:36:18,388:INFO:SubProcess create_model() end ================================== +2024-02-17 00:36:18,388:INFO:choose_better activated +2024-02-17 00:36:18,403:INFO:SubProcess create_model() called ================================== +2024-02-17 00:36:18,403:INFO:Initializing create_model() +2024-02-17 00:36:18,403:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:36:18,403:INFO:Checking exceptions +2024-02-17 00:36:18,407:INFO:Importing libraries +2024-02-17 00:36:18,407:INFO:Copying training dataset +2024-02-17 00:36:18,407:INFO:Defining folds +2024-02-17 00:36:18,407:INFO:Declaring metric variables +2024-02-17 00:36:18,407:INFO:Importing untrained model +2024-02-17 00:36:18,407:INFO:Declaring custom model +2024-02-17 00:36:18,407:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:36:18,407:INFO:Starting cross validation +2024-02-17 00:36:18,407:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:36:36,350:INFO:Calculating mean and std +2024-02-17 00:36:36,350:INFO:Creating metrics dataframe +2024-02-17 00:36:36,353:INFO:Finalizing model +2024-02-17 00:36:40,537:INFO:Uploading results into container +2024-02-17 00:36:40,537:INFO:Uploading model into container now +2024-02-17 00:36:40,537:INFO:_master_model_container: 63 +2024-02-17 00:36:40,537:INFO:_display_container: 13 +2024-02-17 00:36:40,537:INFO: +2024-02-17 00:36:40,537:INFO:create_model() successfully completed...................................... +2024-02-17 00:36:40,670:INFO:SubProcess create_model() end ================================== +2024-02-17 00:36:40,670:INFO: result for Accuracy is 0.9227 +2024-02-17 00:36:40,670:INFO: result for Accuracy is 0.9208 +2024-02-17 00:36:40,670:INFO: is best model +2024-02-17 00:36:40,670:INFO:choose_better completed +2024-02-17 00:36:40,670:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:36:40,686:INFO:_master_model_container: 63 +2024-02-17 00:36:40,686:INFO:_display_container: 12 +2024-02-17 00:36:40,687:INFO: +2024-02-17 00:36:40,687:INFO:tune_model() successfully completed...................................... +2024-02-17 00:36:40,804:INFO:Initializing tune_model() +2024-02-17 00:36:40,804:INFO:tune_model(estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:36:40,804:INFO:Checking exceptions +2024-02-17 00:36:40,841:INFO:Copying training dataset +2024-02-17 00:36:40,853:INFO:Checking base model +2024-02-17 00:36:40,853:INFO:Base model : Extreme Gradient Boosting +2024-02-17 00:36:40,861:INFO:Declaring metric variables +2024-02-17 00:36:40,869:INFO:Defining Hyperparameters +2024-02-17 00:36:41,006:INFO:Tuning with n_jobs=-1 +2024-02-17 00:36:41,006:INFO:Initializing RandomizedSearchCV +2024-02-17 00:36:49,564:INFO:best_params: {'actual_estimator__subsample': 0.7, 'actual_estimator__scale_pos_weight': 13.4, 'actual_estimator__reg_lambda': 0.005, 'actual_estimator__reg_alpha': 0.005, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_child_weight': 3, 'actual_estimator__max_depth': 10, 'actual_estimator__learning_rate': 0.15, 'actual_estimator__colsample_bytree': 0.7} +2024-02-17 00:36:49,564:INFO:Hyperparameter search completed +2024-02-17 00:36:49,564:INFO:SubProcess create_model() called ================================== +2024-02-17 00:36:49,564:INFO:Initializing create_model() +2024-02-17 00:36:49,564:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.7, 'scale_pos_weight': 13.4, 'reg_lambda': 0.005, 'reg_alpha': 0.005, 'n_estimators': 150, 'min_child_weight': 3, 'max_depth': 10, 'learning_rate': 0.15, 'colsample_bytree': 0.7}) +2024-02-17 00:36:49,570:INFO:Checking exceptions +2024-02-17 00:36:49,570:INFO:Importing libraries +2024-02-17 00:36:49,570:INFO:Copying training dataset +2024-02-17 00:36:49,579:INFO:Defining folds +2024-02-17 00:36:49,579:INFO:Declaring metric variables +2024-02-17 00:36:49,579:INFO:Importing untrained model +2024-02-17 00:36:49,579:INFO:Declaring custom model +2024-02-17 00:36:49,591:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:36:49,603:INFO:Starting cross validation +2024-02-17 00:36:49,604:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:36:51,031:INFO:Calculating mean and std +2024-02-17 00:36:51,031:INFO:Creating metrics dataframe +2024-02-17 00:36:51,038:INFO:Finalizing model +2024-02-17 00:36:51,299:INFO:Uploading results into container +2024-02-17 00:36:51,299:INFO:Uploading model into container now +2024-02-17 00:36:51,299:INFO:_master_model_container: 64 +2024-02-17 00:36:51,299:INFO:_display_container: 13 +2024-02-17 00:36:51,299:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:36:51,299:INFO:create_model() successfully completed...................................... +2024-02-17 00:36:51,418:INFO:SubProcess create_model() end ================================== +2024-02-17 00:36:51,418:INFO:choose_better activated +2024-02-17 00:36:51,434:INFO:SubProcess create_model() called ================================== +2024-02-17 00:36:51,434:INFO:Initializing create_model() +2024-02-17 00:36:51,434:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:36:51,434:INFO:Checking exceptions +2024-02-17 00:36:51,434:INFO:Importing libraries +2024-02-17 00:36:51,434:INFO:Copying training dataset +2024-02-17 00:36:51,434:INFO:Defining folds +2024-02-17 00:36:51,434:INFO:Declaring metric variables +2024-02-17 00:36:51,434:INFO:Importing untrained model +2024-02-17 00:36:51,434:INFO:Declaring custom model +2024-02-17 00:36:51,434:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:36:51,434:INFO:Starting cross validation +2024-02-17 00:36:51,434:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:36:51,946:INFO:Calculating mean and std +2024-02-17 00:36:51,946:INFO:Creating metrics dataframe +2024-02-17 00:36:51,946:INFO:Finalizing model +2024-02-17 00:36:52,037:INFO:Uploading results into container +2024-02-17 00:36:52,050:INFO:Uploading model into container now +2024-02-17 00:36:52,050:INFO:_master_model_container: 65 +2024-02-17 00:36:52,050:INFO:_display_container: 14 +2024-02-17 00:36:52,050:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:36:52,050:INFO:create_model() successfully completed...................................... +2024-02-17 00:36:52,171:INFO:SubProcess create_model() end ================================== +2024-02-17 00:36:52,171:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9212 +2024-02-17 00:36:52,171:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9103 +2024-02-17 00:36:52,171:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) is best model +2024-02-17 00:36:52,171:INFO:choose_better completed +2024-02-17 00:36:52,171:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:36:52,190:INFO:_master_model_container: 65 +2024-02-17 00:36:52,190:INFO:_display_container: 13 +2024-02-17 00:36:52,190:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:36:52,190:INFO:tune_model() successfully completed...................................... +2024-02-17 00:36:52,315:INFO:Initializing tune_model() +2024-02-17 00:36:52,315:INFO:tune_model(estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:36:52,315:INFO:Checking exceptions +2024-02-17 00:36:52,331:INFO:Copying training dataset +2024-02-17 00:36:52,331:INFO:Checking base model +2024-02-17 00:36:52,331:INFO:Base model : Light Gradient Boosting Machine +2024-02-17 00:36:52,337:INFO:Declaring metric variables +2024-02-17 00:36:52,337:INFO:Defining Hyperparameters +2024-02-17 00:36:52,458:INFO:Tuning with n_jobs=-1 +2024-02-17 00:36:52,458:INFO:Initializing RandomizedSearchCV +2024-02-17 00:37:08,771:INFO:best_params: {'actual_estimator__reg_lambda': 0.0001, 'actual_estimator__reg_alpha': 0.15, 'actual_estimator__num_leaves': 8, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_split_gain': 0.1, 'actual_estimator__min_child_samples': 41, 'actual_estimator__learning_rate': 0.2, 'actual_estimator__feature_fraction': 0.7, 'actual_estimator__bagging_freq': 5, 'actual_estimator__bagging_fraction': 1.0} +2024-02-17 00:37:08,771:INFO:Hyperparameter search completed +2024-02-17 00:37:08,771:INFO:SubProcess create_model() called ================================== +2024-02-17 00:37:08,771:INFO:Initializing create_model() +2024-02-17 00:37:08,771:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'reg_lambda': 0.0001, 'reg_alpha': 0.15, 'num_leaves': 8, 'n_estimators': 150, 'min_split_gain': 0.1, 'min_child_samples': 41, 'learning_rate': 0.2, 'feature_fraction': 0.7, 'bagging_freq': 5, 'bagging_fraction': 1.0}) +2024-02-17 00:37:08,771:INFO:Checking exceptions +2024-02-17 00:37:08,771:INFO:Importing libraries +2024-02-17 00:37:08,771:INFO:Copying training dataset +2024-02-17 00:37:08,778:INFO:Defining folds +2024-02-17 00:37:08,778:INFO:Declaring metric variables +2024-02-17 00:37:08,786:INFO:Importing untrained model +2024-02-17 00:37:08,786:INFO:Declaring custom model +2024-02-17 00:37:08,791:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:37:08,791:INFO:Starting cross validation +2024-02-17 00:37:08,791:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:37:09,535:INFO:Calculating mean and std +2024-02-17 00:37:09,535:INFO:Creating metrics dataframe +2024-02-17 00:37:09,542:INFO:Finalizing model +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000736 seconds. +2024-02-17 00:37:09,557:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 00:37:09,557:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:37:09,557:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:37:09,678:INFO:Uploading results into container +2024-02-17 00:37:09,679:INFO:Uploading model into container now +2024-02-17 00:37:09,679:INFO:_master_model_container: 66 +2024-02-17 00:37:09,680:INFO:_display_container: 14 +2024-02-17 00:37:09,680:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:37:09,680:INFO:create_model() successfully completed...................................... +2024-02-17 00:37:09,805:INFO:SubProcess create_model() end ================================== +2024-02-17 00:37:09,805:INFO:choose_better activated +2024-02-17 00:37:09,805:INFO:SubProcess create_model() called ================================== +2024-02-17 00:37:09,816:INFO:Initializing create_model() +2024-02-17 00:37:09,816:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:37:09,816:INFO:Checking exceptions +2024-02-17 00:37:09,816:INFO:Importing libraries +2024-02-17 00:37:09,816:INFO:Copying training dataset +2024-02-17 00:37:09,816:INFO:Defining folds +2024-02-17 00:37:09,816:INFO:Declaring metric variables +2024-02-17 00:37:09,816:INFO:Importing untrained model +2024-02-17 00:37:09,816:INFO:Declaring custom model +2024-02-17 00:37:09,816:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:37:09,816:INFO:Starting cross validation +2024-02-17 00:37:09,816:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:37:11,049:INFO:Calculating mean and std +2024-02-17 00:37:11,049:INFO:Creating metrics dataframe +2024-02-17 00:37:11,049:INFO:Finalizing model +2024-02-17 00:37:11,065:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:37:11,065:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000508 seconds. +2024-02-17 00:37:11,065:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:37:11,065:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:37:11,065:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:37:11,065:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:37:11,065:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:37:11,186:INFO:Uploading results into container +2024-02-17 00:37:11,186:INFO:Uploading model into container now +2024-02-17 00:37:11,186:INFO:_master_model_container: 67 +2024-02-17 00:37:11,186:INFO:_display_container: 15 +2024-02-17 00:37:11,186:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:37:11,186:INFO:create_model() successfully completed...................................... +2024-02-17 00:37:11,322:INFO:SubProcess create_model() end ================================== +2024-02-17 00:37:11,322:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9205 +2024-02-17 00:37:11,322:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9193 +2024-02-17 00:37:11,322:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) is best model +2024-02-17 00:37:11,322:INFO:choose_better completed +2024-02-17 00:37:11,322:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:37:11,343:INFO:_master_model_container: 67 +2024-02-17 00:37:11,343:INFO:_display_container: 14 +2024-02-17 00:37:11,346:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:37:11,346:INFO:tune_model() successfully completed...................................... +2024-02-17 00:37:11,468:INFO:Initializing tune_model() +2024-02-17 00:37:11,468:INFO:tune_model(estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:37:11,468:INFO:Checking exceptions +2024-02-17 00:37:11,483:INFO:Copying training dataset +2024-02-17 00:37:11,483:INFO:Checking base model +2024-02-17 00:37:11,483:INFO:Base model : Random Forest Classifier +2024-02-17 00:37:11,483:INFO:Declaring metric variables +2024-02-17 00:37:11,498:INFO:Defining Hyperparameters +2024-02-17 00:37:11,616:INFO:Tuning with n_jobs=-1 +2024-02-17 00:37:11,616:INFO:Initializing RandomizedSearchCV +2024-02-17 00:37:23,901:INFO:best_params: {'actual_estimator__n_estimators': 100, 'actual_estimator__min_samples_split': 9, 'actual_estimator__min_samples_leaf': 4, 'actual_estimator__min_impurity_decrease': 0.0005, 'actual_estimator__max_features': 'log2', 'actual_estimator__max_depth': 5, 'actual_estimator__criterion': 'gini', 'actual_estimator__class_weight': 'balanced', 'actual_estimator__bootstrap': False} +2024-02-17 00:37:23,901:INFO:Hyperparameter search completed +2024-02-17 00:37:23,901:INFO:SubProcess create_model() called ================================== +2024-02-17 00:37:23,901:INFO:Initializing create_model() +2024-02-17 00:37:23,901:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'n_estimators': 100, 'min_samples_split': 9, 'min_samples_leaf': 4, 'min_impurity_decrease': 0.0005, 'max_features': 'log2', 'max_depth': 5, 'criterion': 'gini', 'class_weight': 'balanced', 'bootstrap': False}) +2024-02-17 00:37:23,901:INFO:Checking exceptions +2024-02-17 00:37:23,901:INFO:Importing libraries +2024-02-17 00:37:23,905:INFO:Copying training dataset +2024-02-17 00:37:23,909:INFO:Defining folds +2024-02-17 00:37:23,909:INFO:Declaring metric variables +2024-02-17 00:37:23,909:INFO:Importing untrained model +2024-02-17 00:37:23,916:INFO:Declaring custom model +2024-02-17 00:37:23,916:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:37:23,931:INFO:Starting cross validation +2024-02-17 00:37:23,932:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:37:25,503:INFO:Calculating mean and std +2024-02-17 00:37:25,506:INFO:Creating metrics dataframe +2024-02-17 00:37:25,506:INFO:Finalizing model +2024-02-17 00:37:25,828:INFO:Uploading results into container +2024-02-17 00:37:25,830:INFO:Uploading model into container now +2024-02-17 00:37:25,830:INFO:_master_model_container: 68 +2024-02-17 00:37:25,830:INFO:_display_container: 15 +2024-02-17 00:37:25,830:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:37:25,830:INFO:create_model() successfully completed...................................... +2024-02-17 00:37:25,969:INFO:SubProcess create_model() end ================================== +2024-02-17 00:37:25,969:INFO:choose_better activated +2024-02-17 00:37:25,973:INFO:SubProcess create_model() called ================================== +2024-02-17 00:37:25,973:INFO:Initializing create_model() +2024-02-17 00:37:25,973:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:37:25,973:INFO:Checking exceptions +2024-02-17 00:37:25,973:INFO:Importing libraries +2024-02-17 00:37:25,973:INFO:Copying training dataset +2024-02-17 00:37:25,985:INFO:Defining folds +2024-02-17 00:37:25,985:INFO:Declaring metric variables +2024-02-17 00:37:25,985:INFO:Importing untrained model +2024-02-17 00:37:25,985:INFO:Declaring custom model +2024-02-17 00:37:25,985:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:37:25,985:INFO:Starting cross validation +2024-02-17 00:37:25,990:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:37:28,440:INFO:Calculating mean and std +2024-02-17 00:37:28,440:INFO:Creating metrics dataframe +2024-02-17 00:37:28,440:INFO:Finalizing model +2024-02-17 00:37:28,739:INFO:Uploading results into container +2024-02-17 00:37:28,739:INFO:Uploading model into container now +2024-02-17 00:37:28,739:INFO:_master_model_container: 69 +2024-02-17 00:37:28,739:INFO:_display_container: 16 +2024-02-17 00:37:28,739:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:37:28,739:INFO:create_model() successfully completed...................................... +2024-02-17 00:37:28,856:INFO:SubProcess create_model() end ================================== +2024-02-17 00:37:28,856:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.9162 +2024-02-17 00:37:28,856:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.8414 +2024-02-17 00:37:28,856:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) is best model +2024-02-17 00:37:28,856:INFO:choose_better completed +2024-02-17 00:37:28,856:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:37:28,872:INFO:_master_model_container: 69 +2024-02-17 00:37:28,873:INFO:_display_container: 15 +2024-02-17 00:37:28,874:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:37:28,874:INFO:tune_model() successfully completed...................................... +2024-02-17 00:38:42,163:INFO:Initializing compare_models() +2024-02-17 00:38:42,163:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=3, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 3, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 00:38:42,163:INFO:Checking exceptions +2024-02-17 00:38:42,167:INFO:Preparing display monitor +2024-02-17 00:38:42,193:INFO:Initializing Logistic Regression +2024-02-17 00:38:42,193:INFO:Total runtime is 0.0 minutes +2024-02-17 00:38:42,201:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:42,201:INFO:Initializing create_model() +2024-02-17 00:38:42,201:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:42,201:INFO:Checking exceptions +2024-02-17 00:38:42,201:INFO:Importing libraries +2024-02-17 00:38:42,201:INFO:Copying training dataset +2024-02-17 00:38:42,210:INFO:Defining folds +2024-02-17 00:38:42,210:INFO:Declaring metric variables +2024-02-17 00:38:42,210:INFO:Importing untrained model +2024-02-17 00:38:42,218:INFO:Logistic Regression Imported successfully +2024-02-17 00:38:42,226:INFO:Starting cross validation +2024-02-17 00:38:42,226:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:43,126:INFO:Calculating mean and std +2024-02-17 00:38:43,126:INFO:Creating metrics dataframe +2024-02-17 00:38:43,130:INFO:Uploading results into container +2024-02-17 00:38:43,130:INFO:Uploading model into container now +2024-02-17 00:38:43,130:INFO:_master_model_container: 70 +2024-02-17 00:38:43,130:INFO:_display_container: 16 +2024-02-17 00:38:43,130:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=3957, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 00:38:43,130:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:43,268:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:43,268:INFO:Creating metrics dataframe +2024-02-17 00:38:43,271:INFO:Initializing K Neighbors Classifier +2024-02-17 00:38:43,271:INFO:Total runtime is 0.017977972825368244 minutes +2024-02-17 00:38:43,279:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:43,279:INFO:Initializing create_model() +2024-02-17 00:38:43,279:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:43,279:INFO:Checking exceptions +2024-02-17 00:38:43,279:INFO:Importing libraries +2024-02-17 00:38:43,279:INFO:Copying training dataset +2024-02-17 00:38:43,288:INFO:Defining folds +2024-02-17 00:38:43,288:INFO:Declaring metric variables +2024-02-17 00:38:43,288:INFO:Importing untrained model +2024-02-17 00:38:43,296:INFO:K Neighbors Classifier Imported successfully +2024-02-17 00:38:43,304:INFO:Starting cross validation +2024-02-17 00:38:43,304:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:43,503:INFO:Calculating mean and std +2024-02-17 00:38:43,503:INFO:Creating metrics dataframe +2024-02-17 00:38:43,503:INFO:Uploading results into container +2024-02-17 00:38:43,510:INFO:Uploading model into container now +2024-02-17 00:38:43,510:INFO:_master_model_container: 71 +2024-02-17 00:38:43,510:INFO:_display_container: 16 +2024-02-17 00:38:43,510:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 00:38:43,510:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:43,614:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:43,614:INFO:Creating metrics dataframe +2024-02-17 00:38:43,627:INFO:Initializing Naive Bayes +2024-02-17 00:38:43,627:INFO:Total runtime is 0.023903143405914304 minutes +2024-02-17 00:38:43,627:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:43,627:INFO:Initializing create_model() +2024-02-17 00:38:43,627:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:43,627:INFO:Checking exceptions +2024-02-17 00:38:43,627:INFO:Importing libraries +2024-02-17 00:38:43,627:INFO:Copying training dataset +2024-02-17 00:38:43,639:INFO:Defining folds +2024-02-17 00:38:43,639:INFO:Declaring metric variables +2024-02-17 00:38:43,643:INFO:Importing untrained model +2024-02-17 00:38:43,646:INFO:Naive Bayes Imported successfully +2024-02-17 00:38:43,652:INFO:Starting cross validation +2024-02-17 00:38:43,653:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:43,740:INFO:Calculating mean and std +2024-02-17 00:38:43,740:INFO:Creating metrics dataframe +2024-02-17 00:38:43,744:INFO:Uploading results into container +2024-02-17 00:38:43,744:INFO:Uploading model into container now +2024-02-17 00:38:43,744:INFO:_master_model_container: 72 +2024-02-17 00:38:43,744:INFO:_display_container: 16 +2024-02-17 00:38:43,744:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 00:38:43,744:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:43,844:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:43,844:INFO:Creating metrics dataframe +2024-02-17 00:38:43,862:INFO:Initializing Decision Tree Classifier +2024-02-17 00:38:43,863:INFO:Total runtime is 0.02784008979797363 minutes +2024-02-17 00:38:43,863:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:43,863:INFO:Initializing create_model() +2024-02-17 00:38:43,863:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:43,863:INFO:Checking exceptions +2024-02-17 00:38:43,863:INFO:Importing libraries +2024-02-17 00:38:43,863:INFO:Copying training dataset +2024-02-17 00:38:43,869:INFO:Defining folds +2024-02-17 00:38:43,869:INFO:Declaring metric variables +2024-02-17 00:38:43,877:INFO:Importing untrained model +2024-02-17 00:38:43,882:INFO:Decision Tree Classifier Imported successfully +2024-02-17 00:38:43,893:INFO:Starting cross validation +2024-02-17 00:38:43,893:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:44,143:INFO:Calculating mean and std +2024-02-17 00:38:44,143:INFO:Creating metrics dataframe +2024-02-17 00:38:44,147:INFO:Uploading results into container +2024-02-17 00:38:44,147:INFO:Uploading model into container now +2024-02-17 00:38:44,147:INFO:_master_model_container: 73 +2024-02-17 00:38:44,147:INFO:_display_container: 16 +2024-02-17 00:38:44,147:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=3957, splitter='best') +2024-02-17 00:38:44,147:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:44,260:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:44,260:INFO:Creating metrics dataframe +2024-02-17 00:38:44,279:INFO:Initializing SVM - Linear Kernel +2024-02-17 00:38:44,279:INFO:Total runtime is 0.034768807888031 minutes +2024-02-17 00:38:44,279:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:44,279:INFO:Initializing create_model() +2024-02-17 00:38:44,279:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:44,279:INFO:Checking exceptions +2024-02-17 00:38:44,279:INFO:Importing libraries +2024-02-17 00:38:44,279:INFO:Copying training dataset +2024-02-17 00:38:44,279:INFO:Defining folds +2024-02-17 00:38:44,279:INFO:Declaring metric variables +2024-02-17 00:38:44,294:INFO:Importing untrained model +2024-02-17 00:38:44,301:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 00:38:44,301:INFO:Starting cross validation +2024-02-17 00:38:44,310:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:44,470:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,476:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,476:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,481:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,486:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,497:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,508:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,516:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,584:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,599:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,621:INFO:Calculating mean and std +2024-02-17 00:38:44,621:INFO:Creating metrics dataframe +2024-02-17 00:38:44,628:INFO:Uploading results into container +2024-02-17 00:38:44,629:INFO:Uploading model into container now +2024-02-17 00:38:44,629:INFO:_master_model_container: 74 +2024-02-17 00:38:44,629:INFO:_display_container: 16 +2024-02-17 00:38:44,629:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=3957, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 00:38:44,629:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:44,744:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:44,744:INFO:Creating metrics dataframe +2024-02-17 00:38:44,751:INFO:Initializing Ridge Classifier +2024-02-17 00:38:44,751:INFO:Total runtime is 0.042631189028422035 minutes +2024-02-17 00:38:44,760:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:44,762:INFO:Initializing create_model() +2024-02-17 00:38:44,762:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:44,762:INFO:Checking exceptions +2024-02-17 00:38:44,762:INFO:Importing libraries +2024-02-17 00:38:44,762:INFO:Copying training dataset +2024-02-17 00:38:44,768:INFO:Defining folds +2024-02-17 00:38:44,768:INFO:Declaring metric variables +2024-02-17 00:38:44,770:INFO:Importing untrained model +2024-02-17 00:38:44,772:INFO:Ridge Classifier Imported successfully +2024-02-17 00:38:44,782:INFO:Starting cross validation +2024-02-17 00:38:44,785:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:44,827:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,827:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,827:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,840:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,843:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,843:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,843:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,849:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,861:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:38:44,873:INFO:Calculating mean and std +2024-02-17 00:38:44,873:INFO:Creating metrics dataframe +2024-02-17 00:38:44,876:INFO:Uploading results into container +2024-02-17 00:38:44,876:INFO:Uploading model into container now +2024-02-17 00:38:44,876:INFO:_master_model_container: 75 +2024-02-17 00:38:44,876:INFO:_display_container: 16 +2024-02-17 00:38:44,876:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=3957, solver='auto', + tol=0.0001) +2024-02-17 00:38:44,876:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:44,981:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:44,981:INFO:Creating metrics dataframe +2024-02-17 00:38:44,996:INFO:Initializing Random Forest Classifier +2024-02-17 00:38:44,996:INFO:Total runtime is 0.04672536849975586 minutes +2024-02-17 00:38:44,996:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:44,996:INFO:Initializing create_model() +2024-02-17 00:38:44,996:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:44,996:INFO:Checking exceptions +2024-02-17 00:38:44,996:INFO:Importing libraries +2024-02-17 00:38:44,996:INFO:Copying training dataset +2024-02-17 00:38:45,011:INFO:Defining folds +2024-02-17 00:38:45,011:INFO:Declaring metric variables +2024-02-17 00:38:45,014:INFO:Importing untrained model +2024-02-17 00:38:45,014:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:38:45,026:INFO:Starting cross validation +2024-02-17 00:38:45,026:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:46,677:INFO:Calculating mean and std +2024-02-17 00:38:46,678:INFO:Creating metrics dataframe +2024-02-17 00:38:46,679:INFO:Uploading results into container +2024-02-17 00:38:46,679:INFO:Uploading model into container now +2024-02-17 00:38:46,679:INFO:_master_model_container: 76 +2024-02-17 00:38:46,679:INFO:_display_container: 16 +2024-02-17 00:38:46,679:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:38:46,679:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:46,794:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:46,794:INFO:Creating metrics dataframe +2024-02-17 00:38:46,794:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 00:38:46,794:INFO:Total runtime is 0.07668073574701945 minutes +2024-02-17 00:38:46,805:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:46,805:INFO:Initializing create_model() +2024-02-17 00:38:46,805:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:46,805:INFO:Checking exceptions +2024-02-17 00:38:46,805:INFO:Importing libraries +2024-02-17 00:38:46,805:INFO:Copying training dataset +2024-02-17 00:38:46,808:INFO:Defining folds +2024-02-17 00:38:46,808:INFO:Declaring metric variables +2024-02-17 00:38:46,808:INFO:Importing untrained model +2024-02-17 00:38:46,821:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 00:38:46,830:INFO:Starting cross validation +2024-02-17 00:38:46,830:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:46,923:INFO:Calculating mean and std +2024-02-17 00:38:46,923:INFO:Creating metrics dataframe +2024-02-17 00:38:46,923:INFO:Uploading results into container +2024-02-17 00:38:46,923:INFO:Uploading model into container now +2024-02-17 00:38:46,923:INFO:_master_model_container: 77 +2024-02-17 00:38:46,923:INFO:_display_container: 16 +2024-02-17 00:38:46,923:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 00:38:46,923:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:47,024:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:47,024:INFO:Creating metrics dataframe +2024-02-17 00:38:47,040:INFO:Initializing Ada Boost Classifier +2024-02-17 00:38:47,040:INFO:Total runtime is 0.08078121741612752 minutes +2024-02-17 00:38:47,040:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:47,040:INFO:Initializing create_model() +2024-02-17 00:38:47,040:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:47,040:INFO:Checking exceptions +2024-02-17 00:38:47,040:INFO:Importing libraries +2024-02-17 00:38:47,040:INFO:Copying training dataset +2024-02-17 00:38:47,055:INFO:Defining folds +2024-02-17 00:38:47,055:INFO:Declaring metric variables +2024-02-17 00:38:47,055:INFO:Importing untrained model +2024-02-17 00:38:47,066:INFO:Ada Boost Classifier Imported successfully +2024-02-17 00:38:47,081:INFO:Starting cross validation +2024-02-17 00:38:47,081:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:47,860:INFO:Calculating mean and std +2024-02-17 00:38:47,860:INFO:Creating metrics dataframe +2024-02-17 00:38:47,860:INFO:Uploading results into container +2024-02-17 00:38:47,860:INFO:Uploading model into container now +2024-02-17 00:38:47,860:INFO:_master_model_container: 78 +2024-02-17 00:38:47,860:INFO:_display_container: 16 +2024-02-17 00:38:47,860:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=3957) +2024-02-17 00:38:47,860:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:47,972:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:47,972:INFO:Creating metrics dataframe +2024-02-17 00:38:47,974:INFO:Initializing Gradient Boosting Classifier +2024-02-17 00:38:47,974:INFO:Total runtime is 0.09636147022247314 minutes +2024-02-17 00:38:47,987:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:47,987:INFO:Initializing create_model() +2024-02-17 00:38:47,987:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:47,987:INFO:Checking exceptions +2024-02-17 00:38:47,987:INFO:Importing libraries +2024-02-17 00:38:47,987:INFO:Copying training dataset +2024-02-17 00:38:47,997:INFO:Defining folds +2024-02-17 00:38:47,997:INFO:Declaring metric variables +2024-02-17 00:38:47,997:INFO:Importing untrained model +2024-02-17 00:38:47,997:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:38:48,014:INFO:Starting cross validation +2024-02-17 00:38:48,014:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:50,240:INFO:Calculating mean and std +2024-02-17 00:38:50,240:INFO:Creating metrics dataframe +2024-02-17 00:38:50,245:INFO:Uploading results into container +2024-02-17 00:38:50,245:INFO:Uploading model into container now +2024-02-17 00:38:50,245:INFO:_master_model_container: 79 +2024-02-17 00:38:50,245:INFO:_display_container: 16 +2024-02-17 00:38:50,245:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:38:50,245:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:50,351:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:50,351:INFO:Creating metrics dataframe +2024-02-17 00:38:50,377:INFO:Initializing Linear Discriminant Analysis +2024-02-17 00:38:50,377:INFO:Total runtime is 0.13640617529551188 minutes +2024-02-17 00:38:50,377:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:50,377:INFO:Initializing create_model() +2024-02-17 00:38:50,377:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:50,377:INFO:Checking exceptions +2024-02-17 00:38:50,377:INFO:Importing libraries +2024-02-17 00:38:50,377:INFO:Copying training dataset +2024-02-17 00:38:50,384:INFO:Defining folds +2024-02-17 00:38:50,384:INFO:Declaring metric variables +2024-02-17 00:38:50,384:INFO:Importing untrained model +2024-02-17 00:38:50,393:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 00:38:50,404:INFO:Starting cross validation +2024-02-17 00:38:50,405:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:50,490:INFO:Calculating mean and std +2024-02-17 00:38:50,490:INFO:Creating metrics dataframe +2024-02-17 00:38:50,494:INFO:Uploading results into container +2024-02-17 00:38:50,495:INFO:Uploading model into container now +2024-02-17 00:38:50,495:INFO:_master_model_container: 80 +2024-02-17 00:38:50,495:INFO:_display_container: 16 +2024-02-17 00:38:50,495:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 00:38:50,495:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:50,596:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:50,596:INFO:Creating metrics dataframe +2024-02-17 00:38:50,623:INFO:Initializing Extra Trees Classifier +2024-02-17 00:38:50,623:INFO:Total runtime is 0.1405022382736206 minutes +2024-02-17 00:38:50,627:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:50,627:INFO:Initializing create_model() +2024-02-17 00:38:50,627:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:50,627:INFO:Checking exceptions +2024-02-17 00:38:50,627:INFO:Importing libraries +2024-02-17 00:38:50,627:INFO:Copying training dataset +2024-02-17 00:38:50,629:INFO:Defining folds +2024-02-17 00:38:50,629:INFO:Declaring metric variables +2024-02-17 00:38:50,638:INFO:Importing untrained model +2024-02-17 00:38:50,638:INFO:Extra Trees Classifier Imported successfully +2024-02-17 00:38:50,650:INFO:Starting cross validation +2024-02-17 00:38:50,652:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:52,061:INFO:Calculating mean and std +2024-02-17 00:38:52,061:INFO:Creating metrics dataframe +2024-02-17 00:38:52,061:INFO:Uploading results into container +2024-02-17 00:38:52,061:INFO:Uploading model into container now +2024-02-17 00:38:52,061:INFO:_master_model_container: 81 +2024-02-17 00:38:52,061:INFO:_display_container: 16 +2024-02-17 00:38:52,061:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:38:52,061:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:52,179:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:52,179:INFO:Creating metrics dataframe +2024-02-17 00:38:52,199:INFO:Initializing Extreme Gradient Boosting +2024-02-17 00:38:52,199:INFO:Total runtime is 0.16677636305491128 minutes +2024-02-17 00:38:52,199:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:52,199:INFO:Initializing create_model() +2024-02-17 00:38:52,199:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:52,199:INFO:Checking exceptions +2024-02-17 00:38:52,199:INFO:Importing libraries +2024-02-17 00:38:52,199:INFO:Copying training dataset +2024-02-17 00:38:52,210:INFO:Defining folds +2024-02-17 00:38:52,210:INFO:Declaring metric variables +2024-02-17 00:38:52,218:INFO:Importing untrained model +2024-02-17 00:38:52,218:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:38:52,230:INFO:Starting cross validation +2024-02-17 00:38:52,230:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:52,738:INFO:Calculating mean and std +2024-02-17 00:38:52,738:INFO:Creating metrics dataframe +2024-02-17 00:38:52,745:INFO:Uploading results into container +2024-02-17 00:38:52,745:INFO:Uploading model into container now +2024-02-17 00:38:52,745:INFO:_master_model_container: 82 +2024-02-17 00:38:52,745:INFO:_display_container: 16 +2024-02-17 00:38:52,745:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:38:52,745:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:52,844:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:52,844:INFO:Creating metrics dataframe +2024-02-17 00:38:52,861:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 00:38:52,861:INFO:Total runtime is 0.1777989665667216 minutes +2024-02-17 00:38:52,861:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:52,861:INFO:Initializing create_model() +2024-02-17 00:38:52,861:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:52,861:INFO:Checking exceptions +2024-02-17 00:38:52,861:INFO:Importing libraries +2024-02-17 00:38:52,861:INFO:Copying training dataset +2024-02-17 00:38:52,873:INFO:Defining folds +2024-02-17 00:38:52,873:INFO:Declaring metric variables +2024-02-17 00:38:52,877:INFO:Importing untrained model +2024-02-17 00:38:52,885:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:38:52,893:INFO:Starting cross validation +2024-02-17 00:38:52,893:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:38:54,123:INFO:Calculating mean and std +2024-02-17 00:38:54,123:INFO:Creating metrics dataframe +2024-02-17 00:38:54,130:INFO:Uploading results into container +2024-02-17 00:38:54,130:INFO:Uploading model into container now +2024-02-17 00:38:54,130:INFO:_master_model_container: 83 +2024-02-17 00:38:54,130:INFO:_display_container: 16 +2024-02-17 00:38:54,130:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:38:54,130:INFO:create_model() successfully completed...................................... +2024-02-17 00:38:54,244:INFO:SubProcess create_model() end ================================== +2024-02-17 00:38:54,244:INFO:Creating metrics dataframe +2024-02-17 00:38:54,281:INFO:Initializing CatBoost Classifier +2024-02-17 00:38:54,281:INFO:Total runtime is 0.20147114992141724 minutes +2024-02-17 00:38:54,281:INFO:SubProcess create_model() called ================================== +2024-02-17 00:38:54,281:INFO:Initializing create_model() +2024-02-17 00:38:54,281:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:38:54,281:INFO:Checking exceptions +2024-02-17 00:38:54,281:INFO:Importing libraries +2024-02-17 00:38:54,281:INFO:Copying training dataset +2024-02-17 00:38:54,294:INFO:Defining folds +2024-02-17 00:38:54,294:INFO:Declaring metric variables +2024-02-17 00:38:54,304:INFO:Importing untrained model +2024-02-17 00:38:54,310:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:38:54,318:INFO:Starting cross validation +2024-02-17 00:38:54,318:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:39:12,258:INFO:Calculating mean and std +2024-02-17 00:39:12,258:INFO:Creating metrics dataframe +2024-02-17 00:39:12,262:INFO:Uploading results into container +2024-02-17 00:39:12,262:INFO:Uploading model into container now +2024-02-17 00:39:12,262:INFO:_master_model_container: 84 +2024-02-17 00:39:12,262:INFO:_display_container: 16 +2024-02-17 00:39:12,262:INFO: +2024-02-17 00:39:12,262:INFO:create_model() successfully completed...................................... +2024-02-17 00:39:12,378:INFO:SubProcess create_model() end ================================== +2024-02-17 00:39:12,378:INFO:Creating metrics dataframe +2024-02-17 00:39:12,383:INFO:Initializing Dummy Classifier +2024-02-17 00:39:12,383:INFO:Total runtime is 0.5031650145848592 minutes +2024-02-17 00:39:12,392:INFO:SubProcess create_model() called ================================== +2024-02-17 00:39:12,392:INFO:Initializing create_model() +2024-02-17 00:39:12,392:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:39:12,392:INFO:Checking exceptions +2024-02-17 00:39:12,392:INFO:Importing libraries +2024-02-17 00:39:12,392:INFO:Copying training dataset +2024-02-17 00:39:12,397:INFO:Defining folds +2024-02-17 00:39:12,397:INFO:Declaring metric variables +2024-02-17 00:39:12,404:INFO:Importing untrained model +2024-02-17 00:39:12,404:INFO:Dummy Classifier Imported successfully +2024-02-17 00:39:12,412:INFO:Starting cross validation +2024-02-17 00:39:12,418:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:39:12,480:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:39:12,480:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:39:12,480:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:39:12,483:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:39:12,483:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:39:12,507:INFO:Calculating mean and std +2024-02-17 00:39:12,507:INFO:Creating metrics dataframe +2024-02-17 00:39:12,511:INFO:Uploading results into container +2024-02-17 00:39:12,511:INFO:Uploading model into container now +2024-02-17 00:39:12,511:INFO:_master_model_container: 85 +2024-02-17 00:39:12,511:INFO:_display_container: 16 +2024-02-17 00:39:12,511:INFO:DummyClassifier(constant=None, random_state=3957, strategy='prior') +2024-02-17 00:39:12,511:INFO:create_model() successfully completed...................................... +2024-02-17 00:39:12,614:INFO:SubProcess create_model() end ================================== +2024-02-17 00:39:12,614:INFO:Creating metrics dataframe +2024-02-17 00:39:12,650:INFO:Initializing create_model() +2024-02-17 00:39:12,650:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:39:12,650:INFO:Checking exceptions +2024-02-17 00:39:12,650:INFO:Importing libraries +2024-02-17 00:39:12,650:INFO:Copying training dataset +2024-02-17 00:39:12,650:INFO:Defining folds +2024-02-17 00:39:12,650:INFO:Declaring metric variables +2024-02-17 00:39:12,650:INFO:Importing untrained model +2024-02-17 00:39:12,650:INFO:Declaring custom model +2024-02-17 00:39:12,650:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:39:12,650:INFO:Cross validation set to False +2024-02-17 00:39:12,650:INFO:Fitting Model +2024-02-17 00:39:17,393:INFO: +2024-02-17 00:39:17,393:INFO:create_model() successfully completed...................................... +2024-02-17 00:39:17,512:INFO:Initializing create_model() +2024-02-17 00:39:17,526:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:39:17,526:INFO:Checking exceptions +2024-02-17 00:39:17,528:INFO:Importing libraries +2024-02-17 00:39:17,528:INFO:Copying training dataset +2024-02-17 00:39:17,531:INFO:Defining folds +2024-02-17 00:39:17,531:INFO:Declaring metric variables +2024-02-17 00:39:17,531:INFO:Importing untrained model +2024-02-17 00:39:17,531:INFO:Declaring custom model +2024-02-17 00:39:17,531:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:39:17,531:INFO:Cross validation set to False +2024-02-17 00:39:17,531:INFO:Fitting Model +2024-02-17 00:39:17,653:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:39:17,653:INFO:create_model() successfully completed...................................... +2024-02-17 00:39:17,791:INFO:Initializing create_model() +2024-02-17 00:39:17,791:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:39:17,791:INFO:Checking exceptions +2024-02-17 00:39:17,794:INFO:Importing libraries +2024-02-17 00:39:17,794:INFO:Copying training dataset +2024-02-17 00:39:17,797:INFO:Defining folds +2024-02-17 00:39:17,797:INFO:Declaring metric variables +2024-02-17 00:39:17,797:INFO:Importing untrained model +2024-02-17 00:39:17,797:INFO:Declaring custom model +2024-02-17 00:39:17,797:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:39:17,797:INFO:Cross validation set to False +2024-02-17 00:39:17,797:INFO:Fitting Model +2024-02-17 00:39:17,814:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:39:17,814:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000335 seconds. +2024-02-17 00:39:17,814:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:39:17,814:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:39:17,814:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:39:17,814:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:39:17,814:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:39:17,925:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:39:17,935:INFO:create_model() successfully completed...................................... +2024-02-17 00:39:18,095:INFO:_master_model_container: 85 +2024-02-17 00:39:18,095:INFO:_display_container: 16 +2024-02-17 00:39:18,095:INFO:[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0)] +2024-02-17 00:39:18,095:INFO:compare_models() successfully completed...................................... +2024-02-17 00:40:44,105:INFO:Initializing tune_model() +2024-02-17 00:40:44,108:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:40:44,108:INFO:Checking exceptions +2024-02-17 00:40:44,122:INFO:Copying training dataset +2024-02-17 00:40:44,122:INFO:Checking base model +2024-02-17 00:40:44,122:INFO:Base model : CatBoost Classifier +2024-02-17 00:40:44,133:INFO:Declaring metric variables +2024-02-17 00:40:44,133:INFO:Defining Hyperparameters +2024-02-17 00:40:44,260:INFO:Tuning with n_jobs=-1 +2024-02-17 00:40:44,260:INFO:Initializing RandomizedSearchCV +2024-02-17 00:41:49,481:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py:378: FitFailedWarning: +10 fits failed out of a total of 100. +The score on these train-test partitions for these parameters will be set to nan. +If these failures are not expected, you can try to debug them by setting error_score='raise'. + +Below are more details about the failures: +-------------------------------------------------------------------------------- +10 fits failed with the following error: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py", line 686, in _fit_and_score + estimator.fit(X_train, y_train, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 275, in fit + fitted_estimator = self._memory_fit( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\joblib\memory.py", line 353, in __call__ + return self.func(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 68, in _fit_one + transformer.fit(*args, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 5100, in fit + self._fit(X, y, cat_features, text_features, embedding_features, None, sample_weight, None, None, None, None, baseline, use_best_model, + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2303, in _fit + train_params = self._prepare_train_params( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2230, in _prepare_train_params + _check_train_params(params) + File "_catboost.pyx", line 6105, in _catboost._check_train_params + File "_catboost.pyx", line 6124, in _catboost._check_train_params +_catboost.CatBoostError: C:/Go_Agent/pipelines/BuildMaster/catboost.git/catboost/private/libs/options/boosting_options.cpp:79: Learning rate should be non-zero + + warnings.warn(some_fits_failed_message, FitFailedWarning) + +2024-02-17 00:41:49,481:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.84742268 0.80574374 nan 0.90029455 0.8353461 0.90795287 + 0.92076583 0.82268041 0.86023564 0.88468336] + warnings.warn( + +2024-02-17 00:41:49,481:INFO:best_params: {'actual_estimator__random_strength': 0.5, 'actual_estimator__n_estimators': 250, 'actual_estimator__l2_leaf_reg': 6, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 8} +2024-02-17 00:41:49,481:INFO:Hyperparameter search completed +2024-02-17 00:41:49,481:INFO:SubProcess create_model() called ================================== +2024-02-17 00:41:49,481:INFO:Initializing create_model() +2024-02-17 00:41:49,481:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.5, 'n_estimators': 250, 'l2_leaf_reg': 6, 'eta': 0.1, 'depth': 8}) +2024-02-17 00:41:49,481:INFO:Checking exceptions +2024-02-17 00:41:49,481:INFO:Importing libraries +2024-02-17 00:41:49,481:INFO:Copying training dataset +2024-02-17 00:41:49,492:INFO:Defining folds +2024-02-17 00:41:49,492:INFO:Declaring metric variables +2024-02-17 00:41:49,492:INFO:Importing untrained model +2024-02-17 00:41:49,492:INFO:Declaring custom model +2024-02-17 00:41:49,492:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:41:49,505:INFO:Starting cross validation +2024-02-17 00:41:49,505:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:41:57,803:INFO:Calculating mean and std +2024-02-17 00:41:57,805:INFO:Creating metrics dataframe +2024-02-17 00:41:57,810:INFO:Finalizing model +2024-02-17 00:41:59,311:INFO:Uploading results into container +2024-02-17 00:41:59,313:INFO:Uploading model into container now +2024-02-17 00:41:59,313:INFO:_master_model_container: 86 +2024-02-17 00:41:59,313:INFO:_display_container: 17 +2024-02-17 00:41:59,313:INFO: +2024-02-17 00:41:59,313:INFO:create_model() successfully completed...................................... +2024-02-17 00:41:59,435:INFO:SubProcess create_model() end ================================== +2024-02-17 00:41:59,435:INFO:choose_better activated +2024-02-17 00:41:59,435:INFO:SubProcess create_model() called ================================== +2024-02-17 00:41:59,435:INFO:Initializing create_model() +2024-02-17 00:41:59,435:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:41:59,435:INFO:Checking exceptions +2024-02-17 00:41:59,435:INFO:Importing libraries +2024-02-17 00:41:59,435:INFO:Copying training dataset +2024-02-17 00:41:59,451:INFO:Defining folds +2024-02-17 00:41:59,451:INFO:Declaring metric variables +2024-02-17 00:41:59,451:INFO:Importing untrained model +2024-02-17 00:41:59,451:INFO:Declaring custom model +2024-02-17 00:41:59,451:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:41:59,451:INFO:Starting cross validation +2024-02-17 00:41:59,451:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:42:17,031:INFO:Calculating mean and std +2024-02-17 00:42:17,031:INFO:Creating metrics dataframe +2024-02-17 00:42:17,031:INFO:Finalizing model +2024-02-17 00:42:21,324:INFO:Uploading results into container +2024-02-17 00:42:21,324:INFO:Uploading model into container now +2024-02-17 00:42:21,324:INFO:_master_model_container: 87 +2024-02-17 00:42:21,324:INFO:_display_container: 18 +2024-02-17 00:42:21,324:INFO: +2024-02-17 00:42:21,324:INFO:create_model() successfully completed...................................... +2024-02-17 00:42:21,455:INFO:SubProcess create_model() end ================================== +2024-02-17 00:42:21,455:INFO: result for Accuracy is 0.9227 +2024-02-17 00:42:21,455:INFO: result for Accuracy is 0.9208 +2024-02-17 00:42:21,455:INFO: is best model +2024-02-17 00:42:21,455:INFO:choose_better completed +2024-02-17 00:42:21,455:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:42:21,473:INFO:_master_model_container: 87 +2024-02-17 00:42:21,473:INFO:_display_container: 17 +2024-02-17 00:42:21,473:INFO: +2024-02-17 00:42:21,473:INFO:tune_model() successfully completed...................................... +2024-02-17 00:42:21,605:INFO:Initializing tune_model() +2024-02-17 00:42:21,605:INFO:tune_model(estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:42:21,605:INFO:Checking exceptions +2024-02-17 00:42:21,640:INFO:Copying training dataset +2024-02-17 00:42:21,648:INFO:Checking base model +2024-02-17 00:42:21,648:INFO:Base model : Extreme Gradient Boosting +2024-02-17 00:42:21,656:INFO:Declaring metric variables +2024-02-17 00:42:21,659:INFO:Defining Hyperparameters +2024-02-17 00:42:21,805:INFO:Tuning with n_jobs=-1 +2024-02-17 00:42:21,805:INFO:Initializing RandomizedSearchCV +2024-02-17 00:42:30,681:INFO:best_params: {'actual_estimator__subsample': 0.7, 'actual_estimator__scale_pos_weight': 13.4, 'actual_estimator__reg_lambda': 0.005, 'actual_estimator__reg_alpha': 0.005, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_child_weight': 3, 'actual_estimator__max_depth': 10, 'actual_estimator__learning_rate': 0.15, 'actual_estimator__colsample_bytree': 0.7} +2024-02-17 00:42:30,681:INFO:Hyperparameter search completed +2024-02-17 00:42:30,681:INFO:SubProcess create_model() called ================================== +2024-02-17 00:42:30,681:INFO:Initializing create_model() +2024-02-17 00:42:30,681:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.7, 'scale_pos_weight': 13.4, 'reg_lambda': 0.005, 'reg_alpha': 0.005, 'n_estimators': 150, 'min_child_weight': 3, 'max_depth': 10, 'learning_rate': 0.15, 'colsample_bytree': 0.7}) +2024-02-17 00:42:30,681:INFO:Checking exceptions +2024-02-17 00:42:30,681:INFO:Importing libraries +2024-02-17 00:42:30,681:INFO:Copying training dataset +2024-02-17 00:42:30,692:INFO:Defining folds +2024-02-17 00:42:30,692:INFO:Declaring metric variables +2024-02-17 00:42:30,692:INFO:Importing untrained model +2024-02-17 00:42:30,692:INFO:Declaring custom model +2024-02-17 00:42:30,710:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:42:30,721:INFO:Starting cross validation +2024-02-17 00:42:30,722:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:42:31,985:INFO:Calculating mean and std +2024-02-17 00:42:31,985:INFO:Creating metrics dataframe +2024-02-17 00:42:31,985:INFO:Finalizing model +2024-02-17 00:42:32,254:INFO:Uploading results into container +2024-02-17 00:42:32,255:INFO:Uploading model into container now +2024-02-17 00:42:32,256:INFO:_master_model_container: 88 +2024-02-17 00:42:32,256:INFO:_display_container: 18 +2024-02-17 00:42:32,256:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:42:32,256:INFO:create_model() successfully completed...................................... +2024-02-17 00:42:32,382:INFO:SubProcess create_model() end ================================== +2024-02-17 00:42:32,382:INFO:choose_better activated +2024-02-17 00:42:32,382:INFO:SubProcess create_model() called ================================== +2024-02-17 00:42:32,382:INFO:Initializing create_model() +2024-02-17 00:42:32,382:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:42:32,382:INFO:Checking exceptions +2024-02-17 00:42:32,382:INFO:Importing libraries +2024-02-17 00:42:32,382:INFO:Copying training dataset +2024-02-17 00:42:32,394:INFO:Defining folds +2024-02-17 00:42:32,394:INFO:Declaring metric variables +2024-02-17 00:42:32,394:INFO:Importing untrained model +2024-02-17 00:42:32,394:INFO:Declaring custom model +2024-02-17 00:42:32,394:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:42:32,394:INFO:Starting cross validation +2024-02-17 00:42:32,394:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:42:32,920:INFO:Calculating mean and std +2024-02-17 00:42:32,920:INFO:Creating metrics dataframe +2024-02-17 00:42:32,920:INFO:Finalizing model +2024-02-17 00:42:33,015:INFO:Uploading results into container +2024-02-17 00:42:33,015:INFO:Uploading model into container now +2024-02-17 00:42:33,015:INFO:_master_model_container: 89 +2024-02-17 00:42:33,015:INFO:_display_container: 19 +2024-02-17 00:42:33,015:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:42:33,015:INFO:create_model() successfully completed...................................... +2024-02-17 00:42:33,149:INFO:SubProcess create_model() end ================================== +2024-02-17 00:42:33,149:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9212 +2024-02-17 00:42:33,149:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9103 +2024-02-17 00:42:33,155:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) is best model +2024-02-17 00:42:33,155:INFO:choose_better completed +2024-02-17 00:42:33,155:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:42:33,158:INFO:_master_model_container: 89 +2024-02-17 00:42:33,158:INFO:_display_container: 18 +2024-02-17 00:42:33,158:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:42:33,158:INFO:tune_model() successfully completed...................................... +2024-02-17 00:42:33,286:INFO:Initializing tune_model() +2024-02-17 00:42:33,286:INFO:tune_model(estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:42:33,286:INFO:Checking exceptions +2024-02-17 00:42:33,302:INFO:Copying training dataset +2024-02-17 00:42:33,302:INFO:Checking base model +2024-02-17 00:42:33,302:INFO:Base model : Light Gradient Boosting Machine +2024-02-17 00:42:33,302:INFO:Declaring metric variables +2024-02-17 00:42:33,318:INFO:Defining Hyperparameters +2024-02-17 00:42:33,438:INFO:Tuning with n_jobs=-1 +2024-02-17 00:42:33,438:INFO:Initializing RandomizedSearchCV +2024-02-17 00:42:49,962:INFO:best_params: {'actual_estimator__reg_lambda': 0.0001, 'actual_estimator__reg_alpha': 0.15, 'actual_estimator__num_leaves': 8, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_split_gain': 0.1, 'actual_estimator__min_child_samples': 41, 'actual_estimator__learning_rate': 0.2, 'actual_estimator__feature_fraction': 0.7, 'actual_estimator__bagging_freq': 5, 'actual_estimator__bagging_fraction': 1.0} +2024-02-17 00:42:49,962:INFO:Hyperparameter search completed +2024-02-17 00:42:49,962:INFO:SubProcess create_model() called ================================== +2024-02-17 00:42:49,962:INFO:Initializing create_model() +2024-02-17 00:42:49,962:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'reg_lambda': 0.0001, 'reg_alpha': 0.15, 'num_leaves': 8, 'n_estimators': 150, 'min_split_gain': 0.1, 'min_child_samples': 41, 'learning_rate': 0.2, 'feature_fraction': 0.7, 'bagging_freq': 5, 'bagging_fraction': 1.0}) +2024-02-17 00:42:49,962:INFO:Checking exceptions +2024-02-17 00:42:49,962:INFO:Importing libraries +2024-02-17 00:42:49,962:INFO:Copying training dataset +2024-02-17 00:42:49,975:INFO:Defining folds +2024-02-17 00:42:49,975:INFO:Declaring metric variables +2024-02-17 00:42:49,975:INFO:Importing untrained model +2024-02-17 00:42:49,975:INFO:Declaring custom model +2024-02-17 00:42:49,983:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:42:49,991:INFO:Starting cross validation +2024-02-17 00:42:49,991:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:42:50,738:INFO:Calculating mean and std +2024-02-17 00:42:50,740:INFO:Creating metrics dataframe +2024-02-17 00:42:50,740:INFO:Finalizing model +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000908 seconds. +2024-02-17 00:42:50,758:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 00:42:50,758:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:42:50,758:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:42:50,884:INFO:Uploading results into container +2024-02-17 00:42:50,885:INFO:Uploading model into container now +2024-02-17 00:42:50,885:INFO:_master_model_container: 90 +2024-02-17 00:42:50,885:INFO:_display_container: 19 +2024-02-17 00:42:50,885:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:42:50,885:INFO:create_model() successfully completed...................................... +2024-02-17 00:42:51,023:INFO:SubProcess create_model() end ================================== +2024-02-17 00:42:51,023:INFO:choose_better activated +2024-02-17 00:42:51,023:INFO:SubProcess create_model() called ================================== +2024-02-17 00:42:51,023:INFO:Initializing create_model() +2024-02-17 00:42:51,023:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:42:51,028:INFO:Checking exceptions +2024-02-17 00:42:51,028:INFO:Importing libraries +2024-02-17 00:42:51,028:INFO:Copying training dataset +2024-02-17 00:42:51,028:INFO:Defining folds +2024-02-17 00:42:51,028:INFO:Declaring metric variables +2024-02-17 00:42:51,028:INFO:Importing untrained model +2024-02-17 00:42:51,028:INFO:Declaring custom model +2024-02-17 00:42:51,028:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:42:51,028:INFO:Starting cross validation +2024-02-17 00:42:51,037:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:42:52,384:INFO:Calculating mean and std +2024-02-17 00:42:52,384:INFO:Creating metrics dataframe +2024-02-17 00:42:52,384:INFO:Finalizing model +2024-02-17 00:42:52,406:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:42:52,416:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000712 seconds. +2024-02-17 00:42:52,417:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:42:52,417:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:42:52,417:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:42:52,417:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:42:52,417:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:42:52,561:INFO:Uploading results into container +2024-02-17 00:42:52,561:INFO:Uploading model into container now +2024-02-17 00:42:52,573:INFO:_master_model_container: 91 +2024-02-17 00:42:52,573:INFO:_display_container: 20 +2024-02-17 00:42:52,573:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:42:52,573:INFO:create_model() successfully completed...................................... +2024-02-17 00:42:52,722:INFO:SubProcess create_model() end ================================== +2024-02-17 00:42:52,723:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9205 +2024-02-17 00:42:52,723:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9193 +2024-02-17 00:42:52,723:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) is best model +2024-02-17 00:42:52,723:INFO:choose_better completed +2024-02-17 00:42:52,723:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:42:52,730:INFO:_master_model_container: 91 +2024-02-17 00:42:52,738:INFO:_display_container: 19 +2024-02-17 00:42:52,738:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:42:52,738:INFO:tune_model() successfully completed...................................... +2024-02-17 00:43:24,398:INFO:Initializing blend_models() +2024-02-17 00:43:24,398:INFO:blend_models(self=, estimator_list=[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0)], fold=None, round=4, choose_better=False, optimize=Accuracy, method=auto, weights=None, fit_kwargs=None, groups=None, probability_threshold=None, verbose=True, return_train_score=False) +2024-02-17 00:43:24,398:INFO:Checking exceptions +2024-02-17 00:43:24,416:INFO:Importing libraries +2024-02-17 00:43:24,416:INFO:Copying training dataset +2024-02-17 00:43:24,416:INFO:Getting model names +2024-02-17 00:43:24,426:INFO:SubProcess create_model() called ================================== +2024-02-17 00:43:24,427:INFO:Initializing create_model() +2024-02-17 00:43:24,427:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, + reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, + subsample_freq=0))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:43:24,427:INFO:Checking exceptions +2024-02-17 00:43:24,427:INFO:Importing libraries +2024-02-17 00:43:24,427:INFO:Copying training dataset +2024-02-17 00:43:24,427:INFO:Defining folds +2024-02-17 00:43:24,427:INFO:Declaring metric variables +2024-02-17 00:43:24,440:INFO:Importing untrained model +2024-02-17 00:43:24,440:INFO:Declaring custom model +2024-02-17 00:43:24,441:INFO:Voting Classifier Imported successfully +2024-02-17 00:43:24,458:INFO:Starting cross validation +2024-02-17 00:43:24,458:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:43:41,039:INFO:Calculating mean and std +2024-02-17 00:43:41,039:INFO:Creating metrics dataframe +2024-02-17 00:43:41,046:INFO:Finalizing model +2024-02-17 00:43:44,293:INFO:Uploading results into container +2024-02-17 00:43:44,296:INFO:Uploading model into container now +2024-02-17 00:43:44,296:INFO:_master_model_container: 92 +2024-02-17 00:43:44,296:INFO:_display_container: 20 +2024-02-17 00:43:44,296:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, + reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, + subsample_freq=0))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:43:44,296:INFO:create_model() successfully completed...................................... +2024-02-17 00:43:44,426:INFO:SubProcess create_model() end ================================== +2024-02-17 00:43:44,443:INFO:_master_model_container: 92 +2024-02-17 00:43:44,443:INFO:_display_container: 20 +2024-02-17 00:43:44,443:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, + reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, + subsample_freq=0))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:43:44,443:INFO:blend_models() successfully completed...................................... +2024-02-17 00:44:57,472:INFO:Initializing compare_models() +2024-02-17 00:44:57,472:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=4, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 4, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 00:44:57,472:INFO:Checking exceptions +2024-02-17 00:44:57,477:INFO:Preparing display monitor +2024-02-17 00:44:57,502:INFO:Initializing Logistic Regression +2024-02-17 00:44:57,502:INFO:Total runtime is 0.0 minutes +2024-02-17 00:44:57,511:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:57,513:INFO:Initializing create_model() +2024-02-17 00:44:57,513:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:57,513:INFO:Checking exceptions +2024-02-17 00:44:57,513:INFO:Importing libraries +2024-02-17 00:44:57,513:INFO:Copying training dataset +2024-02-17 00:44:57,517:INFO:Defining folds +2024-02-17 00:44:57,517:INFO:Declaring metric variables +2024-02-17 00:44:57,551:INFO:Importing untrained model +2024-02-17 00:44:57,554:INFO:Logistic Regression Imported successfully +2024-02-17 00:44:57,563:INFO:Starting cross validation +2024-02-17 00:44:57,563:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:44:58,466:INFO:Calculating mean and std +2024-02-17 00:44:58,467:INFO:Creating metrics dataframe +2024-02-17 00:44:58,467:INFO:Uploading results into container +2024-02-17 00:44:58,467:INFO:Uploading model into container now +2024-02-17 00:44:58,467:INFO:_master_model_container: 93 +2024-02-17 00:44:58,467:INFO:_display_container: 21 +2024-02-17 00:44:58,467:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=3957, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 00:44:58,467:INFO:create_model() successfully completed...................................... +2024-02-17 00:44:58,580:INFO:SubProcess create_model() end ================================== +2024-02-17 00:44:58,580:INFO:Creating metrics dataframe +2024-02-17 00:44:58,595:INFO:Initializing K Neighbors Classifier +2024-02-17 00:44:58,595:INFO:Total runtime is 0.018214305241902668 minutes +2024-02-17 00:44:58,597:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:58,597:INFO:Initializing create_model() +2024-02-17 00:44:58,597:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:58,597:INFO:Checking exceptions +2024-02-17 00:44:58,597:INFO:Importing libraries +2024-02-17 00:44:58,597:INFO:Copying training dataset +2024-02-17 00:44:58,597:INFO:Defining folds +2024-02-17 00:44:58,597:INFO:Declaring metric variables +2024-02-17 00:44:58,597:INFO:Importing untrained model +2024-02-17 00:44:58,614:INFO:K Neighbors Classifier Imported successfully +2024-02-17 00:44:58,616:INFO:Starting cross validation +2024-02-17 00:44:58,616:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:44:58,830:INFO:Calculating mean and std +2024-02-17 00:44:58,833:INFO:Creating metrics dataframe +2024-02-17 00:44:58,839:INFO:Uploading results into container +2024-02-17 00:44:58,840:INFO:Uploading model into container now +2024-02-17 00:44:58,841:INFO:_master_model_container: 94 +2024-02-17 00:44:58,841:INFO:_display_container: 21 +2024-02-17 00:44:58,842:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 00:44:58,842:INFO:create_model() successfully completed...................................... +2024-02-17 00:44:58,957:INFO:SubProcess create_model() end ================================== +2024-02-17 00:44:58,960:INFO:Creating metrics dataframe +2024-02-17 00:44:58,966:INFO:Initializing Naive Bayes +2024-02-17 00:44:58,966:INFO:Total runtime is 0.024396344025929766 minutes +2024-02-17 00:44:58,974:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:58,974:INFO:Initializing create_model() +2024-02-17 00:44:58,974:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:58,974:INFO:Checking exceptions +2024-02-17 00:44:58,974:INFO:Importing libraries +2024-02-17 00:44:58,974:INFO:Copying training dataset +2024-02-17 00:44:58,980:INFO:Defining folds +2024-02-17 00:44:58,980:INFO:Declaring metric variables +2024-02-17 00:44:58,980:INFO:Importing untrained model +2024-02-17 00:44:58,980:INFO:Naive Bayes Imported successfully +2024-02-17 00:44:58,991:INFO:Starting cross validation +2024-02-17 00:44:58,997:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:44:59,078:INFO:Calculating mean and std +2024-02-17 00:44:59,078:INFO:Creating metrics dataframe +2024-02-17 00:44:59,080:INFO:Uploading results into container +2024-02-17 00:44:59,080:INFO:Uploading model into container now +2024-02-17 00:44:59,080:INFO:_master_model_container: 95 +2024-02-17 00:44:59,080:INFO:_display_container: 21 +2024-02-17 00:44:59,080:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 00:44:59,080:INFO:create_model() successfully completed...................................... +2024-02-17 00:44:59,184:INFO:SubProcess create_model() end ================================== +2024-02-17 00:44:59,184:INFO:Creating metrics dataframe +2024-02-17 00:44:59,198:INFO:Initializing Decision Tree Classifier +2024-02-17 00:44:59,198:INFO:Total runtime is 0.028255645434061682 minutes +2024-02-17 00:44:59,199:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:59,199:INFO:Initializing create_model() +2024-02-17 00:44:59,199:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:59,199:INFO:Checking exceptions +2024-02-17 00:44:59,199:INFO:Importing libraries +2024-02-17 00:44:59,199:INFO:Copying training dataset +2024-02-17 00:44:59,199:INFO:Defining folds +2024-02-17 00:44:59,199:INFO:Declaring metric variables +2024-02-17 00:44:59,212:INFO:Importing untrained model +2024-02-17 00:44:59,242:INFO:Decision Tree Classifier Imported successfully +2024-02-17 00:44:59,246:INFO:Starting cross validation +2024-02-17 00:44:59,246:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:44:59,390:INFO:Calculating mean and std +2024-02-17 00:44:59,390:INFO:Creating metrics dataframe +2024-02-17 00:44:59,395:INFO:Uploading results into container +2024-02-17 00:44:59,396:INFO:Uploading model into container now +2024-02-17 00:44:59,396:INFO:_master_model_container: 96 +2024-02-17 00:44:59,396:INFO:_display_container: 21 +2024-02-17 00:44:59,398:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=3957, splitter='best') +2024-02-17 00:44:59,398:INFO:create_model() successfully completed...................................... +2024-02-17 00:44:59,501:INFO:SubProcess create_model() end ================================== +2024-02-17 00:44:59,501:INFO:Creating metrics dataframe +2024-02-17 00:44:59,516:INFO:Initializing SVM - Linear Kernel +2024-02-17 00:44:59,516:INFO:Total runtime is 0.033568950494130445 minutes +2024-02-17 00:44:59,516:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:59,516:INFO:Initializing create_model() +2024-02-17 00:44:59,516:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:59,516:INFO:Checking exceptions +2024-02-17 00:44:59,516:INFO:Importing libraries +2024-02-17 00:44:59,516:INFO:Copying training dataset +2024-02-17 00:44:59,516:INFO:Defining folds +2024-02-17 00:44:59,516:INFO:Declaring metric variables +2024-02-17 00:44:59,516:INFO:Importing untrained model +2024-02-17 00:44:59,534:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 00:44:59,534:INFO:Starting cross validation +2024-02-17 00:44:59,534:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:44:59,688:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,704:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,704:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,704:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,716:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,716:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,729:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,729:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,776:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,808:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:44:59,824:INFO:Calculating mean and std +2024-02-17 00:44:59,824:INFO:Creating metrics dataframe +2024-02-17 00:44:59,830:INFO:Uploading results into container +2024-02-17 00:44:59,830:INFO:Uploading model into container now +2024-02-17 00:44:59,830:INFO:_master_model_container: 97 +2024-02-17 00:44:59,830:INFO:_display_container: 21 +2024-02-17 00:44:59,830:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=3957, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 00:44:59,830:INFO:create_model() successfully completed...................................... +2024-02-17 00:44:59,943:INFO:SubProcess create_model() end ================================== +2024-02-17 00:44:59,943:INFO:Creating metrics dataframe +2024-02-17 00:44:59,943:INFO:Initializing Ridge Classifier +2024-02-17 00:44:59,943:INFO:Total runtime is 0.04068748156229654 minutes +2024-02-17 00:44:59,943:INFO:SubProcess create_model() called ================================== +2024-02-17 00:44:59,943:INFO:Initializing create_model() +2024-02-17 00:44:59,943:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:44:59,943:INFO:Checking exceptions +2024-02-17 00:44:59,943:INFO:Importing libraries +2024-02-17 00:44:59,943:INFO:Copying training dataset +2024-02-17 00:44:59,959:INFO:Defining folds +2024-02-17 00:44:59,959:INFO:Declaring metric variables +2024-02-17 00:44:59,959:INFO:Importing untrained model +2024-02-17 00:44:59,969:INFO:Ridge Classifier Imported successfully +2024-02-17 00:44:59,969:INFO:Starting cross validation +2024-02-17 00:44:59,980:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:00,020:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,020:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,020:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,030:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,030:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,030:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,037:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,045:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,046:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,046:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 00:45:00,076:INFO:Calculating mean and std +2024-02-17 00:45:00,076:INFO:Creating metrics dataframe +2024-02-17 00:45:00,076:INFO:Uploading results into container +2024-02-17 00:45:00,076:INFO:Uploading model into container now +2024-02-17 00:45:00,076:INFO:_master_model_container: 98 +2024-02-17 00:45:00,076:INFO:_display_container: 21 +2024-02-17 00:45:00,082:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=3957, solver='auto', + tol=0.0001) +2024-02-17 00:45:00,082:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:00,176:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:00,176:INFO:Creating metrics dataframe +2024-02-17 00:45:00,199:INFO:Initializing Random Forest Classifier +2024-02-17 00:45:00,199:INFO:Total runtime is 0.044940439860026035 minutes +2024-02-17 00:45:00,199:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:00,199:INFO:Initializing create_model() +2024-02-17 00:45:00,199:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:00,199:INFO:Checking exceptions +2024-02-17 00:45:00,199:INFO:Importing libraries +2024-02-17 00:45:00,199:INFO:Copying training dataset +2024-02-17 00:45:00,208:INFO:Defining folds +2024-02-17 00:45:00,208:INFO:Declaring metric variables +2024-02-17 00:45:00,214:INFO:Importing untrained model +2024-02-17 00:45:00,217:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:45:00,217:INFO:Starting cross validation +2024-02-17 00:45:00,217:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:01,888:INFO:Calculating mean and std +2024-02-17 00:45:01,888:INFO:Creating metrics dataframe +2024-02-17 00:45:01,888:INFO:Uploading results into container +2024-02-17 00:45:01,888:INFO:Uploading model into container now +2024-02-17 00:45:01,888:INFO:_master_model_container: 99 +2024-02-17 00:45:01,888:INFO:_display_container: 21 +2024-02-17 00:45:01,897:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:45:01,897:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:02,000:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:02,000:INFO:Creating metrics dataframe +2024-02-17 00:45:02,016:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 00:45:02,016:INFO:Total runtime is 0.07522604862848917 minutes +2024-02-17 00:45:02,016:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:02,016:INFO:Initializing create_model() +2024-02-17 00:45:02,016:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:02,016:INFO:Checking exceptions +2024-02-17 00:45:02,016:INFO:Importing libraries +2024-02-17 00:45:02,016:INFO:Copying training dataset +2024-02-17 00:45:02,024:INFO:Defining folds +2024-02-17 00:45:02,024:INFO:Declaring metric variables +2024-02-17 00:45:02,024:INFO:Importing untrained model +2024-02-17 00:45:02,034:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 00:45:02,034:INFO:Starting cross validation +2024-02-17 00:45:02,034:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:02,142:INFO:Calculating mean and std +2024-02-17 00:45:02,142:INFO:Creating metrics dataframe +2024-02-17 00:45:02,148:INFO:Uploading results into container +2024-02-17 00:45:02,149:INFO:Uploading model into container now +2024-02-17 00:45:02,150:INFO:_master_model_container: 100 +2024-02-17 00:45:02,150:INFO:_display_container: 21 +2024-02-17 00:45:02,150:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 00:45:02,151:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:02,260:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:02,260:INFO:Creating metrics dataframe +2024-02-17 00:45:02,263:INFO:Initializing Ada Boost Classifier +2024-02-17 00:45:02,263:INFO:Total runtime is 0.07934804757436116 minutes +2024-02-17 00:45:02,276:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:02,276:INFO:Initializing create_model() +2024-02-17 00:45:02,276:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:02,276:INFO:Checking exceptions +2024-02-17 00:45:02,276:INFO:Importing libraries +2024-02-17 00:45:02,276:INFO:Copying training dataset +2024-02-17 00:45:02,276:INFO:Defining folds +2024-02-17 00:45:02,276:INFO:Declaring metric variables +2024-02-17 00:45:02,276:INFO:Importing untrained model +2024-02-17 00:45:02,289:INFO:Ada Boost Classifier Imported successfully +2024-02-17 00:45:02,301:INFO:Starting cross validation +2024-02-17 00:45:02,301:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:03,127:INFO:Calculating mean and std +2024-02-17 00:45:03,127:INFO:Creating metrics dataframe +2024-02-17 00:45:03,133:INFO:Uploading results into container +2024-02-17 00:45:03,133:INFO:Uploading model into container now +2024-02-17 00:45:03,133:INFO:_master_model_container: 101 +2024-02-17 00:45:03,133:INFO:_display_container: 21 +2024-02-17 00:45:03,133:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=3957) +2024-02-17 00:45:03,133:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:03,243:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:03,243:INFO:Creating metrics dataframe +2024-02-17 00:45:03,243:INFO:Initializing Gradient Boosting Classifier +2024-02-17 00:45:03,243:INFO:Total runtime is 0.09567445119222004 minutes +2024-02-17 00:45:03,259:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:03,259:INFO:Initializing create_model() +2024-02-17 00:45:03,259:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:03,259:INFO:Checking exceptions +2024-02-17 00:45:03,259:INFO:Importing libraries +2024-02-17 00:45:03,259:INFO:Copying training dataset +2024-02-17 00:45:03,266:INFO:Defining folds +2024-02-17 00:45:03,266:INFO:Declaring metric variables +2024-02-17 00:45:03,266:INFO:Importing untrained model +2024-02-17 00:45:03,273:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 00:45:03,285:INFO:Starting cross validation +2024-02-17 00:45:03,285:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:05,597:INFO:Calculating mean and std +2024-02-17 00:45:05,598:INFO:Creating metrics dataframe +2024-02-17 00:45:05,599:INFO:Uploading results into container +2024-02-17 00:45:05,599:INFO:Uploading model into container now +2024-02-17 00:45:05,599:INFO:_master_model_container: 102 +2024-02-17 00:45:05,599:INFO:_display_container: 21 +2024-02-17 00:45:05,605:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=3957, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 00:45:05,605:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:05,712:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:05,712:INFO:Creating metrics dataframe +2024-02-17 00:45:05,728:INFO:Initializing Linear Discriminant Analysis +2024-02-17 00:45:05,728:INFO:Total runtime is 0.13709137042363484 minutes +2024-02-17 00:45:05,728:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:05,728:INFO:Initializing create_model() +2024-02-17 00:45:05,728:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:05,728:INFO:Checking exceptions +2024-02-17 00:45:05,728:INFO:Importing libraries +2024-02-17 00:45:05,728:INFO:Copying training dataset +2024-02-17 00:45:05,728:INFO:Defining folds +2024-02-17 00:45:05,728:INFO:Declaring metric variables +2024-02-17 00:45:05,728:INFO:Importing untrained model +2024-02-17 00:45:05,748:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 00:45:05,748:INFO:Starting cross validation +2024-02-17 00:45:05,748:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:05,849:INFO:Calculating mean and std +2024-02-17 00:45:05,849:INFO:Creating metrics dataframe +2024-02-17 00:45:05,849:INFO:Uploading results into container +2024-02-17 00:45:05,849:INFO:Uploading model into container now +2024-02-17 00:45:05,849:INFO:_master_model_container: 103 +2024-02-17 00:45:05,849:INFO:_display_container: 21 +2024-02-17 00:45:05,849:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 00:45:05,849:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:05,986:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:05,986:INFO:Creating metrics dataframe +2024-02-17 00:45:05,997:INFO:Initializing Extra Trees Classifier +2024-02-17 00:45:05,997:INFO:Total runtime is 0.14158684015274048 minutes +2024-02-17 00:45:06,006:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:06,006:INFO:Initializing create_model() +2024-02-17 00:45:06,006:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:06,006:INFO:Checking exceptions +2024-02-17 00:45:06,006:INFO:Importing libraries +2024-02-17 00:45:06,006:INFO:Copying training dataset +2024-02-17 00:45:06,006:INFO:Defining folds +2024-02-17 00:45:06,006:INFO:Declaring metric variables +2024-02-17 00:45:06,015:INFO:Importing untrained model +2024-02-17 00:45:06,015:INFO:Extra Trees Classifier Imported successfully +2024-02-17 00:45:06,015:INFO:Starting cross validation +2024-02-17 00:45:06,015:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:07,786:INFO:Calculating mean and std +2024-02-17 00:45:07,786:INFO:Creating metrics dataframe +2024-02-17 00:45:07,794:INFO:Uploading results into container +2024-02-17 00:45:07,794:INFO:Uploading model into container now +2024-02-17 00:45:07,796:INFO:_master_model_container: 104 +2024-02-17 00:45:07,796:INFO:_display_container: 21 +2024-02-17 00:45:07,796:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:45:07,796:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:07,926:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:07,926:INFO:Creating metrics dataframe +2024-02-17 00:45:07,943:INFO:Initializing Extreme Gradient Boosting +2024-02-17 00:45:07,943:INFO:Total runtime is 0.1740070382754008 minutes +2024-02-17 00:45:07,947:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:07,947:INFO:Initializing create_model() +2024-02-17 00:45:07,947:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:07,947:INFO:Checking exceptions +2024-02-17 00:45:07,947:INFO:Importing libraries +2024-02-17 00:45:07,947:INFO:Copying training dataset +2024-02-17 00:45:07,947:INFO:Defining folds +2024-02-17 00:45:07,947:INFO:Declaring metric variables +2024-02-17 00:45:07,963:INFO:Importing untrained model +2024-02-17 00:45:07,966:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:45:07,980:INFO:Starting cross validation +2024-02-17 00:45:07,980:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:08,729:INFO:Calculating mean and std +2024-02-17 00:45:08,730:INFO:Creating metrics dataframe +2024-02-17 00:45:08,730:INFO:Uploading results into container +2024-02-17 00:45:08,730:INFO:Uploading model into container now +2024-02-17 00:45:08,730:INFO:_master_model_container: 105 +2024-02-17 00:45:08,730:INFO:_display_container: 21 +2024-02-17 00:45:08,730:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:45:08,730:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:08,870:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:08,870:INFO:Creating metrics dataframe +2024-02-17 00:45:08,898:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 00:45:08,898:INFO:Total runtime is 0.18993174235026042 minutes +2024-02-17 00:45:08,900:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:08,900:INFO:Initializing create_model() +2024-02-17 00:45:08,900:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:08,900:INFO:Checking exceptions +2024-02-17 00:45:08,900:INFO:Importing libraries +2024-02-17 00:45:08,900:INFO:Copying training dataset +2024-02-17 00:45:08,913:INFO:Defining folds +2024-02-17 00:45:08,913:INFO:Declaring metric variables +2024-02-17 00:45:08,920:INFO:Importing untrained model +2024-02-17 00:45:08,923:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:45:08,933:INFO:Starting cross validation +2024-02-17 00:45:08,933:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:10,943:INFO:Calculating mean and std +2024-02-17 00:45:10,943:INFO:Creating metrics dataframe +2024-02-17 00:45:10,947:INFO:Uploading results into container +2024-02-17 00:45:10,947:INFO:Uploading model into container now +2024-02-17 00:45:10,947:INFO:_master_model_container: 106 +2024-02-17 00:45:10,947:INFO:_display_container: 21 +2024-02-17 00:45:10,959:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:45:10,959:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:11,078:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:11,078:INFO:Creating metrics dataframe +2024-02-17 00:45:11,094:INFO:Initializing CatBoost Classifier +2024-02-17 00:45:11,094:INFO:Total runtime is 0.22652732531229655 minutes +2024-02-17 00:45:11,094:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:11,094:INFO:Initializing create_model() +2024-02-17 00:45:11,094:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:11,094:INFO:Checking exceptions +2024-02-17 00:45:11,094:INFO:Importing libraries +2024-02-17 00:45:11,094:INFO:Copying training dataset +2024-02-17 00:45:11,113:INFO:Defining folds +2024-02-17 00:45:11,113:INFO:Declaring metric variables +2024-02-17 00:45:11,117:INFO:Importing untrained model +2024-02-17 00:45:11,117:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:45:11,130:INFO:Starting cross validation +2024-02-17 00:45:11,133:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:33,043:INFO:Calculating mean and std +2024-02-17 00:45:33,043:INFO:Creating metrics dataframe +2024-02-17 00:45:33,056:INFO:Uploading results into container +2024-02-17 00:45:33,056:INFO:Uploading model into container now +2024-02-17 00:45:33,056:INFO:_master_model_container: 107 +2024-02-17 00:45:33,056:INFO:_display_container: 21 +2024-02-17 00:45:33,056:INFO: +2024-02-17 00:45:33,056:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:33,315:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:33,315:INFO:Creating metrics dataframe +2024-02-17 00:45:33,360:INFO:Initializing Dummy Classifier +2024-02-17 00:45:33,360:INFO:Total runtime is 0.5976339062054952 minutes +2024-02-17 00:45:33,370:INFO:SubProcess create_model() called ================================== +2024-02-17 00:45:33,370:INFO:Initializing create_model() +2024-02-17 00:45:33,370:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:33,370:INFO:Checking exceptions +2024-02-17 00:45:33,370:INFO:Importing libraries +2024-02-17 00:45:33,370:INFO:Copying training dataset +2024-02-17 00:45:33,399:INFO:Defining folds +2024-02-17 00:45:33,399:INFO:Declaring metric variables +2024-02-17 00:45:33,415:INFO:Importing untrained model +2024-02-17 00:45:33,420:INFO:Dummy Classifier Imported successfully +2024-02-17 00:45:33,446:INFO:Starting cross validation +2024-02-17 00:45:33,454:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:45:33,601:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:45:33,615:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:45:33,616:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:45:33,644:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:45:33,649:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:45:33,676:INFO:Calculating mean and std +2024-02-17 00:45:33,676:INFO:Creating metrics dataframe +2024-02-17 00:45:33,683:INFO:Uploading results into container +2024-02-17 00:45:33,692:INFO:Uploading model into container now +2024-02-17 00:45:33,692:INFO:_master_model_container: 108 +2024-02-17 00:45:33,692:INFO:_display_container: 21 +2024-02-17 00:45:33,696:INFO:DummyClassifier(constant=None, random_state=3957, strategy='prior') +2024-02-17 00:45:33,696:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:33,933:INFO:SubProcess create_model() end ================================== +2024-02-17 00:45:33,933:INFO:Creating metrics dataframe +2024-02-17 00:45:34,018:INFO:Initializing create_model() +2024-02-17 00:45:34,018:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:34,018:INFO:Checking exceptions +2024-02-17 00:45:34,099:INFO:Importing libraries +2024-02-17 00:45:34,099:INFO:Copying training dataset +2024-02-17 00:45:34,115:INFO:Defining folds +2024-02-17 00:45:34,115:INFO:Declaring metric variables +2024-02-17 00:45:34,115:INFO:Importing untrained model +2024-02-17 00:45:34,115:INFO:Declaring custom model +2024-02-17 00:45:34,115:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:45:34,115:INFO:Cross validation set to False +2024-02-17 00:45:34,115:INFO:Fitting Model +2024-02-17 00:45:45,984:INFO: +2024-02-17 00:45:45,984:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:46,267:INFO:Initializing create_model() +2024-02-17 00:45:46,267:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:46,267:INFO:Checking exceptions +2024-02-17 00:45:46,272:INFO:Importing libraries +2024-02-17 00:45:46,272:INFO:Copying training dataset +2024-02-17 00:45:46,286:INFO:Defining folds +2024-02-17 00:45:46,286:INFO:Declaring metric variables +2024-02-17 00:45:46,286:INFO:Importing untrained model +2024-02-17 00:45:46,286:INFO:Declaring custom model +2024-02-17 00:45:46,297:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:45:46,299:INFO:Cross validation set to False +2024-02-17 00:45:46,299:INFO:Fitting Model +2024-02-17 00:45:46,666:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:45:46,666:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:46,963:INFO:Initializing create_model() +2024-02-17 00:45:46,966:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:46,966:INFO:Checking exceptions +2024-02-17 00:45:46,966:INFO:Importing libraries +2024-02-17 00:45:46,966:INFO:Copying training dataset +2024-02-17 00:45:46,970:INFO:Defining folds +2024-02-17 00:45:46,970:INFO:Declaring metric variables +2024-02-17 00:45:46,970:INFO:Importing untrained model +2024-02-17 00:45:46,970:INFO:Declaring custom model +2024-02-17 00:45:46,970:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:45:46,979:INFO:Cross validation set to False +2024-02-17 00:45:46,979:INFO:Fitting Model +2024-02-17 00:45:47,003:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:45:47,012:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001188 seconds. +2024-02-17 00:45:47,012:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:45:47,012:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:45:47,012:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:45:47,012:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:45:47,012:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:45:47,296:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:45:47,299:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:47,593:INFO:Initializing create_model() +2024-02-17 00:45:47,593:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:45:47,593:INFO:Checking exceptions +2024-02-17 00:45:47,601:INFO:Importing libraries +2024-02-17 00:45:47,601:INFO:Copying training dataset +2024-02-17 00:45:47,616:INFO:Defining folds +2024-02-17 00:45:47,616:INFO:Declaring metric variables +2024-02-17 00:45:47,616:INFO:Importing untrained model +2024-02-17 00:45:47,616:INFO:Declaring custom model +2024-02-17 00:45:47,616:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:45:47,616:INFO:Cross validation set to False +2024-02-17 00:45:47,624:INFO:Fitting Model +2024-02-17 00:45:48,609:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:45:48,609:INFO:create_model() successfully completed...................................... +2024-02-17 00:45:48,992:INFO:_master_model_container: 108 +2024-02-17 00:45:48,992:INFO:_display_container: 21 +2024-02-17 00:45:49,000:INFO:[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False)] +2024-02-17 00:45:49,000:INFO:compare_models() successfully completed...................................... +2024-02-17 00:46:15,252:INFO:Initializing tune_model() +2024-02-17 00:46:15,252:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:46:15,252:INFO:Checking exceptions +2024-02-17 00:46:15,328:INFO:Copying training dataset +2024-02-17 00:46:15,335:INFO:Checking base model +2024-02-17 00:46:15,335:INFO:Base model : CatBoost Classifier +2024-02-17 00:46:15,348:INFO:Declaring metric variables +2024-02-17 00:46:15,367:INFO:Defining Hyperparameters +2024-02-17 00:46:15,663:INFO:Tuning with n_jobs=-1 +2024-02-17 00:46:15,663:INFO:Initializing RandomizedSearchCV +2024-02-17 00:47:25,133:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py:378: FitFailedWarning: +10 fits failed out of a total of 100. +The score on these train-test partitions for these parameters will be set to nan. +If these failures are not expected, you can try to debug them by setting error_score='raise'. + +Below are more details about the failures: +-------------------------------------------------------------------------------- +10 fits failed with the following error: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_validation.py", line 686, in _fit_and_score + estimator.fit(X_train, y_train, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 275, in fit + fitted_estimator = self._memory_fit( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\joblib\memory.py", line 353, in __call__ + return self.func(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 68, in _fit_one + transformer.fit(*args, **fit_params) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 5100, in fit + self._fit(X, y, cat_features, text_features, embedding_features, None, sample_weight, None, None, None, None, baseline, use_best_model, + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2303, in _fit + train_params = self._prepare_train_params( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\catboost\core.py", line 2230, in _prepare_train_params + _check_train_params(params) + File "_catboost.pyx", line 6105, in _catboost._check_train_params + File "_catboost.pyx", line 6124, in _catboost._check_train_params +_catboost.CatBoostError: C:/Go_Agent/pipelines/BuildMaster/catboost.git/catboost/private/libs/options/boosting_options.cpp:79: Learning rate should be non-zero + + warnings.warn(some_fits_failed_message, FitFailedWarning) + +2024-02-17 00:47:25,134:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\model_selection\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.84742268 0.80574374 nan 0.90029455 0.8353461 0.90795287 + 0.92076583 0.82268041 0.86023564 0.88468336] + warnings.warn( + +2024-02-17 00:47:25,134:INFO:best_params: {'actual_estimator__random_strength': 0.5, 'actual_estimator__n_estimators': 250, 'actual_estimator__l2_leaf_reg': 6, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 8} +2024-02-17 00:47:25,134:INFO:Hyperparameter search completed +2024-02-17 00:47:25,134:INFO:SubProcess create_model() called ================================== +2024-02-17 00:47:25,137:INFO:Initializing create_model() +2024-02-17 00:47:25,137:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.5, 'n_estimators': 250, 'l2_leaf_reg': 6, 'eta': 0.1, 'depth': 8}) +2024-02-17 00:47:25,137:INFO:Checking exceptions +2024-02-17 00:47:25,137:INFO:Importing libraries +2024-02-17 00:47:25,138:INFO:Copying training dataset +2024-02-17 00:47:25,143:INFO:Defining folds +2024-02-17 00:47:25,143:INFO:Declaring metric variables +2024-02-17 00:47:25,143:INFO:Importing untrained model +2024-02-17 00:47:25,143:INFO:Declaring custom model +2024-02-17 00:47:25,157:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:47:25,157:INFO:Starting cross validation +2024-02-17 00:47:25,157:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:47:33,486:INFO:Calculating mean and std +2024-02-17 00:47:33,488:INFO:Creating metrics dataframe +2024-02-17 00:47:33,488:INFO:Finalizing model +2024-02-17 00:47:35,198:INFO:Uploading results into container +2024-02-17 00:47:35,198:INFO:Uploading model into container now +2024-02-17 00:47:35,198:INFO:_master_model_container: 109 +2024-02-17 00:47:35,198:INFO:_display_container: 22 +2024-02-17 00:47:35,198:INFO: +2024-02-17 00:47:35,198:INFO:create_model() successfully completed...................................... +2024-02-17 00:47:35,340:INFO:SubProcess create_model() end ================================== +2024-02-17 00:47:35,340:INFO:choose_better activated +2024-02-17 00:47:35,340:INFO:SubProcess create_model() called ================================== +2024-02-17 00:47:35,340:INFO:Initializing create_model() +2024-02-17 00:47:35,340:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:47:35,340:INFO:Checking exceptions +2024-02-17 00:47:35,340:INFO:Importing libraries +2024-02-17 00:47:35,340:INFO:Copying training dataset +2024-02-17 00:47:35,349:INFO:Defining folds +2024-02-17 00:47:35,349:INFO:Declaring metric variables +2024-02-17 00:47:35,349:INFO:Importing untrained model +2024-02-17 00:47:35,349:INFO:Declaring custom model +2024-02-17 00:47:35,349:INFO:CatBoost Classifier Imported successfully +2024-02-17 00:47:35,349:INFO:Starting cross validation +2024-02-17 00:47:35,349:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:47:53,333:INFO:Calculating mean and std +2024-02-17 00:47:53,333:INFO:Creating metrics dataframe +2024-02-17 00:47:53,333:INFO:Finalizing model +2024-02-17 00:47:57,639:INFO:Uploading results into container +2024-02-17 00:47:57,639:INFO:Uploading model into container now +2024-02-17 00:47:57,639:INFO:_master_model_container: 110 +2024-02-17 00:47:57,639:INFO:_display_container: 23 +2024-02-17 00:47:57,639:INFO: +2024-02-17 00:47:57,639:INFO:create_model() successfully completed...................................... +2024-02-17 00:47:57,772:INFO:SubProcess create_model() end ================================== +2024-02-17 00:47:57,772:INFO: result for Accuracy is 0.9227 +2024-02-17 00:47:57,772:INFO: result for Accuracy is 0.9208 +2024-02-17 00:47:57,772:INFO: is best model +2024-02-17 00:47:57,772:INFO:choose_better completed +2024-02-17 00:47:57,772:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:47:57,787:INFO:_master_model_container: 110 +2024-02-17 00:47:57,787:INFO:_display_container: 22 +2024-02-17 00:47:57,789:INFO: +2024-02-17 00:47:57,789:INFO:tune_model() successfully completed...................................... +2024-02-17 00:47:57,920:INFO:Initializing tune_model() +2024-02-17 00:47:57,920:INFO:tune_model(estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:47:57,920:INFO:Checking exceptions +2024-02-17 00:47:57,939:INFO:Copying training dataset +2024-02-17 00:47:57,951:INFO:Checking base model +2024-02-17 00:47:57,951:INFO:Base model : Extreme Gradient Boosting +2024-02-17 00:47:57,955:INFO:Declaring metric variables +2024-02-17 00:47:57,959:INFO:Defining Hyperparameters +2024-02-17 00:47:58,113:INFO:Tuning with n_jobs=-1 +2024-02-17 00:47:58,113:INFO:Initializing RandomizedSearchCV +2024-02-17 00:48:06,668:INFO:best_params: {'actual_estimator__subsample': 0.7, 'actual_estimator__scale_pos_weight': 13.4, 'actual_estimator__reg_lambda': 0.005, 'actual_estimator__reg_alpha': 0.005, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_child_weight': 3, 'actual_estimator__max_depth': 10, 'actual_estimator__learning_rate': 0.15, 'actual_estimator__colsample_bytree': 0.7} +2024-02-17 00:48:06,668:INFO:Hyperparameter search completed +2024-02-17 00:48:06,668:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:06,668:INFO:Initializing create_model() +2024-02-17 00:48:06,668:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.7, 'scale_pos_weight': 13.4, 'reg_lambda': 0.005, 'reg_alpha': 0.005, 'n_estimators': 150, 'min_child_weight': 3, 'max_depth': 10, 'learning_rate': 0.15, 'colsample_bytree': 0.7}) +2024-02-17 00:48:06,668:INFO:Checking exceptions +2024-02-17 00:48:06,668:INFO:Importing libraries +2024-02-17 00:48:06,668:INFO:Copying training dataset +2024-02-17 00:48:06,678:INFO:Defining folds +2024-02-17 00:48:06,678:INFO:Declaring metric variables +2024-02-17 00:48:06,689:INFO:Importing untrained model +2024-02-17 00:48:06,689:INFO:Declaring custom model +2024-02-17 00:48:06,693:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:48:06,706:INFO:Starting cross validation +2024-02-17 00:48:06,714:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:08,126:INFO:Calculating mean and std +2024-02-17 00:48:08,126:INFO:Creating metrics dataframe +2024-02-17 00:48:08,126:INFO:Finalizing model +2024-02-17 00:48:08,390:INFO:Uploading results into container +2024-02-17 00:48:08,391:INFO:Uploading model into container now +2024-02-17 00:48:08,391:INFO:_master_model_container: 111 +2024-02-17 00:48:08,392:INFO:_display_container: 23 +2024-02-17 00:48:08,393:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:48:08,393:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:08,520:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:08,520:INFO:choose_better activated +2024-02-17 00:48:08,520:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:08,520:INFO:Initializing create_model() +2024-02-17 00:48:08,520:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:48:08,520:INFO:Checking exceptions +2024-02-17 00:48:08,520:INFO:Importing libraries +2024-02-17 00:48:08,520:INFO:Copying training dataset +2024-02-17 00:48:08,535:INFO:Defining folds +2024-02-17 00:48:08,535:INFO:Declaring metric variables +2024-02-17 00:48:08,535:INFO:Importing untrained model +2024-02-17 00:48:08,535:INFO:Declaring custom model +2024-02-17 00:48:08,535:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 00:48:08,535:INFO:Starting cross validation +2024-02-17 00:48:08,535:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:09,049:INFO:Calculating mean and std +2024-02-17 00:48:09,050:INFO:Creating metrics dataframe +2024-02-17 00:48:09,050:INFO:Finalizing model +2024-02-17 00:48:09,156:INFO:Uploading results into container +2024-02-17 00:48:09,156:INFO:Uploading model into container now +2024-02-17 00:48:09,156:INFO:_master_model_container: 112 +2024-02-17 00:48:09,156:INFO:_display_container: 24 +2024-02-17 00:48:09,156:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:48:09,156:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:09,292:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:09,292:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9212 +2024-02-17 00:48:09,292:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=0.7, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.15, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=10, max_leaves=None, + min_child_weight=3, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=150, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9103 +2024-02-17 00:48:09,292:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) is best model +2024-02-17 00:48:09,292:INFO:choose_better completed +2024-02-17 00:48:09,292:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:48:09,326:INFO:_master_model_container: 112 +2024-02-17 00:48:09,326:INFO:_display_container: 23 +2024-02-17 00:48:09,327:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 00:48:09,327:INFO:tune_model() successfully completed...................................... +2024-02-17 00:48:09,457:INFO:Initializing tune_model() +2024-02-17 00:48:09,457:INFO:tune_model(estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:48:09,457:INFO:Checking exceptions +2024-02-17 00:48:09,470:INFO:Copying training dataset +2024-02-17 00:48:09,475:INFO:Checking base model +2024-02-17 00:48:09,475:INFO:Base model : Light Gradient Boosting Machine +2024-02-17 00:48:09,475:INFO:Declaring metric variables +2024-02-17 00:48:09,484:INFO:Defining Hyperparameters +2024-02-17 00:48:09,592:INFO:Tuning with n_jobs=-1 +2024-02-17 00:48:09,592:INFO:Initializing RandomizedSearchCV +2024-02-17 00:48:26,836:INFO:best_params: {'actual_estimator__reg_lambda': 0.0001, 'actual_estimator__reg_alpha': 0.15, 'actual_estimator__num_leaves': 8, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_split_gain': 0.1, 'actual_estimator__min_child_samples': 41, 'actual_estimator__learning_rate': 0.2, 'actual_estimator__feature_fraction': 0.7, 'actual_estimator__bagging_freq': 5, 'actual_estimator__bagging_fraction': 1.0} +2024-02-17 00:48:26,836:INFO:Hyperparameter search completed +2024-02-17 00:48:26,836:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:26,840:INFO:Initializing create_model() +2024-02-17 00:48:26,840:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'reg_lambda': 0.0001, 'reg_alpha': 0.15, 'num_leaves': 8, 'n_estimators': 150, 'min_split_gain': 0.1, 'min_child_samples': 41, 'learning_rate': 0.2, 'feature_fraction': 0.7, 'bagging_freq': 5, 'bagging_fraction': 1.0}) +2024-02-17 00:48:26,840:INFO:Checking exceptions +2024-02-17 00:48:26,841:INFO:Importing libraries +2024-02-17 00:48:26,841:INFO:Copying training dataset +2024-02-17 00:48:26,844:INFO:Defining folds +2024-02-17 00:48:26,844:INFO:Declaring metric variables +2024-02-17 00:48:26,844:INFO:Importing untrained model +2024-02-17 00:48:26,844:INFO:Declaring custom model +2024-02-17 00:48:26,857:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:48:26,859:INFO:Starting cross validation +2024-02-17 00:48:26,866:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:27,652:INFO:Calculating mean and std +2024-02-17 00:48:27,652:INFO:Creating metrics dataframe +2024-02-17 00:48:27,657:INFO:Finalizing model +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] feature_fraction is set=0.7, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] bagging_fraction is set=1.0, subsample=1.0 will be ignored. Current value: bagging_fraction=1.0 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000871 seconds. +2024-02-17 00:48:27,677:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 00:48:27,677:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:48:27,677:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:48:27,689:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:48:27,807:INFO:Uploading results into container +2024-02-17 00:48:27,809:INFO:Uploading model into container now +2024-02-17 00:48:27,809:INFO:_master_model_container: 113 +2024-02-17 00:48:27,809:INFO:_display_container: 24 +2024-02-17 00:48:27,809:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:48:27,809:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:27,954:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:27,954:INFO:choose_better activated +2024-02-17 00:48:27,954:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:27,954:INFO:Initializing create_model() +2024-02-17 00:48:27,954:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:48:27,954:INFO:Checking exceptions +2024-02-17 00:48:27,954:INFO:Importing libraries +2024-02-17 00:48:27,954:INFO:Copying training dataset +2024-02-17 00:48:27,969:INFO:Defining folds +2024-02-17 00:48:27,970:INFO:Declaring metric variables +2024-02-17 00:48:27,970:INFO:Importing untrained model +2024-02-17 00:48:27,970:INFO:Declaring custom model +2024-02-17 00:48:27,970:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 00:48:27,970:INFO:Starting cross validation +2024-02-17 00:48:27,970:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:29,437:INFO:Calculating mean and std +2024-02-17 00:48:29,437:INFO:Creating metrics dataframe +2024-02-17 00:48:29,437:INFO:Finalizing model +2024-02-17 00:48:29,452:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 00:48:29,469:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000705 seconds. +2024-02-17 00:48:29,469:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 00:48:29,469:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 00:48:29,469:INFO:[LightGBM] [Info] Total Bins 1316 +2024-02-17 00:48:29,469:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 00:48:29,469:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 00:48:29,699:INFO:Uploading results into container +2024-02-17 00:48:29,699:INFO:Uploading model into container now +2024-02-17 00:48:29,699:INFO:_master_model_container: 114 +2024-02-17 00:48:29,699:INFO:_display_container: 25 +2024-02-17 00:48:29,699:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:48:29,699:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:29,853:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:29,853:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9205 +2024-02-17 00:48:29,853:INFO:LGBMClassifier(bagging_fraction=1.0, bagging_freq=5, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.7, + importance_type='split', learning_rate=0.2, max_depth=-1, + min_child_samples=41, min_child_weight=0.001, min_split_gain=0.1, + n_estimators=150, n_jobs=-1, num_leaves=8, objective=None, + random_state=3957, reg_alpha=0.15, reg_lambda=0.0001, + subsample=1.0, subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9193 +2024-02-17 00:48:29,853:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) is best model +2024-02-17 00:48:29,853:INFO:choose_better completed +2024-02-17 00:48:29,853:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:48:29,870:INFO:_master_model_container: 114 +2024-02-17 00:48:29,870:INFO:_display_container: 24 +2024-02-17 00:48:29,870:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 00:48:29,870:INFO:tune_model() successfully completed...................................... +2024-02-17 00:48:30,003:INFO:Initializing tune_model() +2024-02-17 00:48:30,003:INFO:tune_model(estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 00:48:30,003:INFO:Checking exceptions +2024-02-17 00:48:30,034:INFO:Copying training dataset +2024-02-17 00:48:30,041:INFO:Checking base model +2024-02-17 00:48:30,041:INFO:Base model : Random Forest Classifier +2024-02-17 00:48:30,048:INFO:Declaring metric variables +2024-02-17 00:48:30,057:INFO:Defining Hyperparameters +2024-02-17 00:48:30,191:INFO:Tuning with n_jobs=-1 +2024-02-17 00:48:30,191:INFO:Initializing RandomizedSearchCV +2024-02-17 00:48:42,875:INFO:best_params: {'actual_estimator__n_estimators': 100, 'actual_estimator__min_samples_split': 9, 'actual_estimator__min_samples_leaf': 4, 'actual_estimator__min_impurity_decrease': 0.0005, 'actual_estimator__max_features': 'log2', 'actual_estimator__max_depth': 5, 'actual_estimator__criterion': 'gini', 'actual_estimator__class_weight': 'balanced', 'actual_estimator__bootstrap': False} +2024-02-17 00:48:42,877:INFO:Hyperparameter search completed +2024-02-17 00:48:42,877:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:42,877:INFO:Initializing create_model() +2024-02-17 00:48:42,877:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'n_estimators': 100, 'min_samples_split': 9, 'min_samples_leaf': 4, 'min_impurity_decrease': 0.0005, 'max_features': 'log2', 'max_depth': 5, 'criterion': 'gini', 'class_weight': 'balanced', 'bootstrap': False}) +2024-02-17 00:48:42,877:INFO:Checking exceptions +2024-02-17 00:48:42,877:INFO:Importing libraries +2024-02-17 00:48:42,877:INFO:Copying training dataset +2024-02-17 00:48:42,890:INFO:Defining folds +2024-02-17 00:48:42,890:INFO:Declaring metric variables +2024-02-17 00:48:42,894:INFO:Importing untrained model +2024-02-17 00:48:42,894:INFO:Declaring custom model +2024-02-17 00:48:42,894:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:48:42,906:INFO:Starting cross validation +2024-02-17 00:48:42,908:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:44,052:INFO:Calculating mean and std +2024-02-17 00:48:44,052:INFO:Creating metrics dataframe +2024-02-17 00:48:44,062:INFO:Finalizing model +2024-02-17 00:48:44,330:INFO:Uploading results into container +2024-02-17 00:48:44,332:INFO:Uploading model into container now +2024-02-17 00:48:44,332:INFO:_master_model_container: 115 +2024-02-17 00:48:44,332:INFO:_display_container: 25 +2024-02-17 00:48:44,332:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:48:44,332:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:44,438:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:44,438:INFO:choose_better activated +2024-02-17 00:48:44,438:INFO:SubProcess create_model() called ================================== +2024-02-17 00:48:44,438:INFO:Initializing create_model() +2024-02-17 00:48:44,438:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:48:44,438:INFO:Checking exceptions +2024-02-17 00:48:44,438:INFO:Importing libraries +2024-02-17 00:48:44,438:INFO:Copying training dataset +2024-02-17 00:48:44,454:INFO:Defining folds +2024-02-17 00:48:44,454:INFO:Declaring metric variables +2024-02-17 00:48:44,454:INFO:Importing untrained model +2024-02-17 00:48:44,454:INFO:Declaring custom model +2024-02-17 00:48:44,454:INFO:Random Forest Classifier Imported successfully +2024-02-17 00:48:44,454:INFO:Starting cross validation +2024-02-17 00:48:44,454:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:48:46,536:INFO:Calculating mean and std +2024-02-17 00:48:46,536:INFO:Creating metrics dataframe +2024-02-17 00:48:46,539:INFO:Finalizing model +2024-02-17 00:48:46,982:INFO:Uploading results into container +2024-02-17 00:48:46,982:INFO:Uploading model into container now +2024-02-17 00:48:46,982:INFO:_master_model_container: 116 +2024-02-17 00:48:46,982:INFO:_display_container: 26 +2024-02-17 00:48:46,982:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:48:46,982:INFO:create_model() successfully completed...................................... +2024-02-17 00:48:47,111:INFO:SubProcess create_model() end ================================== +2024-02-17 00:48:47,111:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.9162 +2024-02-17 00:48:47,111:INFO:RandomForestClassifier(bootstrap=False, ccp_alpha=0.0, class_weight='balanced', + criterion='gini', max_depth=5, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0005, min_samples_leaf=4, + min_samples_split=9, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) result for Accuracy is 0.8414 +2024-02-17 00:48:47,111:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) is best model +2024-02-17 00:48:47,111:INFO:choose_better completed +2024-02-17 00:48:47,111:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 00:48:47,127:INFO:_master_model_container: 116 +2024-02-17 00:48:47,127:INFO:_display_container: 25 +2024-02-17 00:48:47,127:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False) +2024-02-17 00:48:47,127:INFO:tune_model() successfully completed...................................... +2024-02-17 00:51:55,012:INFO:Initializing blend_models() +2024-02-17 00:51:55,012:INFO:blend_models(self=, estimator_list=[, XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=3957, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=3957, verbose=0, warm_start=False)], fold=None, round=4, choose_better=False, optimize=Accuracy, method=auto, weights=None, fit_kwargs=None, groups=None, probability_threshold=None, verbose=True, return_train_score=False) +2024-02-17 00:51:55,012:INFO:Checking exceptions +2024-02-17 00:51:55,028:INFO:Importing libraries +2024-02-17 00:51:55,028:INFO:Copying training dataset +2024-02-17 00:51:55,036:INFO:Getting model names +2024-02-17 00:51:55,045:INFO:SubProcess create_model() called ================================== +2024-02-17 00:51:55,050:INFO:Initializing create_model() +2024-02-17 00:51:55,050:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:51:55,050:INFO:Checking exceptions +2024-02-17 00:51:55,050:INFO:Importing libraries +2024-02-17 00:51:55,050:INFO:Copying training dataset +2024-02-17 00:51:55,056:INFO:Defining folds +2024-02-17 00:51:55,056:INFO:Declaring metric variables +2024-02-17 00:51:55,060:INFO:Importing untrained model +2024-02-17 00:51:55,060:INFO:Declaring custom model +2024-02-17 00:51:55,095:INFO:Voting Classifier Imported successfully +2024-02-17 00:51:55,101:INFO:Starting cross validation +2024-02-17 00:51:55,105:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 00:52:13,186:INFO:Calculating mean and std +2024-02-17 00:52:13,186:INFO:Creating metrics dataframe +2024-02-17 00:52:13,194:INFO:Finalizing model +2024-02-17 00:52:16,614:INFO:Uploading results into container +2024-02-17 00:52:16,617:INFO:Uploading model into container now +2024-02-17 00:52:16,617:INFO:_master_model_container: 117 +2024-02-17 00:52:16,617:INFO:_display_container: 26 +2024-02-17 00:52:16,626:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:52:16,626:INFO:create_model() successfully completed...................................... +2024-02-17 00:52:16,758:INFO:SubProcess create_model() end ================================== +2024-02-17 00:52:16,771:INFO:_master_model_container: 117 +2024-02-17 00:52:16,771:INFO:_display_container: 26 +2024-02-17 00:52:16,771:INFO:VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:52:16,771:INFO:blend_models() successfully completed...................................... +2024-02-17 00:54:08,661:INFO:Initializing finalize_model() +2024-02-17 00:54:08,661:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 00:54:08,664:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 00:54:08,680:INFO:Initializing create_model() +2024-02-17 00:54:08,680:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 00:54:08,680:INFO:Checking exceptions +2024-02-17 00:54:08,688:INFO:Importing libraries +2024-02-17 00:54:08,688:INFO:Copying training dataset +2024-02-17 00:54:08,688:INFO:Defining folds +2024-02-17 00:54:08,688:INFO:Declaring metric variables +2024-02-17 00:54:08,688:INFO:Importing untrained model +2024-02-17 00:54:08,688:INFO:Declaring custom model +2024-02-17 00:54:08,692:INFO:Voting Classifier Imported successfully +2024-02-17 00:54:08,692:INFO:Cross validation set to False +2024-02-17 00:54:08,692:INFO:Fitting Model +2024-02-17 00:54:13,892:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 00:54:13,892:INFO:create_model() successfully completed...................................... +2024-02-17 00:54:14,009:INFO:_master_model_container: 117 +2024-02-17 00:54:14,009:INFO:_display_container: 26 +2024-02-17 00:54:14,017:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 00:54:14,017:INFO:finalize_model() successfully completed...................................... +2024-02-17 00:55:53,692:INFO:Initializing predict_model() +2024-02-17 00:55:53,692:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC1A2BD90>) +2024-02-17 00:55:53,692:INFO:Checking exceptions +2024-02-17 00:55:53,692:INFO:Preloading libraries +2024-02-17 00:55:53,692:INFO:Set up data. +2024-02-17 00:55:53,711:INFO:Set up index. +2024-02-17 00:55:53,850:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\utils\generic.py:586: UserWarning: Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\utils\generic.py", line 580, in _calculate_metric + calculated_metric = score_func(y_test, target, sample_weight=weights, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 87, in __call__ + return self.score_func(y_true, y_pred, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_ranking.py", line 572, in roc_auc_score + return _average_binary_score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_base.py", line 75, in _average_binary_score + return binary_metric(y_true, y_score, sample_weight=sample_weight) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_ranking.py", line 339, in _binary_roc_auc_score + raise ValueError( +ValueError: Only one class present in y_true. ROC AUC score is not defined in that case. + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\utils\generic.py", line 584, in _calculate_metric + calculated_metric = score_func(y_test, target, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 87, in __call__ + return self.score_func(y_true, y_pred, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_ranking.py", line 572, in roc_auc_score + return _average_binary_score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_base.py", line 75, in _average_binary_score + return binary_metric(y_true, y_score, sample_weight=sample_weight) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_ranking.py", line 339, in _binary_roc_auc_score + raise ValueError( +ValueError: Only one class present in y_true. ROC AUC score is not defined in that case. + + warnings.warn(traceback.format_exc()) + +2024-02-17 00:55:53,854:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 due to no true samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 00:57:02,377:INFO:Initializing predict_model() +2024-02-17 00:57:02,377:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DBEA79C60>) +2024-02-17 00:57:02,377:INFO:Checking exceptions +2024-02-17 00:57:02,377:INFO:Preloading libraries +2024-02-17 00:57:02,383:INFO:Set up data. +2024-02-17 00:57:02,395:INFO:Set up index. +2024-02-17 00:57:26,151:INFO:Initializing predict_model() +2024-02-17 00:57:26,151:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC19CD900>) +2024-02-17 00:57:26,151:INFO:Checking exceptions +2024-02-17 00:57:26,151:INFO:Preloading libraries +2024-02-17 00:57:26,155:INFO:Set up data. +2024-02-17 00:57:26,163:INFO:Set up index. +2024-02-17 00:59:34,888:INFO:Initializing predict_model() +2024-02-17 00:59:34,889:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC19CEC20>) +2024-02-17 00:59:34,889:INFO:Checking exceptions +2024-02-17 00:59:34,889:INFO:Preloading libraries +2024-02-17 00:59:34,894:INFO:Set up data. +2024-02-17 00:59:34,956:INFO:Set up index. +2024-02-17 01:01:41,419:INFO:Initializing finalize_model() +2024-02-17 01:01:41,419:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:01:41,420:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:01:41,431:INFO:Initializing create_model() +2024-02-17 01:01:41,431:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:01:41,431:INFO:Checking exceptions +2024-02-17 01:01:41,431:INFO:Importing libraries +2024-02-17 01:01:41,431:INFO:Copying training dataset +2024-02-17 01:01:41,431:INFO:Defining folds +2024-02-17 01:01:41,431:INFO:Declaring metric variables +2024-02-17 01:01:41,431:INFO:Importing untrained model +2024-02-17 01:01:41,431:INFO:Declaring custom model +2024-02-17 01:01:41,431:INFO:Voting Classifier Imported successfully +2024-02-17 01:01:41,439:INFO:Cross validation set to False +2024-02-17 01:01:41,439:INFO:Fitting Model +2024-02-17 01:02:00,266:INFO:Initializing finalize_model() +2024-02-17 01:02:00,266:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:02:00,276:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:02:00,289:INFO:Initializing create_model() +2024-02-17 01:02:00,289:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:02:00,289:INFO:Checking exceptions +2024-02-17 01:02:00,289:INFO:Importing libraries +2024-02-17 01:02:00,292:INFO:Copying training dataset +2024-02-17 01:02:00,292:INFO:Defining folds +2024-02-17 01:02:00,292:INFO:Declaring metric variables +2024-02-17 01:02:00,292:INFO:Importing untrained model +2024-02-17 01:02:00,292:INFO:Declaring custom model +2024-02-17 01:02:00,292:INFO:Voting Classifier Imported successfully +2024-02-17 01:02:00,292:INFO:Cross validation set to False +2024-02-17 01:02:00,292:INFO:Fitting Model +2024-02-17 01:02:07,183:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:07,183:INFO:create_model() successfully completed...................................... +2024-02-17 01:02:07,309:INFO:_master_model_container: 117 +2024-02-17 01:02:07,309:INFO:_display_container: 30 +2024-02-17 01:02:07,327:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:07,327:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:02:07,470:INFO:Initializing predict_model() +2024-02-17 01:02:07,470:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC2380700>) +2024-02-17 01:02:07,470:INFO:Checking exceptions +2024-02-17 01:02:07,470:INFO:Preloading libraries +2024-02-17 01:02:07,484:INFO:Set up data. +2024-02-17 01:02:07,484:INFO:Set up index. +2024-02-17 01:02:19,555:INFO:Initializing finalize_model() +2024-02-17 01:02:19,555:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:02:19,559:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:02:19,570:INFO:Initializing create_model() +2024-02-17 01:02:19,570:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:02:19,570:INFO:Checking exceptions +2024-02-17 01:02:19,577:INFO:Importing libraries +2024-02-17 01:02:19,577:INFO:Copying training dataset +2024-02-17 01:02:19,577:INFO:Defining folds +2024-02-17 01:02:19,577:INFO:Declaring metric variables +2024-02-17 01:02:19,577:INFO:Importing untrained model +2024-02-17 01:02:19,577:INFO:Declaring custom model +2024-02-17 01:02:19,581:INFO:Voting Classifier Imported successfully +2024-02-17 01:02:19,581:INFO:Cross validation set to False +2024-02-17 01:02:19,581:INFO:Fitting Model +2024-02-17 01:02:25,850:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:25,851:INFO:create_model() successfully completed...................................... +2024-02-17 01:02:25,985:INFO:_master_model_container: 117 +2024-02-17 01:02:25,985:INFO:_display_container: 31 +2024-02-17 01:02:26,002:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:26,002:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:02:26,152:INFO:Initializing predict_model() +2024-02-17 01:02:26,152:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC2380940>) +2024-02-17 01:02:26,152:INFO:Checking exceptions +2024-02-17 01:02:26,152:INFO:Preloading libraries +2024-02-17 01:02:26,152:INFO:Set up data. +2024-02-17 01:02:26,152:INFO:Set up index. +2024-02-17 01:02:35,123:INFO:Initializing finalize_model() +2024-02-17 01:02:35,123:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:02:35,128:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:02:35,143:INFO:Initializing create_model() +2024-02-17 01:02:35,145:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:02:35,145:INFO:Checking exceptions +2024-02-17 01:02:35,145:INFO:Importing libraries +2024-02-17 01:02:35,145:INFO:Copying training dataset +2024-02-17 01:02:35,145:INFO:Defining folds +2024-02-17 01:02:35,145:INFO:Declaring metric variables +2024-02-17 01:02:35,145:INFO:Importing untrained model +2024-02-17 01:02:35,149:INFO:Declaring custom model +2024-02-17 01:02:35,152:INFO:Voting Classifier Imported successfully +2024-02-17 01:02:35,152:INFO:Cross validation set to False +2024-02-17 01:02:35,152:INFO:Fitting Model +2024-02-17 01:02:41,265:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:41,265:INFO:create_model() successfully completed...................................... +2024-02-17 01:02:41,402:INFO:_master_model_container: 117 +2024-02-17 01:02:41,403:INFO:_display_container: 32 +2024-02-17 01:02:41,415:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:02:41,415:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:02:41,553:INFO:Initializing predict_model() +2024-02-17 01:02:41,553:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC5395F30>) +2024-02-17 01:02:41,553:INFO:Checking exceptions +2024-02-17 01:02:41,553:INFO:Preloading libraries +2024-02-17 01:02:41,566:INFO:Set up data. +2024-02-17 01:02:41,573:INFO:Set up index. +2024-02-17 01:03:21,624:INFO:Initializing finalize_model() +2024-02-17 01:03:21,624:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:03:21,642:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:03:21,651:INFO:Initializing create_model() +2024-02-17 01:03:21,651:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:03:21,651:INFO:Checking exceptions +2024-02-17 01:03:21,651:INFO:Importing libraries +2024-02-17 01:03:21,651:INFO:Copying training dataset +2024-02-17 01:03:21,651:INFO:Defining folds +2024-02-17 01:03:21,651:INFO:Declaring metric variables +2024-02-17 01:03:21,651:INFO:Importing untrained model +2024-02-17 01:03:21,651:INFO:Declaring custom model +2024-02-17 01:03:21,655:INFO:Voting Classifier Imported successfully +2024-02-17 01:03:21,655:INFO:Cross validation set to False +2024-02-17 01:03:21,655:INFO:Fitting Model +2024-02-17 01:03:27,840:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:03:27,840:INFO:create_model() successfully completed...................................... +2024-02-17 01:03:27,970:INFO:_master_model_container: 117 +2024-02-17 01:03:27,970:INFO:_display_container: 33 +2024-02-17 01:03:27,989:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:03:27,989:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:04:36,220:INFO:Initializing finalize_model() +2024-02-17 01:04:36,220:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:04:36,225:INFO:Finalizing VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:04:36,235:INFO:Initializing create_model() +2024-02-17 01:04:36,235:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('CatBoost Classifier', + ), + ('Extreme Gradient Boosting', + XGBClassifier(base_score=None, booster='gbtree', + callbacks=None, + colsample_bylevel=None, + colsample_bynode=None, + colsample_bytree=None, device='cpu', + early_stopping_rounds=None, + enable_categorical=False, + eval_metric=None... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:04:36,235:INFO:Checking exceptions +2024-02-17 01:04:36,235:INFO:Importing libraries +2024-02-17 01:04:36,235:INFO:Copying training dataset +2024-02-17 01:04:36,235:INFO:Defining folds +2024-02-17 01:04:36,235:INFO:Declaring metric variables +2024-02-17 01:04:36,235:INFO:Importing untrained model +2024-02-17 01:04:36,235:INFO:Declaring custom model +2024-02-17 01:04:36,235:INFO:Voting Classifier Imported successfully +2024-02-17 01:04:36,235:INFO:Cross validation set to False +2024-02-17 01:04:36,235:INFO:Fitting Model +2024-02-17 01:04:42,322:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:04:42,322:INFO:create_model() successfully completed...................................... +2024-02-17 01:04:42,457:INFO:_master_model_container: 117 +2024-02-17 01:04:42,457:INFO:_display_container: 33 +2024-02-17 01:04:42,473:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:04:42,473:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:04:42,608:INFO:Initializing predict_model() +2024-02-17 01:04:42,608:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=3957, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028DC19CE5F0>) +2024-02-17 01:04:42,608:INFO:Checking exceptions +2024-02-17 01:04:42,608:INFO:Preloading libraries +2024-02-17 01:04:42,624:INFO:Set up data. +2024-02-17 01:04:42,628:INFO:Set up index. +2024-02-17 01:07:34,766:INFO:PyCaret ClassificationExperiment +2024-02-17 01:07:34,766:INFO:Logging name: clf-default-name +2024-02-17 01:07:34,766:INFO:ML Usecase: MLUsecase.CLASSIFICATION +2024-02-17 01:07:34,766:INFO:version 3.2.0 +2024-02-17 01:07:34,766:INFO:Initializing setup() +2024-02-17 01:07:34,766:INFO:self.USI: ba2b +2024-02-17 01:07:34,766:INFO:self._variable_keys: {'y_test', 'fold_groups_param', 'X', 'pipeline', 'logging_param', 'idx', 'exp_id', 'gpu_n_jobs_param', 'fold_shuffle_param', 'n_jobs_param', 'gpu_param', 'memory', 'y', 'seed', 'X_test', 'log_plots_param', 'is_multiclass', 'exp_name_log', 'data', 'X_train', 'target_param', 'html_param', 'y_train', 'fix_imbalance', 'fold_generator', '_available_plots', '_ml_usecase', 'USI'} +2024-02-17 01:07:34,766:INFO:Checking environment +2024-02-17 01:07:34,766:INFO:python_version: 3.10.2 +2024-02-17 01:07:34,766:INFO:python_build: ('tags/v3.10.2:a58ebcc', 'Jan 17 2022 14:12:15') +2024-02-17 01:07:34,766:INFO:machine: AMD64 +2024-02-17 01:07:34,766:INFO:platform: Windows-10-10.0.22621-SP0 +2024-02-17 01:07:34,773:INFO:Memory: svmem(total=8247582720, available=1075519488, percent=87.0, used=7172063232, free=1075519488) +2024-02-17 01:07:34,773:INFO:Physical Core: 4 +2024-02-17 01:07:34,774:INFO:Logical Core: 8 +2024-02-17 01:07:34,774:INFO:Checking libraries +2024-02-17 01:07:34,775:INFO:System: +2024-02-17 01:07:34,775:INFO: python: 3.10.2 (tags/v3.10.2:a58ebcc, Jan 17 2022, 14:12:15) [MSC v.1929 64 bit (AMD64)] +2024-02-17 01:07:34,775:INFO:executable: c:\Users\happy\AppData\Local\Programs\Python\Python310\python.exe +2024-02-17 01:07:34,775:INFO: machine: Windows-10-10.0.22621-SP0 +2024-02-17 01:07:34,775:INFO:PyCaret required dependencies: +2024-02-17 01:07:34,775:INFO: pip: 24.0 +2024-02-17 01:07:34,775:INFO: setuptools: 58.1.0 +2024-02-17 01:07:34,775:INFO: pycaret: 3.2.0 +2024-02-17 01:07:34,775:INFO: IPython: 8.16.1 +2024-02-17 01:07:34,775:INFO: ipywidgets: 8.1.1 +2024-02-17 01:07:34,775:INFO: tqdm: 4.66.1 +2024-02-17 01:07:34,775:INFO: numpy: 1.25.2 +2024-02-17 01:07:34,775:INFO: pandas: 1.5.3 +2024-02-17 01:07:34,775:INFO: jinja2: 3.1.3 +2024-02-17 01:07:34,775:INFO: scipy: 1.10.1 +2024-02-17 01:07:34,775:INFO: joblib: 1.3.2 +2024-02-17 01:07:34,775:INFO: sklearn: 1.2.2 +2024-02-17 01:07:34,775:INFO: pyod: 1.1.2 +2024-02-17 01:07:34,775:INFO: imblearn: 0.12.0 +2024-02-17 01:07:34,775:INFO: category_encoders: 2.6.3 +2024-02-17 01:07:34,775:INFO: lightgbm: 4.3.0 +2024-02-17 01:07:34,775:INFO: numba: 0.59.0 +2024-02-17 01:07:34,775:INFO: requests: 2.31.0 +2024-02-17 01:07:34,775:INFO: matplotlib: 3.6.0 +2024-02-17 01:07:34,775:INFO: scikitplot: 0.3.7 +2024-02-17 01:07:34,775:INFO: yellowbrick: 1.5 +2024-02-17 01:07:34,775:INFO: plotly: 5.18.0 +2024-02-17 01:07:34,775:INFO: plotly-resampler: Not installed +2024-02-17 01:07:34,775:INFO: kaleido: 0.2.1 +2024-02-17 01:07:34,775:INFO: schemdraw: 0.15 +2024-02-17 01:07:34,775:INFO: statsmodels: 0.14.1 +2024-02-17 01:07:34,775:INFO: sktime: 0.21.1 +2024-02-17 01:07:34,775:INFO: tbats: 1.1.3 +2024-02-17 01:07:34,775:INFO: pmdarima: 2.0.4 +2024-02-17 01:07:34,775:INFO: psutil: 5.9.6 +2024-02-17 01:07:34,775:INFO: markupsafe: 2.1.4 +2024-02-17 01:07:34,775:INFO: pickle5: Not installed +2024-02-17 01:07:34,775:INFO: cloudpickle: 3.0.0 +2024-02-17 01:07:34,775:INFO: deprecation: 2.1.0 +2024-02-17 01:07:34,775:INFO: xxhash: 3.4.1 +2024-02-17 01:07:34,775:INFO: wurlitzer: Not installed +2024-02-17 01:07:34,775:INFO:PyCaret optional dependencies: +2024-02-17 01:07:34,775:INFO: shap: Not installed +2024-02-17 01:07:34,775:INFO: interpret: Not installed +2024-02-17 01:07:34,775:INFO: umap: Not installed +2024-02-17 01:07:34,775:INFO: ydata_profiling: Not installed +2024-02-17 01:07:34,775:INFO: explainerdashboard: Not installed +2024-02-17 01:07:34,775:INFO: autoviz: Not installed +2024-02-17 01:07:34,775:INFO: fairlearn: Not installed +2024-02-17 01:07:34,775:INFO: deepchecks: Not installed +2024-02-17 01:07:34,775:INFO: xgboost: 2.0.3 +2024-02-17 01:07:34,775:INFO: catboost: 1.2.2 +2024-02-17 01:07:34,775:INFO: kmodes: Not installed +2024-02-17 01:07:34,775:INFO: mlxtend: 0.23.1 +2024-02-17 01:07:34,775:INFO: statsforecast: Not installed +2024-02-17 01:07:34,775:INFO: tune_sklearn: Not installed +2024-02-17 01:07:34,775:INFO: ray: Not installed +2024-02-17 01:07:34,775:INFO: hyperopt: Not installed +2024-02-17 01:07:34,775:INFO: optuna: Not installed +2024-02-17 01:07:34,775:INFO: skopt: Not installed +2024-02-17 01:07:34,775:INFO: mlflow: Not installed +2024-02-17 01:07:34,775:INFO: gradio: Not installed +2024-02-17 01:07:34,775:INFO: fastapi: Not installed +2024-02-17 01:07:34,775:INFO: uvicorn: Not installed +2024-02-17 01:07:34,775:INFO: m2cgen: Not installed +2024-02-17 01:07:34,775:INFO: evidently: Not installed +2024-02-17 01:07:34,775:INFO: fugue: Not installed +2024-02-17 01:07:34,775:INFO: streamlit: Not installed +2024-02-17 01:07:34,775:INFO: prophet: Not installed +2024-02-17 01:07:34,775:INFO:None +2024-02-17 01:07:34,775:INFO:Set up data. +2024-02-17 01:07:34,789:INFO:Set up folding strategy. +2024-02-17 01:07:34,789:INFO:Set up train/test split. +2024-02-17 01:07:34,799:INFO:Set up index. +2024-02-17 01:07:34,799:INFO:Assigning column types. +2024-02-17 01:07:34,799:INFO:Engine successfully changes for model 'lr' to 'sklearn'. +2024-02-17 01:07:34,839:INFO:Engine for model 'knn' has not been set explicitly, hence returning None. +2024-02-17 01:07:34,841:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-17 01:07:34,864:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:34,864:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:34,909:INFO:Engine for model 'knn' has not been set explicitly, hence returning None. +2024-02-17 01:07:34,909:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-17 01:07:34,927:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:34,937:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:34,937:INFO:Engine successfully changes for model 'knn' to 'sklearn'. +2024-02-17 01:07:34,975:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-17 01:07:34,996:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,009:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,046:INFO:Engine for model 'rbfsvm' has not been set explicitly, hence returning None. +2024-02-17 01:07:35,077:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,077:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,077:INFO:Engine successfully changes for model 'rbfsvm' to 'sklearn'. +2024-02-17 01:07:35,149:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,149:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,224:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,226:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,229:INFO:Preparing preprocessing pipeline... +2024-02-17 01:07:35,229:INFO:Set up simple imputation. +2024-02-17 01:07:35,244:INFO:Finished creating preprocessing pipeline. +2024-02-17 01:07:35,244:INFO:Pipeline: Pipeline(memory=FastMemory(location=C:\Users\happy\AppData\Local\Temp\joblib), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_cat... + copy=True, + fill_value=None, + keep_empty_features=False, + missing_values=nan, + strategy='mean', + verbose='deprecated'))), + ('categorical_imputer', + TransformerWrapper(exclude=None, include=[], + transformer=SimpleImputer(add_indicator=False, + copy=True, + fill_value=None, + keep_empty_features=False, + missing_values=nan, + strategy='most_frequent', + verbose='deprecated')))], + verbose=False) +2024-02-17 01:07:35,244:INFO:Creating final display dataframe. +2024-02-17 01:07:35,327:INFO:Setup _display_container: Description Value +0 Session id 255 +1 Target is_converted +2 Target type Binary +3 Original data shape (9700, 20) +4 Transformed data shape (9700, 20) +5 Transformed train set shape (6790, 20) +6 Transformed test set shape (2910, 20) +7 Ignore features 1 +8 Numeric features 19 +9 Preprocess True +10 Imputation type simple +11 Numeric imputation mean +12 Categorical imputation mode +13 Fold Generator StratifiedKFold +14 Fold Number 10 +15 CPU Jobs -1 +16 Use GPU False +17 Log Experiment False +18 Experiment Name clf-default-name +19 USI ba2b +2024-02-17 01:07:35,395:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,395:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,473:INFO:Soft dependency imported: xgboost: 2.0.3 +2024-02-17 01:07:35,473:INFO:Soft dependency imported: catboost: 1.2.2 +2024-02-17 01:07:35,473:INFO:setup() successfully completed in 0.71s............... +2024-02-17 01:07:37,719:INFO:Initializing compare_models() +2024-02-17 01:07:37,719:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=4, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 4, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 01:07:37,719:INFO:Checking exceptions +2024-02-17 01:07:37,730:INFO:Preparing display monitor +2024-02-17 01:07:37,789:INFO:Initializing Logistic Regression +2024-02-17 01:07:37,789:INFO:Total runtime is 0.0 minutes +2024-02-17 01:07:37,794:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:37,794:INFO:Initializing create_model() +2024-02-17 01:07:37,794:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:37,794:INFO:Checking exceptions +2024-02-17 01:07:37,794:INFO:Importing libraries +2024-02-17 01:07:37,794:INFO:Copying training dataset +2024-02-17 01:07:37,805:INFO:Defining folds +2024-02-17 01:07:37,805:INFO:Declaring metric variables +2024-02-17 01:07:37,808:INFO:Importing untrained model +2024-02-17 01:07:37,808:INFO:Logistic Regression Imported successfully +2024-02-17 01:07:37,816:INFO:Starting cross validation +2024-02-17 01:07:37,816:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:39,869:INFO:Calculating mean and std +2024-02-17 01:07:39,869:INFO:Creating metrics dataframe +2024-02-17 01:07:39,869:INFO:Uploading results into container +2024-02-17 01:07:39,869:INFO:Uploading model into container now +2024-02-17 01:07:39,869:INFO:_master_model_container: 1 +2024-02-17 01:07:39,875:INFO:_display_container: 2 +2024-02-17 01:07:39,875:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=255, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 01:07:39,877:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:40,075:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:40,075:INFO:Creating metrics dataframe +2024-02-17 01:07:40,083:INFO:Initializing K Neighbors Classifier +2024-02-17 01:07:40,083:INFO:Total runtime is 0.03823810418446859 minutes +2024-02-17 01:07:40,091:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:40,092:INFO:Initializing create_model() +2024-02-17 01:07:40,092:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:40,092:INFO:Checking exceptions +2024-02-17 01:07:40,092:INFO:Importing libraries +2024-02-17 01:07:40,094:INFO:Copying training dataset +2024-02-17 01:07:40,097:INFO:Defining folds +2024-02-17 01:07:40,097:INFO:Declaring metric variables +2024-02-17 01:07:40,097:INFO:Importing untrained model +2024-02-17 01:07:40,108:INFO:K Neighbors Classifier Imported successfully +2024-02-17 01:07:40,111:INFO:Starting cross validation +2024-02-17 01:07:40,111:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:40,440:INFO:Calculating mean and std +2024-02-17 01:07:40,441:INFO:Creating metrics dataframe +2024-02-17 01:07:40,444:INFO:Uploading results into container +2024-02-17 01:07:40,444:INFO:Uploading model into container now +2024-02-17 01:07:40,444:INFO:_master_model_container: 2 +2024-02-17 01:07:40,444:INFO:_display_container: 2 +2024-02-17 01:07:40,444:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 01:07:40,444:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:40,593:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:40,593:INFO:Creating metrics dataframe +2024-02-17 01:07:40,599:INFO:Initializing Naive Bayes +2024-02-17 01:07:40,599:INFO:Total runtime is 0.04684245586395264 minutes +2024-02-17 01:07:40,610:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:40,611:INFO:Initializing create_model() +2024-02-17 01:07:40,611:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:40,611:INFO:Checking exceptions +2024-02-17 01:07:40,611:INFO:Importing libraries +2024-02-17 01:07:40,611:INFO:Copying training dataset +2024-02-17 01:07:40,611:INFO:Defining folds +2024-02-17 01:07:40,611:INFO:Declaring metric variables +2024-02-17 01:07:40,611:INFO:Importing untrained model +2024-02-17 01:07:40,624:INFO:Naive Bayes Imported successfully +2024-02-17 01:07:40,628:INFO:Starting cross validation +2024-02-17 01:07:40,628:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:40,728:INFO:Calculating mean and std +2024-02-17 01:07:40,730:INFO:Creating metrics dataframe +2024-02-17 01:07:40,730:INFO:Uploading results into container +2024-02-17 01:07:40,730:INFO:Uploading model into container now +2024-02-17 01:07:40,730:INFO:_master_model_container: 3 +2024-02-17 01:07:40,730:INFO:_display_container: 2 +2024-02-17 01:07:40,730:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 01:07:40,730:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:40,862:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:40,862:INFO:Creating metrics dataframe +2024-02-17 01:07:40,876:INFO:Initializing Decision Tree Classifier +2024-02-17 01:07:40,876:INFO:Total runtime is 0.05145585139592489 minutes +2024-02-17 01:07:40,876:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:40,876:INFO:Initializing create_model() +2024-02-17 01:07:40,876:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:40,876:INFO:Checking exceptions +2024-02-17 01:07:40,876:INFO:Importing libraries +2024-02-17 01:07:40,876:INFO:Copying training dataset +2024-02-17 01:07:40,884:INFO:Defining folds +2024-02-17 01:07:40,884:INFO:Declaring metric variables +2024-02-17 01:07:40,884:INFO:Importing untrained model +2024-02-17 01:07:40,898:INFO:Decision Tree Classifier Imported successfully +2024-02-17 01:07:40,898:INFO:Starting cross validation +2024-02-17 01:07:40,898:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:41,067:INFO:Calculating mean and std +2024-02-17 01:07:41,067:INFO:Creating metrics dataframe +2024-02-17 01:07:41,067:INFO:Uploading results into container +2024-02-17 01:07:41,067:INFO:Uploading model into container now +2024-02-17 01:07:41,067:INFO:_master_model_container: 4 +2024-02-17 01:07:41,067:INFO:_display_container: 2 +2024-02-17 01:07:41,067:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=255, splitter='best') +2024-02-17 01:07:41,067:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:41,232:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:41,232:INFO:Creating metrics dataframe +2024-02-17 01:07:41,241:INFO:Initializing SVM - Linear Kernel +2024-02-17 01:07:41,242:INFO:Total runtime is 0.05756041208902995 minutes +2024-02-17 01:07:41,246:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:41,246:INFO:Initializing create_model() +2024-02-17 01:07:41,246:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:41,246:INFO:Checking exceptions +2024-02-17 01:07:41,246:INFO:Importing libraries +2024-02-17 01:07:41,246:INFO:Copying training dataset +2024-02-17 01:07:41,246:INFO:Defining folds +2024-02-17 01:07:41,246:INFO:Declaring metric variables +2024-02-17 01:07:41,246:INFO:Importing untrained model +2024-02-17 01:07:41,262:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 01:07:41,262:INFO:Starting cross validation +2024-02-17 01:07:41,262:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:41,404:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,425:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 01:07:41,442:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,452:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 01:07:41,452:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,459:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,459:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,484:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 01:07:41,542:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge' + + warnings.warn( + +2024-02-17 01:07:41,560:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,587:INFO:Calculating mean and std +2024-02-17 01:07:41,587:INFO:Creating metrics dataframe +2024-02-17 01:07:41,595:INFO:Uploading results into container +2024-02-17 01:07:41,595:INFO:Uploading model into container now +2024-02-17 01:07:41,595:INFO:_master_model_container: 5 +2024-02-17 01:07:41,595:INFO:_display_container: 2 +2024-02-17 01:07:41,595:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=255, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 01:07:41,595:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:41,725:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:41,725:INFO:Creating metrics dataframe +2024-02-17 01:07:41,745:INFO:Initializing Ridge Classifier +2024-02-17 01:07:41,745:INFO:Total runtime is 0.06593417723973592 minutes +2024-02-17 01:07:41,745:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:41,745:INFO:Initializing create_model() +2024-02-17 01:07:41,745:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:41,745:INFO:Checking exceptions +2024-02-17 01:07:41,745:INFO:Importing libraries +2024-02-17 01:07:41,745:INFO:Copying training dataset +2024-02-17 01:07:41,745:INFO:Defining folds +2024-02-17 01:07:41,745:INFO:Declaring metric variables +2024-02-17 01:07:41,763:INFO:Importing untrained model +2024-02-17 01:07:41,763:INFO:Ridge Classifier Imported successfully +2024-02-17 01:07:41,774:INFO:Starting cross validation +2024-02-17 01:07:41,775:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:41,809:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,809:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 01:07:41,825:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,825:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,835:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 01:07:41,835:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 01:07:41,835:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,843:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,850:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba' + + warnings.warn( + +2024-02-17 01:07:41,859:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:07:41,873:INFO:Calculating mean and std +2024-02-17 01:07:41,875:INFO:Creating metrics dataframe +2024-02-17 01:07:41,879:INFO:Uploading results into container +2024-02-17 01:07:41,880:INFO:Uploading model into container now +2024-02-17 01:07:41,880:INFO:_master_model_container: 6 +2024-02-17 01:07:41,880:INFO:_display_container: 2 +2024-02-17 01:07:41,880:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=255, solver='auto', + tol=0.0001) +2024-02-17 01:07:41,880:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:42,012:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:42,012:INFO:Creating metrics dataframe +2024-02-17 01:07:42,021:INFO:Initializing Random Forest Classifier +2024-02-17 01:07:42,023:INFO:Total runtime is 0.07057271401087443 minutes +2024-02-17 01:07:42,026:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:42,026:INFO:Initializing create_model() +2024-02-17 01:07:42,026:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:42,026:INFO:Checking exceptions +2024-02-17 01:07:42,026:INFO:Importing libraries +2024-02-17 01:07:42,026:INFO:Copying training dataset +2024-02-17 01:07:42,026:INFO:Defining folds +2024-02-17 01:07:42,026:INFO:Declaring metric variables +2024-02-17 01:07:42,037:INFO:Importing untrained model +2024-02-17 01:07:42,043:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:07:42,045:INFO:Starting cross validation +2024-02-17 01:07:42,045:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:44,438:INFO:Calculating mean and std +2024-02-17 01:07:44,438:INFO:Creating metrics dataframe +2024-02-17 01:07:44,442:INFO:Uploading results into container +2024-02-17 01:07:44,442:INFO:Uploading model into container now +2024-02-17 01:07:44,442:INFO:_master_model_container: 7 +2024-02-17 01:07:44,442:INFO:_display_container: 2 +2024-02-17 01:07:44,442:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:07:44,442:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:44,603:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:44,603:INFO:Creating metrics dataframe +2024-02-17 01:07:44,626:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 01:07:44,626:INFO:Total runtime is 0.11396320660909018 minutes +2024-02-17 01:07:44,630:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:44,630:INFO:Initializing create_model() +2024-02-17 01:07:44,630:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:44,630:INFO:Checking exceptions +2024-02-17 01:07:44,630:INFO:Importing libraries +2024-02-17 01:07:44,630:INFO:Copying training dataset +2024-02-17 01:07:44,642:INFO:Defining folds +2024-02-17 01:07:44,642:INFO:Declaring metric variables +2024-02-17 01:07:44,645:INFO:Importing untrained model +2024-02-17 01:07:44,645:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 01:07:44,662:INFO:Starting cross validation +2024-02-17 01:07:44,662:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:44,820:INFO:Calculating mean and std +2024-02-17 01:07:44,820:INFO:Creating metrics dataframe +2024-02-17 01:07:44,820:INFO:Uploading results into container +2024-02-17 01:07:44,820:INFO:Uploading model into container now +2024-02-17 01:07:44,820:INFO:_master_model_container: 8 +2024-02-17 01:07:44,820:INFO:_display_container: 2 +2024-02-17 01:07:44,820:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 01:07:44,820:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:44,977:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:44,978:INFO:Creating metrics dataframe +2024-02-17 01:07:44,993:INFO:Initializing Ada Boost Classifier +2024-02-17 01:07:44,993:INFO:Total runtime is 0.12007012764612834 minutes +2024-02-17 01:07:45,003:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:45,003:INFO:Initializing create_model() +2024-02-17 01:07:45,003:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:45,003:INFO:Checking exceptions +2024-02-17 01:07:45,003:INFO:Importing libraries +2024-02-17 01:07:45,003:INFO:Copying training dataset +2024-02-17 01:07:45,012:INFO:Defining folds +2024-02-17 01:07:45,012:INFO:Declaring metric variables +2024-02-17 01:07:45,012:INFO:Importing untrained model +2024-02-17 01:07:45,025:INFO:Ada Boost Classifier Imported successfully +2024-02-17 01:07:45,031:INFO:Starting cross validation +2024-02-17 01:07:45,031:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:46,291:INFO:Calculating mean and std +2024-02-17 01:07:46,292:INFO:Creating metrics dataframe +2024-02-17 01:07:46,292:INFO:Uploading results into container +2024-02-17 01:07:46,292:INFO:Uploading model into container now +2024-02-17 01:07:46,292:INFO:_master_model_container: 9 +2024-02-17 01:07:46,292:INFO:_display_container: 2 +2024-02-17 01:07:46,292:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=255) +2024-02-17 01:07:46,292:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:46,442:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:46,442:INFO:Creating metrics dataframe +2024-02-17 01:07:46,462:INFO:Initializing Gradient Boosting Classifier +2024-02-17 01:07:46,462:INFO:Total runtime is 0.14456350803375245 minutes +2024-02-17 01:07:46,462:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:46,462:INFO:Initializing create_model() +2024-02-17 01:07:46,462:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:46,462:INFO:Checking exceptions +2024-02-17 01:07:46,462:INFO:Importing libraries +2024-02-17 01:07:46,462:INFO:Copying training dataset +2024-02-17 01:07:46,479:INFO:Defining folds +2024-02-17 01:07:46,479:INFO:Declaring metric variables +2024-02-17 01:07:46,479:INFO:Importing untrained model +2024-02-17 01:07:46,492:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 01:07:46,543:INFO:Starting cross validation +2024-02-17 01:07:46,543:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:49,085:INFO:Calculating mean and std +2024-02-17 01:07:49,085:INFO:Creating metrics dataframe +2024-02-17 01:07:49,085:INFO:Uploading results into container +2024-02-17 01:07:49,085:INFO:Uploading model into container now +2024-02-17 01:07:49,085:INFO:_master_model_container: 10 +2024-02-17 01:07:49,085:INFO:_display_container: 2 +2024-02-17 01:07:49,085:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=255, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 01:07:49,085:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:49,221:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:49,221:INFO:Creating metrics dataframe +2024-02-17 01:07:49,229:INFO:Initializing Linear Discriminant Analysis +2024-02-17 01:07:49,229:INFO:Total runtime is 0.1906672477722168 minutes +2024-02-17 01:07:49,237:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:49,237:INFO:Initializing create_model() +2024-02-17 01:07:49,237:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:49,237:INFO:Checking exceptions +2024-02-17 01:07:49,237:INFO:Importing libraries +2024-02-17 01:07:49,237:INFO:Copying training dataset +2024-02-17 01:07:49,245:INFO:Defining folds +2024-02-17 01:07:49,245:INFO:Declaring metric variables +2024-02-17 01:07:49,245:INFO:Importing untrained model +2024-02-17 01:07:49,245:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 01:07:49,261:INFO:Starting cross validation +2024-02-17 01:07:49,261:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:49,376:INFO:Calculating mean and std +2024-02-17 01:07:49,376:INFO:Creating metrics dataframe +2024-02-17 01:07:49,376:INFO:Uploading results into container +2024-02-17 01:07:49,376:INFO:Uploading model into container now +2024-02-17 01:07:49,376:INFO:_master_model_container: 11 +2024-02-17 01:07:49,376:INFO:_display_container: 2 +2024-02-17 01:07:49,376:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 01:07:49,376:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:49,511:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:49,511:INFO:Creating metrics dataframe +2024-02-17 01:07:49,531:INFO:Initializing Extra Trees Classifier +2024-02-17 01:07:49,531:INFO:Total runtime is 0.1957001248995463 minutes +2024-02-17 01:07:49,533:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:49,533:INFO:Initializing create_model() +2024-02-17 01:07:49,533:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:49,533:INFO:Checking exceptions +2024-02-17 01:07:49,533:INFO:Importing libraries +2024-02-17 01:07:49,533:INFO:Copying training dataset +2024-02-17 01:07:49,533:INFO:Defining folds +2024-02-17 01:07:49,533:INFO:Declaring metric variables +2024-02-17 01:07:49,546:INFO:Importing untrained model +2024-02-17 01:07:49,546:INFO:Extra Trees Classifier Imported successfully +2024-02-17 01:07:49,546:INFO:Starting cross validation +2024-02-17 01:07:49,559:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:51,054:INFO:Calculating mean and std +2024-02-17 01:07:51,054:INFO:Creating metrics dataframe +2024-02-17 01:07:51,054:INFO:Uploading results into container +2024-02-17 01:07:51,054:INFO:Uploading model into container now +2024-02-17 01:07:51,060:INFO:_master_model_container: 12 +2024-02-17 01:07:51,060:INFO:_display_container: 2 +2024-02-17 01:07:51,060:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:07:51,061:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:51,193:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:51,193:INFO:Creating metrics dataframe +2024-02-17 01:07:51,209:INFO:Initializing Extreme Gradient Boosting +2024-02-17 01:07:51,210:INFO:Total runtime is 0.22368119955062865 minutes +2024-02-17 01:07:51,214:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:51,214:INFO:Initializing create_model() +2024-02-17 01:07:51,214:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:51,214:INFO:Checking exceptions +2024-02-17 01:07:51,214:INFO:Importing libraries +2024-02-17 01:07:51,214:INFO:Copying training dataset +2024-02-17 01:07:51,221:INFO:Defining folds +2024-02-17 01:07:51,222:INFO:Declaring metric variables +2024-02-17 01:07:51,227:INFO:Importing untrained model +2024-02-17 01:07:51,229:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:07:51,239:INFO:Starting cross validation +2024-02-17 01:07:51,243:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:51,789:INFO:Calculating mean and std +2024-02-17 01:07:51,789:INFO:Creating metrics dataframe +2024-02-17 01:07:51,797:INFO:Uploading results into container +2024-02-17 01:07:51,797:INFO:Uploading model into container now +2024-02-17 01:07:51,798:INFO:_master_model_container: 13 +2024-02-17 01:07:51,798:INFO:_display_container: 2 +2024-02-17 01:07:51,798:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:07:51,798:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:51,926:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:51,926:INFO:Creating metrics dataframe +2024-02-17 01:07:51,926:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 01:07:51,940:INFO:Total runtime is 0.23586283524831134 minutes +2024-02-17 01:07:51,944:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:51,944:INFO:Initializing create_model() +2024-02-17 01:07:51,944:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:51,944:INFO:Checking exceptions +2024-02-17 01:07:51,944:INFO:Importing libraries +2024-02-17 01:07:51,944:INFO:Copying training dataset +2024-02-17 01:07:51,956:INFO:Defining folds +2024-02-17 01:07:51,956:INFO:Declaring metric variables +2024-02-17 01:07:51,962:INFO:Importing untrained model +2024-02-17 01:07:51,967:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:07:51,973:INFO:Starting cross validation +2024-02-17 01:07:51,975:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:07:53,304:INFO:Calculating mean and std +2024-02-17 01:07:53,304:INFO:Creating metrics dataframe +2024-02-17 01:07:53,313:INFO:Uploading results into container +2024-02-17 01:07:53,313:INFO:Uploading model into container now +2024-02-17 01:07:53,313:INFO:_master_model_container: 14 +2024-02-17 01:07:53,313:INFO:_display_container: 2 +2024-02-17 01:07:53,313:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:07:53,313:INFO:create_model() successfully completed...................................... +2024-02-17 01:07:53,460:INFO:SubProcess create_model() end ================================== +2024-02-17 01:07:53,460:INFO:Creating metrics dataframe +2024-02-17 01:07:53,460:INFO:Initializing CatBoost Classifier +2024-02-17 01:07:53,472:INFO:Total runtime is 0.2611824075380961 minutes +2024-02-17 01:07:53,476:INFO:SubProcess create_model() called ================================== +2024-02-17 01:07:53,476:INFO:Initializing create_model() +2024-02-17 01:07:53,476:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:07:53,476:INFO:Checking exceptions +2024-02-17 01:07:53,476:INFO:Importing libraries +2024-02-17 01:07:53,476:INFO:Copying training dataset +2024-02-17 01:07:53,476:INFO:Defining folds +2024-02-17 01:07:53,476:INFO:Declaring metric variables +2024-02-17 01:07:53,476:INFO:Importing untrained model +2024-02-17 01:07:53,491:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:07:53,498:INFO:Starting cross validation +2024-02-17 01:07:53,498:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:12,210:INFO:Calculating mean and std +2024-02-17 01:08:12,211:INFO:Creating metrics dataframe +2024-02-17 01:08:12,211:INFO:Uploading results into container +2024-02-17 01:08:12,211:INFO:Uploading model into container now +2024-02-17 01:08:12,211:INFO:_master_model_container: 15 +2024-02-17 01:08:12,211:INFO:_display_container: 2 +2024-02-17 01:08:12,211:INFO: +2024-02-17 01:08:12,211:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:12,394:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:12,394:INFO:Creating metrics dataframe +2024-02-17 01:08:12,398:INFO:Initializing Dummy Classifier +2024-02-17 01:08:12,398:INFO:Total runtime is 0.5768260359764099 minutes +2024-02-17 01:08:12,412:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:12,412:INFO:Initializing create_model() +2024-02-17 01:08:12,412:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:12,412:INFO:Checking exceptions +2024-02-17 01:08:12,412:INFO:Importing libraries +2024-02-17 01:08:12,412:INFO:Copying training dataset +2024-02-17 01:08:12,412:INFO:Defining folds +2024-02-17 01:08:12,412:INFO:Declaring metric variables +2024-02-17 01:08:12,430:INFO:Importing untrained model +2024-02-17 01:08:12,430:INFO:Dummy Classifier Imported successfully +2024-02-17 01:08:12,445:INFO:Starting cross validation +2024-02-17 01:08:12,445:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:12,511:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:08:12,511:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:08:12,518:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:08:12,518:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:08:12,528:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:08:12,573:INFO:Calculating mean and std +2024-02-17 01:08:12,573:INFO:Creating metrics dataframe +2024-02-17 01:08:12,582:INFO:Uploading results into container +2024-02-17 01:08:12,582:INFO:Uploading model into container now +2024-02-17 01:08:12,582:INFO:_master_model_container: 16 +2024-02-17 01:08:12,582:INFO:_display_container: 2 +2024-02-17 01:08:12,582:INFO:DummyClassifier(constant=None, random_state=255, strategy='prior') +2024-02-17 01:08:12,582:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:12,744:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:12,744:INFO:Creating metrics dataframe +2024-02-17 01:08:12,772:INFO:Initializing create_model() +2024-02-17 01:08:12,772:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:12,772:INFO:Checking exceptions +2024-02-17 01:08:12,772:INFO:Importing libraries +2024-02-17 01:08:12,772:INFO:Copying training dataset +2024-02-17 01:08:12,780:INFO:Defining folds +2024-02-17 01:08:12,780:INFO:Declaring metric variables +2024-02-17 01:08:12,780:INFO:Importing untrained model +2024-02-17 01:08:12,780:INFO:Declaring custom model +2024-02-17 01:08:12,780:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:08:12,780:INFO:Cross validation set to False +2024-02-17 01:08:12,780:INFO:Fitting Model +2024-02-17 01:08:12,804:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 01:08:12,804:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000876 seconds. +2024-02-17 01:08:12,804:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 01:08:12,804:INFO:[LightGBM] [Info] Total Bins 1328 +2024-02-17 01:08:12,804:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 01:08:12,804:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 01:08:12,896:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:08:12,896:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:13,050:INFO:Initializing create_model() +2024-02-17 01:08:13,050:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:13,050:INFO:Checking exceptions +2024-02-17 01:08:13,052:INFO:Importing libraries +2024-02-17 01:08:13,052:INFO:Copying training dataset +2024-02-17 01:08:13,052:INFO:Defining folds +2024-02-17 01:08:13,052:INFO:Declaring metric variables +2024-02-17 01:08:13,052:INFO:Importing untrained model +2024-02-17 01:08:13,052:INFO:Declaring custom model +2024-02-17 01:08:13,052:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:08:13,061:INFO:Cross validation set to False +2024-02-17 01:08:13,062:INFO:Fitting Model +2024-02-17 01:08:13,259:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:08:13,259:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:13,419:INFO:Initializing create_model() +2024-02-17 01:08:13,429:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:13,429:INFO:Checking exceptions +2024-02-17 01:08:13,434:INFO:Importing libraries +2024-02-17 01:08:13,434:INFO:Copying training dataset +2024-02-17 01:08:13,449:INFO:Defining folds +2024-02-17 01:08:13,449:INFO:Declaring metric variables +2024-02-17 01:08:13,449:INFO:Importing untrained model +2024-02-17 01:08:13,449:INFO:Declaring custom model +2024-02-17 01:08:13,449:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:08:13,452:INFO:Cross validation set to False +2024-02-17 01:08:13,452:INFO:Fitting Model +2024-02-17 01:08:17,362:INFO: +2024-02-17 01:08:17,362:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:17,542:INFO:Initializing create_model() +2024-02-17 01:08:17,542:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:17,542:INFO:Checking exceptions +2024-02-17 01:08:17,546:INFO:Importing libraries +2024-02-17 01:08:17,548:INFO:Copying training dataset +2024-02-17 01:08:17,548:INFO:Defining folds +2024-02-17 01:08:17,548:INFO:Declaring metric variables +2024-02-17 01:08:17,548:INFO:Importing untrained model +2024-02-17 01:08:17,548:INFO:Declaring custom model +2024-02-17 01:08:17,548:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:08:17,548:INFO:Cross validation set to False +2024-02-17 01:08:17,548:INFO:Fitting Model +2024-02-17 01:08:18,012:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:08:18,012:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:18,196:INFO:_master_model_container: 16 +2024-02-17 01:08:18,196:INFO:_display_container: 2 +2024-02-17 01:08:18,196:INFO:[LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), , RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False)] +2024-02-17 01:08:18,196:INFO:compare_models() successfully completed...................................... +2024-02-17 01:08:48,152:INFO:Initializing compare_models() +2024-02-17 01:08:48,152:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=F1, n_select=4, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'F1', 'n_select': 4, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'engine': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) +2024-02-17 01:08:48,152:INFO:Checking exceptions +2024-02-17 01:08:48,152:INFO:Preparing display monitor +2024-02-17 01:08:48,190:INFO:Initializing Logistic Regression +2024-02-17 01:08:48,190:INFO:Total runtime is 0.0 minutes +2024-02-17 01:08:48,194:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:48,195:INFO:Initializing create_model() +2024-02-17 01:08:48,195:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:48,195:INFO:Checking exceptions +2024-02-17 01:08:48,195:INFO:Importing libraries +2024-02-17 01:08:48,195:INFO:Copying training dataset +2024-02-17 01:08:48,199:INFO:Defining folds +2024-02-17 01:08:48,199:INFO:Declaring metric variables +2024-02-17 01:08:48,205:INFO:Importing untrained model +2024-02-17 01:08:48,205:INFO:Logistic Regression Imported successfully +2024-02-17 01:08:48,214:INFO:Starting cross validation +2024-02-17 01:08:48,214:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:49,195:INFO:Calculating mean and std +2024-02-17 01:08:49,198:INFO:Creating metrics dataframe +2024-02-17 01:08:49,203:INFO:Uploading results into container +2024-02-17 01:08:49,203:INFO:Uploading model into container now +2024-02-17 01:08:49,203:INFO:_master_model_container: 17 +2024-02-17 01:08:49,203:INFO:_display_container: 3 +2024-02-17 01:08:49,203:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, + intercept_scaling=1, l1_ratio=None, max_iter=1000, + multi_class='auto', n_jobs=None, penalty='l2', + random_state=255, solver='lbfgs', tol=0.0001, verbose=0, + warm_start=False) +2024-02-17 01:08:49,203:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:49,337:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:49,337:INFO:Creating metrics dataframe +2024-02-17 01:08:49,345:INFO:Initializing K Neighbors Classifier +2024-02-17 01:08:49,345:INFO:Total runtime is 0.019236846764882406 minutes +2024-02-17 01:08:49,350:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:49,350:INFO:Initializing create_model() +2024-02-17 01:08:49,350:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:49,350:INFO:Checking exceptions +2024-02-17 01:08:49,350:INFO:Importing libraries +2024-02-17 01:08:49,350:INFO:Copying training dataset +2024-02-17 01:08:49,350:INFO:Defining folds +2024-02-17 01:08:49,350:INFO:Declaring metric variables +2024-02-17 01:08:49,360:INFO:Importing untrained model +2024-02-17 01:08:49,366:INFO:K Neighbors Classifier Imported successfully +2024-02-17 01:08:49,366:INFO:Starting cross validation +2024-02-17 01:08:49,366:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:49,599:INFO:Calculating mean and std +2024-02-17 01:08:49,599:INFO:Creating metrics dataframe +2024-02-17 01:08:49,605:INFO:Uploading results into container +2024-02-17 01:08:49,605:INFO:Uploading model into container now +2024-02-17 01:08:49,605:INFO:_master_model_container: 18 +2024-02-17 01:08:49,605:INFO:_display_container: 3 +2024-02-17 01:08:49,605:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', + metric_params=None, n_jobs=-1, n_neighbors=5, p=2, + weights='uniform') +2024-02-17 01:08:49,605:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:49,751:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:49,751:INFO:Creating metrics dataframe +2024-02-17 01:08:49,759:INFO:Initializing Naive Bayes +2024-02-17 01:08:49,763:INFO:Total runtime is 0.02620579799016317 minutes +2024-02-17 01:08:49,763:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:49,763:INFO:Initializing create_model() +2024-02-17 01:08:49,763:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:49,763:INFO:Checking exceptions +2024-02-17 01:08:49,763:INFO:Importing libraries +2024-02-17 01:08:49,763:INFO:Copying training dataset +2024-02-17 01:08:49,773:INFO:Defining folds +2024-02-17 01:08:49,773:INFO:Declaring metric variables +2024-02-17 01:08:49,781:INFO:Importing untrained model +2024-02-17 01:08:49,781:INFO:Naive Bayes Imported successfully +2024-02-17 01:08:49,792:INFO:Starting cross validation +2024-02-17 01:08:49,792:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:49,899:INFO:Calculating mean and std +2024-02-17 01:08:49,899:INFO:Creating metrics dataframe +2024-02-17 01:08:49,899:INFO:Uploading results into container +2024-02-17 01:08:49,899:INFO:Uploading model into container now +2024-02-17 01:08:49,899:INFO:_master_model_container: 19 +2024-02-17 01:08:49,899:INFO:_display_container: 3 +2024-02-17 01:08:49,899:INFO:GaussianNB(priors=None, var_smoothing=1e-09) +2024-02-17 01:08:49,899:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:50,037:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:50,037:INFO:Creating metrics dataframe +2024-02-17 01:08:50,048:INFO:Initializing Decision Tree Classifier +2024-02-17 01:08:50,048:INFO:Total runtime is 0.030964191754659018 minutes +2024-02-17 01:08:50,048:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:50,048:INFO:Initializing create_model() +2024-02-17 01:08:50,048:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:50,048:INFO:Checking exceptions +2024-02-17 01:08:50,048:INFO:Importing libraries +2024-02-17 01:08:50,048:INFO:Copying training dataset +2024-02-17 01:08:50,061:INFO:Defining folds +2024-02-17 01:08:50,061:INFO:Declaring metric variables +2024-02-17 01:08:50,066:INFO:Importing untrained model +2024-02-17 01:08:50,073:INFO:Decision Tree Classifier Imported successfully +2024-02-17 01:08:50,080:INFO:Starting cross validation +2024-02-17 01:08:50,080:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:50,236:INFO:Calculating mean and std +2024-02-17 01:08:50,237:INFO:Creating metrics dataframe +2024-02-17 01:08:50,237:INFO:Uploading results into container +2024-02-17 01:08:50,237:INFO:Uploading model into container now +2024-02-17 01:08:50,237:INFO:_master_model_container: 20 +2024-02-17 01:08:50,237:INFO:_display_container: 3 +2024-02-17 01:08:50,237:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', + max_depth=None, max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + random_state=255, splitter='best') +2024-02-17 01:08:50,237:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:50,371:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:50,371:INFO:Creating metrics dataframe +2024-02-17 01:08:50,387:INFO:Initializing SVM - Linear Kernel +2024-02-17 01:08:50,387:INFO:Total runtime is 0.03661082983016968 minutes +2024-02-17 01:08:50,387:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:50,387:INFO:Initializing create_model() +2024-02-17 01:08:50,387:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:50,387:INFO:Checking exceptions +2024-02-17 01:08:50,387:INFO:Importing libraries +2024-02-17 01:08:50,387:INFO:Copying training dataset +2024-02-17 01:08:50,398:INFO:Defining folds +2024-02-17 01:08:50,398:INFO:Declaring metric variables +2024-02-17 01:08:50,405:INFO:Importing untrained model +2024-02-17 01:08:50,412:INFO:SVM - Linear Kernel Imported successfully +2024-02-17 01:08:50,420:INFO:Starting cross validation +2024-02-17 01:08:50,420:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:50,552:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,585:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,585:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,590:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,605:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,613:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,620:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,642:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,691:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,707:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\utils\_available_if.py", line 32, in __get__ + if not self.check(obj): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py", line 1235, in _check_proba + raise AttributeError( +AttributeError: probability estimates are not available for loss='hinge'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,731:INFO:Calculating mean and std +2024-02-17 01:08:50,731:INFO:Creating metrics dataframe +2024-02-17 01:08:50,731:INFO:Uploading results into container +2024-02-17 01:08:50,731:INFO:Uploading model into container now +2024-02-17 01:08:50,731:INFO:_master_model_container: 21 +2024-02-17 01:08:50,731:INFO:_display_container: 3 +2024-02-17 01:08:50,731:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, + early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, + l1_ratio=0.15, learning_rate='optimal', loss='hinge', + max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', + power_t=0.5, random_state=255, shuffle=True, tol=0.001, + validation_fraction=0.1, verbose=0, warm_start=False) +2024-02-17 01:08:50,731:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:50,886:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:50,886:INFO:Creating metrics dataframe +2024-02-17 01:08:50,901:INFO:Initializing Ridge Classifier +2024-02-17 01:08:50,902:INFO:Total runtime is 0.045200077692667644 minutes +2024-02-17 01:08:50,904:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:50,904:INFO:Initializing create_model() +2024-02-17 01:08:50,904:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:50,904:INFO:Checking exceptions +2024-02-17 01:08:50,904:INFO:Importing libraries +2024-02-17 01:08:50,904:INFO:Copying training dataset +2024-02-17 01:08:50,913:INFO:Defining folds +2024-02-17 01:08:50,913:INFO:Declaring metric variables +2024-02-17 01:08:50,918:INFO:Importing untrained model +2024-02-17 01:08:50,920:INFO:Ridge Classifier Imported successfully +2024-02-17 01:08:50,930:INFO:Starting cross validation +2024-02-17 01:08:50,930:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:50,980:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,982:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,988:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,988:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,988:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,988:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:50,997:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:51,004:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:51,020:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:51,020:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py:190: FitFailedWarning: Metric 'make_scorer(roc_auc_score, needs_proba=True, error_score=0.0, average=weighted, multi_class=ovr)' failed and error score 0.0 has been returned instead. If this is a custom metric, this usually means that the error is in the metric code. Full exception below: +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 76, in _cached_call + return cache[method] +KeyError: 'predict_proba' + +During handling of the above exception, another exception occurred: + +Traceback (most recent call last): + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\metrics.py", line 182, in _score + return super()._score( + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 316, in _score + y_pred = method_caller(clf, "predict_proba", X) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_scorer.py", line 78, in _cached_call + result = getattr(estimator, method)(*args, **kwargs) + File "c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\pycaret\internal\pipeline.py", line 127, in __getattr__ + return getattr(self._final_estimator, name) +AttributeError: 'RidgeClassifier' object has no attribute 'predict_proba'. Did you mean: 'predict_log_proba'? + + warnings.warn( + +2024-02-17 01:08:51,031:INFO:Calculating mean and std +2024-02-17 01:08:51,032:INFO:Creating metrics dataframe +2024-02-17 01:08:51,033:INFO:Uploading results into container +2024-02-17 01:08:51,033:INFO:Uploading model into container now +2024-02-17 01:08:51,033:INFO:_master_model_container: 22 +2024-02-17 01:08:51,033:INFO:_display_container: 3 +2024-02-17 01:08:51,033:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, + max_iter=None, positive=False, random_state=255, solver='auto', + tol=0.0001) +2024-02-17 01:08:51,033:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:51,167:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:51,167:INFO:Creating metrics dataframe +2024-02-17 01:08:51,176:INFO:Initializing Random Forest Classifier +2024-02-17 01:08:51,176:INFO:Total runtime is 0.0497626264890035 minutes +2024-02-17 01:08:51,181:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:51,181:INFO:Initializing create_model() +2024-02-17 01:08:51,182:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:51,182:INFO:Checking exceptions +2024-02-17 01:08:51,182:INFO:Importing libraries +2024-02-17 01:08:51,182:INFO:Copying training dataset +2024-02-17 01:08:51,190:INFO:Defining folds +2024-02-17 01:08:51,190:INFO:Declaring metric variables +2024-02-17 01:08:51,190:INFO:Importing untrained model +2024-02-17 01:08:51,197:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:08:51,209:INFO:Starting cross validation +2024-02-17 01:08:51,209:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:53,112:INFO:Calculating mean and std +2024-02-17 01:08:53,112:INFO:Creating metrics dataframe +2024-02-17 01:08:53,117:INFO:Uploading results into container +2024-02-17 01:08:53,117:INFO:Uploading model into container now +2024-02-17 01:08:53,117:INFO:_master_model_container: 23 +2024-02-17 01:08:53,117:INFO:_display_container: 3 +2024-02-17 01:08:53,117:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:08:53,117:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:53,280:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:53,283:INFO:Creating metrics dataframe +2024-02-17 01:08:53,295:INFO:Initializing Quadratic Discriminant Analysis +2024-02-17 01:08:53,295:INFO:Total runtime is 0.0850690762201945 minutes +2024-02-17 01:08:53,297:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:53,297:INFO:Initializing create_model() +2024-02-17 01:08:53,297:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:53,297:INFO:Checking exceptions +2024-02-17 01:08:53,297:INFO:Importing libraries +2024-02-17 01:08:53,297:INFO:Copying training dataset +2024-02-17 01:08:53,303:INFO:Defining folds +2024-02-17 01:08:53,303:INFO:Declaring metric variables +2024-02-17 01:08:53,303:INFO:Importing untrained model +2024-02-17 01:08:53,317:INFO:Quadratic Discriminant Analysis Imported successfully +2024-02-17 01:08:53,317:INFO:Starting cross validation +2024-02-17 01:08:53,317:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:53,429:INFO:Calculating mean and std +2024-02-17 01:08:53,431:INFO:Creating metrics dataframe +2024-02-17 01:08:53,431:INFO:Uploading results into container +2024-02-17 01:08:53,431:INFO:Uploading model into container now +2024-02-17 01:08:53,431:INFO:_master_model_container: 24 +2024-02-17 01:08:53,431:INFO:_display_container: 3 +2024-02-17 01:08:53,437:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, + store_covariance=False, tol=0.0001) +2024-02-17 01:08:53,437:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:53,570:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:53,570:INFO:Creating metrics dataframe +2024-02-17 01:08:53,575:INFO:Initializing Ada Boost Classifier +2024-02-17 01:08:53,575:INFO:Total runtime is 0.08974390029907227 minutes +2024-02-17 01:08:53,584:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:53,584:INFO:Initializing create_model() +2024-02-17 01:08:53,584:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:53,584:INFO:Checking exceptions +2024-02-17 01:08:53,584:INFO:Importing libraries +2024-02-17 01:08:53,584:INFO:Copying training dataset +2024-02-17 01:08:53,591:INFO:Defining folds +2024-02-17 01:08:53,591:INFO:Declaring metric variables +2024-02-17 01:08:53,591:INFO:Importing untrained model +2024-02-17 01:08:53,600:INFO:Ada Boost Classifier Imported successfully +2024-02-17 01:08:53,607:INFO:Starting cross validation +2024-02-17 01:08:53,607:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:54,443:INFO:Calculating mean and std +2024-02-17 01:08:54,443:INFO:Creating metrics dataframe +2024-02-17 01:08:54,443:INFO:Uploading results into container +2024-02-17 01:08:54,443:INFO:Uploading model into container now +2024-02-17 01:08:54,443:INFO:_master_model_container: 25 +2024-02-17 01:08:54,451:INFO:_display_container: 3 +2024-02-17 01:08:54,451:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator='deprecated', + estimator=None, learning_rate=1.0, n_estimators=50, + random_state=255) +2024-02-17 01:08:54,451:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:54,578:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:54,578:INFO:Creating metrics dataframe +2024-02-17 01:08:54,584:INFO:Initializing Gradient Boosting Classifier +2024-02-17 01:08:54,584:INFO:Total runtime is 0.10656590461730958 minutes +2024-02-17 01:08:54,594:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:54,594:INFO:Initializing create_model() +2024-02-17 01:08:54,594:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:54,594:INFO:Checking exceptions +2024-02-17 01:08:54,594:INFO:Importing libraries +2024-02-17 01:08:54,594:INFO:Copying training dataset +2024-02-17 01:08:54,594:INFO:Defining folds +2024-02-17 01:08:54,594:INFO:Declaring metric variables +2024-02-17 01:08:54,594:INFO:Importing untrained model +2024-02-17 01:08:54,609:INFO:Gradient Boosting Classifier Imported successfully +2024-02-17 01:08:54,620:INFO:Starting cross validation +2024-02-17 01:08:54,621:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:57,063:INFO:Calculating mean and std +2024-02-17 01:08:57,065:INFO:Creating metrics dataframe +2024-02-17 01:08:57,069:INFO:Uploading results into container +2024-02-17 01:08:57,070:INFO:Uploading model into container now +2024-02-17 01:08:57,070:INFO:_master_model_container: 26 +2024-02-17 01:08:57,070:INFO:_display_container: 3 +2024-02-17 01:08:57,070:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, + learning_rate=0.1, loss='log_loss', max_depth=3, + max_features=None, max_leaf_nodes=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_iter_no_change=None, + random_state=255, subsample=1.0, tol=0.0001, + validation_fraction=0.1, verbose=0, + warm_start=False) +2024-02-17 01:08:57,070:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:57,200:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:57,200:INFO:Creating metrics dataframe +2024-02-17 01:08:57,204:INFO:Initializing Linear Discriminant Analysis +2024-02-17 01:08:57,204:INFO:Total runtime is 0.15022147099177044 minutes +2024-02-17 01:08:57,204:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:57,214:INFO:Initializing create_model() +2024-02-17 01:08:57,215:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:57,215:INFO:Checking exceptions +2024-02-17 01:08:57,215:INFO:Importing libraries +2024-02-17 01:08:57,215:INFO:Copying training dataset +2024-02-17 01:08:57,215:INFO:Defining folds +2024-02-17 01:08:57,215:INFO:Declaring metric variables +2024-02-17 01:08:57,224:INFO:Importing untrained model +2024-02-17 01:08:57,231:INFO:Linear Discriminant Analysis Imported successfully +2024-02-17 01:08:57,241:INFO:Starting cross validation +2024-02-17 01:08:57,241:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:57,347:INFO:Calculating mean and std +2024-02-17 01:08:57,347:INFO:Creating metrics dataframe +2024-02-17 01:08:57,352:INFO:Uploading results into container +2024-02-17 01:08:57,353:INFO:Uploading model into container now +2024-02-17 01:08:57,353:INFO:_master_model_container: 27 +2024-02-17 01:08:57,353:INFO:_display_container: 3 +2024-02-17 01:08:57,353:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, + priors=None, shrinkage=None, solver='svd', + store_covariance=False, tol=0.0001) +2024-02-17 01:08:57,353:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:57,483:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:57,483:INFO:Creating metrics dataframe +2024-02-17 01:08:57,498:INFO:Initializing Extra Trees Classifier +2024-02-17 01:08:57,498:INFO:Total runtime is 0.15512516895929973 minutes +2024-02-17 01:08:57,498:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:57,498:INFO:Initializing create_model() +2024-02-17 01:08:57,498:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:57,498:INFO:Checking exceptions +2024-02-17 01:08:57,498:INFO:Importing libraries +2024-02-17 01:08:57,498:INFO:Copying training dataset +2024-02-17 01:08:57,498:INFO:Defining folds +2024-02-17 01:08:57,498:INFO:Declaring metric variables +2024-02-17 01:08:57,515:INFO:Importing untrained model +2024-02-17 01:08:57,519:INFO:Extra Trees Classifier Imported successfully +2024-02-17 01:08:57,527:INFO:Starting cross validation +2024-02-17 01:08:57,529:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:08:59,228:INFO:Calculating mean and std +2024-02-17 01:08:59,228:INFO:Creating metrics dataframe +2024-02-17 01:08:59,237:INFO:Uploading results into container +2024-02-17 01:08:59,237:INFO:Uploading model into container now +2024-02-17 01:08:59,237:INFO:_master_model_container: 28 +2024-02-17 01:08:59,237:INFO:_display_container: 3 +2024-02-17 01:08:59,237:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:08:59,237:INFO:create_model() successfully completed...................................... +2024-02-17 01:08:59,399:INFO:SubProcess create_model() end ================================== +2024-02-17 01:08:59,399:INFO:Creating metrics dataframe +2024-02-17 01:08:59,418:INFO:Initializing Extreme Gradient Boosting +2024-02-17 01:08:59,418:INFO:Total runtime is 0.18713097572326662 minutes +2024-02-17 01:08:59,418:INFO:SubProcess create_model() called ================================== +2024-02-17 01:08:59,418:INFO:Initializing create_model() +2024-02-17 01:08:59,418:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:08:59,418:INFO:Checking exceptions +2024-02-17 01:08:59,418:INFO:Importing libraries +2024-02-17 01:08:59,418:INFO:Copying training dataset +2024-02-17 01:08:59,432:INFO:Defining folds +2024-02-17 01:08:59,432:INFO:Declaring metric variables +2024-02-17 01:08:59,439:INFO:Importing untrained model +2024-02-17 01:08:59,439:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:08:59,458:INFO:Starting cross validation +2024-02-17 01:08:59,458:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:09:00,262:INFO:Calculating mean and std +2024-02-17 01:09:00,264:INFO:Creating metrics dataframe +2024-02-17 01:09:00,270:INFO:Uploading results into container +2024-02-17 01:09:00,271:INFO:Uploading model into container now +2024-02-17 01:09:00,271:INFO:_master_model_container: 29 +2024-02-17 01:09:00,271:INFO:_display_container: 3 +2024-02-17 01:09:00,271:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:09:00,271:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:00,417:INFO:SubProcess create_model() end ================================== +2024-02-17 01:09:00,417:INFO:Creating metrics dataframe +2024-02-17 01:09:00,432:INFO:Initializing Light Gradient Boosting Machine +2024-02-17 01:09:00,432:INFO:Total runtime is 0.20402957995732626 minutes +2024-02-17 01:09:00,432:INFO:SubProcess create_model() called ================================== +2024-02-17 01:09:00,432:INFO:Initializing create_model() +2024-02-17 01:09:00,432:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:00,432:INFO:Checking exceptions +2024-02-17 01:09:00,432:INFO:Importing libraries +2024-02-17 01:09:00,432:INFO:Copying training dataset +2024-02-17 01:09:00,449:INFO:Defining folds +2024-02-17 01:09:00,449:INFO:Declaring metric variables +2024-02-17 01:09:00,458:INFO:Importing untrained model +2024-02-17 01:09:00,467:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:09:00,486:INFO:Starting cross validation +2024-02-17 01:09:00,486:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:09:02,513:INFO:Calculating mean and std +2024-02-17 01:09:02,513:INFO:Creating metrics dataframe +2024-02-17 01:09:02,522:INFO:Uploading results into container +2024-02-17 01:09:02,522:INFO:Uploading model into container now +2024-02-17 01:09:02,522:INFO:_master_model_container: 30 +2024-02-17 01:09:02,522:INFO:_display_container: 3 +2024-02-17 01:09:02,522:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:09:02,522:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:02,706:INFO:SubProcess create_model() end ================================== +2024-02-17 01:09:02,706:INFO:Creating metrics dataframe +2024-02-17 01:09:02,715:INFO:Initializing CatBoost Classifier +2024-02-17 01:09:02,715:INFO:Total runtime is 0.24208347002665204 minutes +2024-02-17 01:09:02,715:INFO:SubProcess create_model() called ================================== +2024-02-17 01:09:02,729:INFO:Initializing create_model() +2024-02-17 01:09:02,729:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:02,729:INFO:Checking exceptions +2024-02-17 01:09:02,729:INFO:Importing libraries +2024-02-17 01:09:02,729:INFO:Copying training dataset +2024-02-17 01:09:02,732:INFO:Defining folds +2024-02-17 01:09:02,732:INFO:Declaring metric variables +2024-02-17 01:09:02,732:INFO:Importing untrained model +2024-02-17 01:09:02,749:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:09:02,760:INFO:Starting cross validation +2024-02-17 01:09:02,760:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:09:21,144:INFO:Calculating mean and std +2024-02-17 01:09:21,144:INFO:Creating metrics dataframe +2024-02-17 01:09:21,149:INFO:Uploading results into container +2024-02-17 01:09:21,153:INFO:Uploading model into container now +2024-02-17 01:09:21,153:INFO:_master_model_container: 31 +2024-02-17 01:09:21,153:INFO:_display_container: 3 +2024-02-17 01:09:21,153:INFO: +2024-02-17 01:09:21,153:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:21,287:INFO:SubProcess create_model() end ================================== +2024-02-17 01:09:21,287:INFO:Creating metrics dataframe +2024-02-17 01:09:21,304:INFO:Initializing Dummy Classifier +2024-02-17 01:09:21,304:INFO:Total runtime is 0.5518910845120748 minutes +2024-02-17 01:09:21,304:INFO:SubProcess create_model() called ================================== +2024-02-17 01:09:21,304:INFO:Initializing create_model() +2024-02-17 01:09:21,304:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:21,304:INFO:Checking exceptions +2024-02-17 01:09:21,304:INFO:Importing libraries +2024-02-17 01:09:21,304:INFO:Copying training dataset +2024-02-17 01:09:21,318:INFO:Defining folds +2024-02-17 01:09:21,318:INFO:Declaring metric variables +2024-02-17 01:09:21,318:INFO:Importing untrained model +2024-02-17 01:09:21,318:INFO:Dummy Classifier Imported successfully +2024-02-17 01:09:21,333:INFO:Starting cross validation +2024-02-17 01:09:21,339:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:09:21,374:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:09:21,374:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:09:21,374:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:09:21,382:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:09:21,382:WARNING:c:\Users\happy\AppData\Local\Programs\Python\Python310\lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. + _warn_prf(average, modifier, msg_start, len(result)) + +2024-02-17 01:09:21,415:INFO:Calculating mean and std +2024-02-17 01:09:21,415:INFO:Creating metrics dataframe +2024-02-17 01:09:21,417:INFO:Uploading results into container +2024-02-17 01:09:21,417:INFO:Uploading model into container now +2024-02-17 01:09:21,417:INFO:_master_model_container: 32 +2024-02-17 01:09:21,417:INFO:_display_container: 3 +2024-02-17 01:09:21,417:INFO:DummyClassifier(constant=None, random_state=255, strategy='prior') +2024-02-17 01:09:21,417:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:21,542:INFO:SubProcess create_model() end ================================== +2024-02-17 01:09:21,542:INFO:Creating metrics dataframe +2024-02-17 01:09:21,567:INFO:Initializing create_model() +2024-02-17 01:09:21,567:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:21,567:INFO:Checking exceptions +2024-02-17 01:09:21,567:INFO:Importing libraries +2024-02-17 01:09:21,567:INFO:Copying training dataset +2024-02-17 01:09:21,567:INFO:Defining folds +2024-02-17 01:09:21,567:INFO:Declaring metric variables +2024-02-17 01:09:21,567:INFO:Importing untrained model +2024-02-17 01:09:21,567:INFO:Declaring custom model +2024-02-17 01:09:21,567:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:09:21,567:INFO:Cross validation set to False +2024-02-17 01:09:21,567:INFO:Fitting Model +2024-02-17 01:09:21,586:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 01:09:21,608:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000997 seconds. +2024-02-17 01:09:21,608:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 01:09:21,608:INFO:[LightGBM] [Info] Total Bins 1328 +2024-02-17 01:09:21,608:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 01:09:21,608:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 01:09:21,683:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:09:21,683:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:21,833:INFO:Initializing create_model() +2024-02-17 01:09:21,833:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:21,844:INFO:Checking exceptions +2024-02-17 01:09:21,846:INFO:Importing libraries +2024-02-17 01:09:21,846:INFO:Copying training dataset +2024-02-17 01:09:21,853:INFO:Defining folds +2024-02-17 01:09:21,853:INFO:Declaring metric variables +2024-02-17 01:09:21,853:INFO:Importing untrained model +2024-02-17 01:09:21,853:INFO:Declaring custom model +2024-02-17 01:09:21,853:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:09:21,853:INFO:Cross validation set to False +2024-02-17 01:09:21,853:INFO:Fitting Model +2024-02-17 01:09:21,987:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:09:21,987:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:22,140:INFO:Initializing create_model() +2024-02-17 01:09:22,140:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:22,140:INFO:Checking exceptions +2024-02-17 01:09:22,140:INFO:Importing libraries +2024-02-17 01:09:22,140:INFO:Copying training dataset +2024-02-17 01:09:22,148:INFO:Defining folds +2024-02-17 01:09:22,148:INFO:Declaring metric variables +2024-02-17 01:09:22,148:INFO:Importing untrained model +2024-02-17 01:09:22,148:INFO:Declaring custom model +2024-02-17 01:09:22,150:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:09:22,150:INFO:Cross validation set to False +2024-02-17 01:09:22,150:INFO:Fitting Model +2024-02-17 01:09:26,821:INFO: +2024-02-17 01:09:26,821:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:26,987:INFO:Initializing create_model() +2024-02-17 01:09:26,987:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:09:26,987:INFO:Checking exceptions +2024-02-17 01:09:26,987:INFO:Importing libraries +2024-02-17 01:09:26,987:INFO:Copying training dataset +2024-02-17 01:09:26,996:INFO:Defining folds +2024-02-17 01:09:26,996:INFO:Declaring metric variables +2024-02-17 01:09:26,996:INFO:Importing untrained model +2024-02-17 01:09:27,000:INFO:Declaring custom model +2024-02-17 01:09:27,000:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:09:27,003:INFO:Cross validation set to False +2024-02-17 01:09:27,003:INFO:Fitting Model +2024-02-17 01:09:27,467:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:09:27,467:INFO:create_model() successfully completed...................................... +2024-02-17 01:09:27,655:INFO:_master_model_container: 32 +2024-02-17 01:09:27,655:INFO:_display_container: 3 +2024-02-17 01:09:27,655:INFO:[LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), , RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False)] +2024-02-17 01:09:27,655:INFO:compare_models() successfully completed...................................... +2024-02-17 01:09:48,637:INFO:Initializing tune_model() +2024-02-17 01:09:48,637:INFO:tune_model(estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 01:09:48,637:INFO:Checking exceptions +2024-02-17 01:09:48,669:INFO:Copying training dataset +2024-02-17 01:09:48,669:INFO:Checking base model +2024-02-17 01:09:48,669:INFO:Base model : Light Gradient Boosting Machine +2024-02-17 01:09:48,669:INFO:Declaring metric variables +2024-02-17 01:09:48,685:INFO:Defining Hyperparameters +2024-02-17 01:09:48,822:INFO:Tuning with n_jobs=-1 +2024-02-17 01:09:48,822:INFO:Initializing RandomizedSearchCV +2024-02-17 01:10:18,638:INFO:best_params: {'actual_estimator__reg_lambda': 0.5, 'actual_estimator__reg_alpha': 0.05, 'actual_estimator__num_leaves': 70, 'actual_estimator__n_estimators': 150, 'actual_estimator__min_split_gain': 0.2, 'actual_estimator__min_child_samples': 81, 'actual_estimator__learning_rate': 0.4, 'actual_estimator__feature_fraction': 0.8, 'actual_estimator__bagging_freq': 6, 'actual_estimator__bagging_fraction': 0.9} +2024-02-17 01:10:18,643:INFO:Hyperparameter search completed +2024-02-17 01:10:18,643:INFO:SubProcess create_model() called ================================== +2024-02-17 01:10:18,643:INFO:Initializing create_model() +2024-02-17 01:10:18,643:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'reg_lambda': 0.5, 'reg_alpha': 0.05, 'num_leaves': 70, 'n_estimators': 150, 'min_split_gain': 0.2, 'min_child_samples': 81, 'learning_rate': 0.4, 'feature_fraction': 0.8, 'bagging_freq': 6, 'bagging_fraction': 0.9}) +2024-02-17 01:10:18,646:INFO:Checking exceptions +2024-02-17 01:10:18,646:INFO:Importing libraries +2024-02-17 01:10:18,646:INFO:Copying training dataset +2024-02-17 01:10:18,661:INFO:Defining folds +2024-02-17 01:10:18,662:INFO:Declaring metric variables +2024-02-17 01:10:18,669:INFO:Importing untrained model +2024-02-17 01:10:18,669:INFO:Declaring custom model +2024-02-17 01:10:18,681:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:10:18,695:INFO:Starting cross validation +2024-02-17 01:10:18,695:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:10:20,700:INFO:Calculating mean and std +2024-02-17 01:10:20,700:INFO:Creating metrics dataframe +2024-02-17 01:10:20,711:INFO:Finalizing model +2024-02-17 01:10:20,740:INFO:[LightGBM] [Warning] feature_fraction is set=0.8, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8 +2024-02-17 01:10:20,740:INFO:[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 +2024-02-17 01:10:20,740:INFO:[LightGBM] [Warning] bagging_freq is set=6, subsample_freq=0 will be ignored. Current value: bagging_freq=6 +2024-02-17 01:10:20,747:INFO:[LightGBM] [Warning] feature_fraction is set=0.8, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8 +2024-02-17 01:10:20,747:INFO:[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 +2024-02-17 01:10:20,747:INFO:[LightGBM] [Warning] bagging_freq is set=6, subsample_freq=0 will be ignored. Current value: bagging_freq=6 +2024-02-17 01:10:20,747:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 01:10:20,755:INFO:[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001944 seconds. +2024-02-17 01:10:20,755:INFO:You can set `force_col_wise=true` to remove the overhead. +2024-02-17 01:10:20,755:INFO:[LightGBM] [Info] Total Bins 1328 +2024-02-17 01:10:20,755:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 01:10:20,755:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 01:10:20,762:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,762:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,771:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,771:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,771:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,790:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,792:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,792:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,800:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,814:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,823:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,827:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,830:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,838:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,838:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,845:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,845:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,855:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,855:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,863:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,868:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,871:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,871:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,871:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,884:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,890:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,890:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,890:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,890:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,890:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,900:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,900:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,905:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,905:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,910:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,916:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,922:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,924:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,924:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,924:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,924:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,924:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,938:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,950:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,953:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,953:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,954:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,955:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,963:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,969:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,969:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,969:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,969:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,969:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,971:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,971:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,972:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,972:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,972:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,973:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,984:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:20,987:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,000:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] No further splits with positive gain, best gain: -inf +2024-02-17 01:10:21,005:INFO:[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements +2024-02-17 01:10:21,025:INFO:Uploading results into container +2024-02-17 01:10:21,027:INFO:Uploading model into container now +2024-02-17 01:10:21,027:INFO:_master_model_container: 33 +2024-02-17 01:10:21,027:INFO:_display_container: 4 +2024-02-17 01:10:21,027:INFO:LGBMClassifier(bagging_fraction=0.9, bagging_freq=6, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.8, + importance_type='split', learning_rate=0.4, max_depth=-1, + min_child_samples=81, min_child_weight=0.001, min_split_gain=0.2, + n_estimators=150, n_jobs=-1, num_leaves=70, objective=None, + random_state=255, reg_alpha=0.05, reg_lambda=0.5, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:10:21,027:INFO:create_model() successfully completed...................................... +2024-02-17 01:10:21,221:INFO:SubProcess create_model() end ================================== +2024-02-17 01:10:21,221:INFO:choose_better activated +2024-02-17 01:10:21,221:INFO:SubProcess create_model() called ================================== +2024-02-17 01:10:21,221:INFO:Initializing create_model() +2024-02-17 01:10:21,221:INFO:create_model(self=, estimator=LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:10:21,221:INFO:Checking exceptions +2024-02-17 01:10:21,221:INFO:Importing libraries +2024-02-17 01:10:21,221:INFO:Copying training dataset +2024-02-17 01:10:21,238:INFO:Defining folds +2024-02-17 01:10:21,238:INFO:Declaring metric variables +2024-02-17 01:10:21,238:INFO:Importing untrained model +2024-02-17 01:10:21,238:INFO:Declaring custom model +2024-02-17 01:10:21,241:INFO:Light Gradient Boosting Machine Imported successfully +2024-02-17 01:10:21,241:INFO:Starting cross validation +2024-02-17 01:10:21,241:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:10:23,131:INFO:Calculating mean and std +2024-02-17 01:10:23,132:INFO:Creating metrics dataframe +2024-02-17 01:10:23,132:INFO:Finalizing model +2024-02-17 01:10:23,165:INFO:[LightGBM] [Info] Number of positive: 3395, number of negative: 3395 +2024-02-17 01:10:23,165:INFO:[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000419 seconds. +2024-02-17 01:10:23,165:INFO:You can set `force_row_wise=true` to remove the overhead. +2024-02-17 01:10:23,165:INFO:And if memory is not enough, you can set `force_col_wise=true`. +2024-02-17 01:10:23,165:INFO:[LightGBM] [Info] Total Bins 1328 +2024-02-17 01:10:23,165:INFO:[LightGBM] [Info] Number of data points in the train set: 6790, number of used features: 19 +2024-02-17 01:10:23,169:INFO:[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000 +2024-02-17 01:10:23,297:INFO:Uploading results into container +2024-02-17 01:10:23,297:INFO:Uploading model into container now +2024-02-17 01:10:23,304:INFO:_master_model_container: 34 +2024-02-17 01:10:23,304:INFO:_display_container: 5 +2024-02-17 01:10:23,305:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:10:23,305:INFO:create_model() successfully completed...................................... +2024-02-17 01:10:23,438:INFO:SubProcess create_model() end ================================== +2024-02-17 01:10:23,448:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9206 +2024-02-17 01:10:23,448:INFO:LGBMClassifier(bagging_fraction=0.9, bagging_freq=6, boosting_type='gbdt', + class_weight=None, colsample_bytree=1.0, feature_fraction=0.8, + importance_type='split', learning_rate=0.4, max_depth=-1, + min_child_samples=81, min_child_weight=0.001, min_split_gain=0.2, + n_estimators=150, n_jobs=-1, num_leaves=70, objective=None, + random_state=255, reg_alpha=0.05, reg_lambda=0.5, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) result for Accuracy is 0.9193 +2024-02-17 01:10:23,448:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) is best model +2024-02-17 01:10:23,448:INFO:choose_better completed +2024-02-17 01:10:23,448:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 01:10:23,456:INFO:_master_model_container: 34 +2024-02-17 01:10:23,456:INFO:_display_container: 4 +2024-02-17 01:10:23,456:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0) +2024-02-17 01:10:23,456:INFO:tune_model() successfully completed...................................... +2024-02-17 01:10:23,588:INFO:Initializing tune_model() +2024-02-17 01:10:23,588:INFO:tune_model(estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 01:10:23,588:INFO:Checking exceptions +2024-02-17 01:10:23,605:INFO:Copying training dataset +2024-02-17 01:10:23,616:INFO:Checking base model +2024-02-17 01:10:23,616:INFO:Base model : Extreme Gradient Boosting +2024-02-17 01:10:23,616:INFO:Declaring metric variables +2024-02-17 01:10:23,624:INFO:Defining Hyperparameters +2024-02-17 01:10:23,758:INFO:Tuning with n_jobs=-1 +2024-02-17 01:10:23,758:INFO:Initializing RandomizedSearchCV +2024-02-17 01:10:31,288:INFO:best_params: {'actual_estimator__subsample': 0.7, 'actual_estimator__scale_pos_weight': 45.6, 'actual_estimator__reg_lambda': 5, 'actual_estimator__reg_alpha': 5, 'actual_estimator__n_estimators': 60, 'actual_estimator__min_child_weight': 2, 'actual_estimator__max_depth': 8, 'actual_estimator__learning_rate': 0.2, 'actual_estimator__colsample_bytree': 1} +2024-02-17 01:10:31,288:INFO:Hyperparameter search completed +2024-02-17 01:10:31,288:INFO:SubProcess create_model() called ================================== +2024-02-17 01:10:31,288:INFO:Initializing create_model() +2024-02-17 01:10:31,288:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'subsample': 0.7, 'scale_pos_weight': 45.6, 'reg_lambda': 5, 'reg_alpha': 5, 'n_estimators': 60, 'min_child_weight': 2, 'max_depth': 8, 'learning_rate': 0.2, 'colsample_bytree': 1}) +2024-02-17 01:10:31,288:INFO:Checking exceptions +2024-02-17 01:10:31,288:INFO:Importing libraries +2024-02-17 01:10:31,288:INFO:Copying training dataset +2024-02-17 01:10:31,297:INFO:Defining folds +2024-02-17 01:10:31,297:INFO:Declaring metric variables +2024-02-17 01:10:31,308:INFO:Importing untrained model +2024-02-17 01:10:31,308:INFO:Declaring custom model +2024-02-17 01:10:31,308:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:10:31,322:INFO:Starting cross validation +2024-02-17 01:10:31,330:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:10:32,006:INFO:Calculating mean and std +2024-02-17 01:10:32,006:INFO:Creating metrics dataframe +2024-02-17 01:10:32,013:INFO:Finalizing model +2024-02-17 01:10:32,173:INFO:Uploading results into container +2024-02-17 01:10:32,173:INFO:Uploading model into container now +2024-02-17 01:10:32,173:INFO:_master_model_container: 35 +2024-02-17 01:10:32,173:INFO:_display_container: 5 +2024-02-17 01:10:32,173:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, colsample_bytree=1, + device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.2, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=8, max_leaves=None, + min_child_weight=2, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=60, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:10:32,173:INFO:create_model() successfully completed...................................... +2024-02-17 01:10:32,323:INFO:SubProcess create_model() end ================================== +2024-02-17 01:10:32,323:INFO:choose_better activated +2024-02-17 01:10:32,323:INFO:SubProcess create_model() called ================================== +2024-02-17 01:10:32,323:INFO:Initializing create_model() +2024-02-17 01:10:32,323:INFO:create_model(self=, estimator=XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:10:32,323:INFO:Checking exceptions +2024-02-17 01:10:32,323:INFO:Importing libraries +2024-02-17 01:10:32,323:INFO:Copying training dataset +2024-02-17 01:10:32,333:INFO:Defining folds +2024-02-17 01:10:32,333:INFO:Declaring metric variables +2024-02-17 01:10:32,333:INFO:Importing untrained model +2024-02-17 01:10:32,333:INFO:Declaring custom model +2024-02-17 01:10:32,333:INFO:Extreme Gradient Boosting Imported successfully +2024-02-17 01:10:32,333:INFO:Starting cross validation +2024-02-17 01:10:32,333:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:10:32,888:INFO:Calculating mean and std +2024-02-17 01:10:32,890:INFO:Creating metrics dataframe +2024-02-17 01:10:32,890:INFO:Finalizing model +2024-02-17 01:10:33,007:INFO:Uploading results into container +2024-02-17 01:10:33,007:INFO:Uploading model into container now +2024-02-17 01:10:33,007:INFO:_master_model_container: 36 +2024-02-17 01:10:33,007:INFO:_display_container: 6 +2024-02-17 01:10:33,007:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:10:33,007:INFO:create_model() successfully completed...................................... +2024-02-17 01:10:33,156:INFO:SubProcess create_model() end ================================== +2024-02-17 01:10:33,156:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.9156 +2024-02-17 01:10:33,164:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, colsample_bytree=1, + device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=0.2, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=8, max_leaves=None, + min_child_weight=2, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=60, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) result for Accuracy is 0.8688 +2024-02-17 01:10:33,164:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) is best model +2024-02-17 01:10:33,164:INFO:choose_better completed +2024-02-17 01:10:33,164:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 01:10:33,172:INFO:_master_model_container: 36 +2024-02-17 01:10:33,172:INFO:_display_container: 5 +2024-02-17 01:10:33,183:INFO:XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...) +2024-02-17 01:10:33,183:INFO:tune_model() successfully completed...................................... +2024-02-17 01:10:33,308:INFO:Initializing tune_model() +2024-02-17 01:10:33,308:INFO:tune_model(estimator=, fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 01:10:33,308:INFO:Checking exceptions +2024-02-17 01:10:33,323:INFO:Copying training dataset +2024-02-17 01:10:33,323:INFO:Checking base model +2024-02-17 01:10:33,337:INFO:Base model : CatBoost Classifier +2024-02-17 01:10:33,339:INFO:Declaring metric variables +2024-02-17 01:10:33,345:INFO:Defining Hyperparameters +2024-02-17 01:10:33,475:INFO:Tuning with n_jobs=-1 +2024-02-17 01:10:33,475:INFO:Initializing RandomizedSearchCV +2024-02-17 01:12:00,854:INFO:best_params: {'actual_estimator__random_strength': 0.7, 'actual_estimator__n_estimators': 150, 'actual_estimator__l2_leaf_reg': 7, 'actual_estimator__eta': 0.1, 'actual_estimator__depth': 9} +2024-02-17 01:12:00,854:INFO:Hyperparameter search completed +2024-02-17 01:12:00,854:INFO:SubProcess create_model() called ================================== +2024-02-17 01:12:00,854:INFO:Initializing create_model() +2024-02-17 01:12:00,854:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'random_strength': 0.7, 'n_estimators': 150, 'l2_leaf_reg': 7, 'eta': 0.1, 'depth': 9}) +2024-02-17 01:12:00,854:INFO:Checking exceptions +2024-02-17 01:12:00,854:INFO:Importing libraries +2024-02-17 01:12:00,854:INFO:Copying training dataset +2024-02-17 01:12:00,865:INFO:Defining folds +2024-02-17 01:12:00,865:INFO:Declaring metric variables +2024-02-17 01:12:00,870:INFO:Importing untrained model +2024-02-17 01:12:00,870:INFO:Declaring custom model +2024-02-17 01:12:00,881:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:12:00,882:INFO:Starting cross validation +2024-02-17 01:12:00,882:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:12:09,209:INFO:Calculating mean and std +2024-02-17 01:12:09,211:INFO:Creating metrics dataframe +2024-02-17 01:12:09,212:INFO:Finalizing model +2024-02-17 01:12:11,023:INFO:Uploading results into container +2024-02-17 01:12:11,023:INFO:Uploading model into container now +2024-02-17 01:12:11,023:INFO:_master_model_container: 37 +2024-02-17 01:12:11,023:INFO:_display_container: 6 +2024-02-17 01:12:11,023:INFO: +2024-02-17 01:12:11,023:INFO:create_model() successfully completed...................................... +2024-02-17 01:12:11,197:INFO:SubProcess create_model() end ================================== +2024-02-17 01:12:11,197:INFO:choose_better activated +2024-02-17 01:12:11,197:INFO:SubProcess create_model() called ================================== +2024-02-17 01:12:11,197:INFO:Initializing create_model() +2024-02-17 01:12:11,197:INFO:create_model(self=, estimator=, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:12:11,197:INFO:Checking exceptions +2024-02-17 01:12:11,197:INFO:Importing libraries +2024-02-17 01:12:11,197:INFO:Copying training dataset +2024-02-17 01:12:11,212:INFO:Defining folds +2024-02-17 01:12:11,212:INFO:Declaring metric variables +2024-02-17 01:12:11,212:INFO:Importing untrained model +2024-02-17 01:12:11,213:INFO:Declaring custom model +2024-02-17 01:12:11,213:INFO:CatBoost Classifier Imported successfully +2024-02-17 01:12:11,213:INFO:Starting cross validation +2024-02-17 01:12:11,215:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:12:30,392:INFO:Calculating mean and std +2024-02-17 01:12:30,392:INFO:Creating metrics dataframe +2024-02-17 01:12:30,392:INFO:Finalizing model +2024-02-17 01:12:34,259:INFO:Uploading results into container +2024-02-17 01:12:34,259:INFO:Uploading model into container now +2024-02-17 01:12:34,259:INFO:_master_model_container: 38 +2024-02-17 01:12:34,259:INFO:_display_container: 7 +2024-02-17 01:12:34,259:INFO: +2024-02-17 01:12:34,259:INFO:create_model() successfully completed...................................... +2024-02-17 01:12:34,414:INFO:SubProcess create_model() end ================================== +2024-02-17 01:12:34,414:INFO: result for Accuracy is 0.9144 +2024-02-17 01:12:34,414:INFO: result for Accuracy is 0.899 +2024-02-17 01:12:34,414:INFO: is best model +2024-02-17 01:12:34,414:INFO:choose_better completed +2024-02-17 01:12:34,414:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 01:12:34,435:INFO:_master_model_container: 38 +2024-02-17 01:12:34,435:INFO:_display_container: 6 +2024-02-17 01:12:34,435:INFO: +2024-02-17 01:12:34,435:INFO:tune_model() successfully completed...................................... +2024-02-17 01:12:34,700:INFO:Initializing tune_model() +2024-02-17 01:12:34,700:INFO:tune_model(estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False), fold=None, round=4, n_iter=10, custom_grid=None, optimize=Accuracy, custom_scorer=None, search_library=scikit-learn, search_algorithm=None, early_stopping=False, early_stopping_max_iters=10, choose_better=True, fit_kwargs=None, groups=None, return_tuner=False, verbose=True, tuner_verbose=True, return_train_score=False, kwargs={}, self=) +2024-02-17 01:12:34,700:INFO:Checking exceptions +2024-02-17 01:12:34,747:INFO:Copying training dataset +2024-02-17 01:12:34,756:INFO:Checking base model +2024-02-17 01:12:34,756:INFO:Base model : Random Forest Classifier +2024-02-17 01:12:34,763:INFO:Declaring metric variables +2024-02-17 01:12:34,802:INFO:Defining Hyperparameters +2024-02-17 01:12:35,011:INFO:Tuning with n_jobs=-1 +2024-02-17 01:12:35,011:INFO:Initializing RandomizedSearchCV +2024-02-17 01:12:55,351:INFO:best_params: {'actual_estimator__n_estimators': 270, 'actual_estimator__min_samples_split': 2, 'actual_estimator__min_samples_leaf': 2, 'actual_estimator__min_impurity_decrease': 0.001, 'actual_estimator__max_features': 'log2', 'actual_estimator__max_depth': 9, 'actual_estimator__criterion': 'entropy', 'actual_estimator__class_weight': 'balanced', 'actual_estimator__bootstrap': True} +2024-02-17 01:12:55,351:INFO:Hyperparameter search completed +2024-02-17 01:12:55,351:INFO:SubProcess create_model() called ================================== +2024-02-17 01:12:55,351:INFO:Initializing create_model() +2024-02-17 01:12:55,351:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={'n_estimators': 270, 'min_samples_split': 2, 'min_samples_leaf': 2, 'min_impurity_decrease': 0.001, 'max_features': 'log2', 'max_depth': 9, 'criterion': 'entropy', 'class_weight': 'balanced', 'bootstrap': True}) +2024-02-17 01:12:55,351:INFO:Checking exceptions +2024-02-17 01:12:55,351:INFO:Importing libraries +2024-02-17 01:12:55,351:INFO:Copying training dataset +2024-02-17 01:12:55,358:INFO:Defining folds +2024-02-17 01:12:55,358:INFO:Declaring metric variables +2024-02-17 01:12:55,358:INFO:Importing untrained model +2024-02-17 01:12:55,358:INFO:Declaring custom model +2024-02-17 01:12:55,366:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:12:55,373:INFO:Starting cross validation +2024-02-17 01:12:55,373:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:12:59,877:INFO:Calculating mean and std +2024-02-17 01:12:59,877:INFO:Creating metrics dataframe +2024-02-17 01:12:59,885:INFO:Finalizing model +2024-02-17 01:13:01,002:INFO:Uploading results into container +2024-02-17 01:13:01,002:INFO:Uploading model into container now +2024-02-17 01:13:01,002:INFO:_master_model_container: 39 +2024-02-17 01:13:01,002:INFO:_display_container: 7 +2024-02-17 01:13:01,002:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight='balanced', + criterion='entropy', max_depth=9, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.001, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=270, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:13:01,002:INFO:create_model() successfully completed...................................... +2024-02-17 01:13:01,166:INFO:SubProcess create_model() end ================================== +2024-02-17 01:13:01,177:INFO:choose_better activated +2024-02-17 01:13:01,182:INFO:SubProcess create_model() called ================================== +2024-02-17 01:13:01,183:INFO:Initializing create_model() +2024-02-17 01:13:01,183:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:13:01,185:INFO:Checking exceptions +2024-02-17 01:13:01,188:INFO:Importing libraries +2024-02-17 01:13:01,188:INFO:Copying training dataset +2024-02-17 01:13:01,188:INFO:Defining folds +2024-02-17 01:13:01,188:INFO:Declaring metric variables +2024-02-17 01:13:01,188:INFO:Importing untrained model +2024-02-17 01:13:01,188:INFO:Declaring custom model +2024-02-17 01:13:01,188:INFO:Random Forest Classifier Imported successfully +2024-02-17 01:13:01,188:INFO:Starting cross validation +2024-02-17 01:13:01,188:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:13:03,479:INFO:Calculating mean and std +2024-02-17 01:13:03,479:INFO:Creating metrics dataframe +2024-02-17 01:13:03,483:INFO:Finalizing model +2024-02-17 01:13:03,828:INFO:Uploading results into container +2024-02-17 01:13:03,828:INFO:Uploading model into container now +2024-02-17 01:13:03,828:INFO:_master_model_container: 40 +2024-02-17 01:13:03,828:INFO:_display_container: 8 +2024-02-17 01:13:03,832:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:13:03,832:INFO:create_model() successfully completed...................................... +2024-02-17 01:13:03,966:INFO:SubProcess create_model() end ================================== +2024-02-17 01:13:03,966:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) result for Accuracy is 0.9091 +2024-02-17 01:13:03,966:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight='balanced', + criterion='entropy', max_depth=9, max_features='log2', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.001, min_samples_leaf=2, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=270, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) result for Accuracy is 0.8828 +2024-02-17 01:13:03,966:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) is best model +2024-02-17 01:13:03,966:INFO:choose_better completed +2024-02-17 01:13:03,966:INFO:Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). +2024-02-17 01:13:03,978:INFO:_master_model_container: 40 +2024-02-17 01:13:03,978:INFO:_display_container: 7 +2024-02-17 01:13:03,978:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False) +2024-02-17 01:13:03,978:INFO:tune_model() successfully completed...................................... +2024-02-17 01:13:10,245:INFO:Initializing blend_models() +2024-02-17 01:13:10,245:INFO:blend_models(self=, estimator_list=[LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, + importance_type='split', learning_rate=0.1, max_depth=-1, + min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, + n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0, + subsample_for_bin=200000, subsample_freq=0), XGBClassifier(base_score=None, booster='gbtree', callbacks=None, + colsample_bylevel=None, colsample_bynode=None, + colsample_bytree=None, device='cpu', early_stopping_rounds=None, + enable_categorical=False, eval_metric=None, feature_types=None, + gamma=None, grow_policy=None, importance_type=None, + interaction_constraints=None, learning_rate=None, max_bin=None, + max_cat_threshold=None, max_cat_to_onehot=None, + max_delta_step=None, max_depth=None, max_leaves=None, + min_child_weight=None, missing=nan, monotone_constraints=None, + multi_strategy=None, n_estimators=None, n_jobs=-1, + num_parallel_tree=None, objective='binary:logistic', ...), , RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, + criterion='gini', max_depth=None, max_features='sqrt', + max_leaf_nodes=None, max_samples=None, + min_impurity_decrease=0.0, min_samples_leaf=1, + min_samples_split=2, min_weight_fraction_leaf=0.0, + n_estimators=100, n_jobs=-1, oob_score=False, + random_state=255, verbose=0, warm_start=False)], fold=None, round=4, choose_better=False, optimize=Accuracy, method=auto, weights=None, fit_kwargs=None, groups=None, probability_threshold=None, verbose=True, return_train_score=False) +2024-02-17 01:13:10,245:INFO:Checking exceptions +2024-02-17 01:13:10,266:INFO:Importing libraries +2024-02-17 01:13:10,266:INFO:Copying training dataset +2024-02-17 01:13:10,268:INFO:Getting model names +2024-02-17 01:13:10,275:INFO:SubProcess create_model() called ================================== +2024-02-17 01:13:10,283:INFO:Initializing create_model() +2024-02-17 01:13:10,283:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=True, system=False, add_to_model_list=True, metrics=None, display=, model_only=True, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:13:10,283:INFO:Checking exceptions +2024-02-17 01:13:10,283:INFO:Importing libraries +2024-02-17 01:13:10,283:INFO:Copying training dataset +2024-02-17 01:13:10,287:INFO:Defining folds +2024-02-17 01:13:10,287:INFO:Declaring metric variables +2024-02-17 01:13:10,287:INFO:Importing untrained model +2024-02-17 01:13:10,287:INFO:Declaring custom model +2024-02-17 01:13:10,322:INFO:Voting Classifier Imported successfully +2024-02-17 01:13:10,336:INFO:Starting cross validation +2024-02-17 01:13:10,336:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 +2024-02-17 01:13:29,731:INFO:Calculating mean and std +2024-02-17 01:13:29,731:INFO:Creating metrics dataframe +2024-02-17 01:13:29,735:INFO:Finalizing model +2024-02-17 01:13:34,541:INFO:Uploading results into container +2024-02-17 01:13:34,542:INFO:Uploading model into container now +2024-02-17 01:13:34,542:INFO:_master_model_container: 41 +2024-02-17 01:13:34,542:INFO:_display_container: 8 +2024-02-17 01:13:34,542:INFO:VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:13:34,542:INFO:create_model() successfully completed...................................... +2024-02-17 01:13:34,702:INFO:SubProcess create_model() end ================================== +2024-02-17 01:13:34,723:INFO:_master_model_container: 41 +2024-02-17 01:13:34,723:INFO:_display_container: 8 +2024-02-17 01:13:34,723:INFO:VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:13:34,723:INFO:blend_models() successfully completed...................................... +2024-02-17 01:13:56,261:INFO:Initializing finalize_model() +2024-02-17 01:13:56,261:INFO:finalize_model(self=, estimator=VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fit_kwargs=None, groups=None, model_only=False, experiment_custom_tags=None) +2024-02-17 01:13:56,264:INFO:Finalizing VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None) +2024-02-17 01:13:56,273:INFO:Initializing create_model() +2024-02-17 01:13:56,273:INFO:create_model(self=, estimator=VotingClassifier(estimators=[('Light Gradient Boosting Machine', + LGBMClassifier(boosting_type='gbdt', + class_weight=None, + colsample_bytree=1.0, + importance_type='split', + learning_rate=0.1, max_depth=-1, + min_child_samples=20, + min_child_weight=0.001, + min_split_gain=0.0, + n_estimators=100, n_jobs=-1, + num_leaves=31, objective=None, + random_state=255, reg_alpha=0.0, + reg_lambd... + class_weight=None, + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, verbose=False, + voting='soft', weights=None), fold=None, round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=False, metrics=None, display=None, model_only=False, return_train_score=False, error_score=0.0, kwargs={}) +2024-02-17 01:13:56,273:INFO:Checking exceptions +2024-02-17 01:13:56,273:INFO:Importing libraries +2024-02-17 01:13:56,273:INFO:Copying training dataset +2024-02-17 01:13:56,273:INFO:Defining folds +2024-02-17 01:13:56,273:INFO:Declaring metric variables +2024-02-17 01:13:56,273:INFO:Importing untrained model +2024-02-17 01:13:56,273:INFO:Declaring custom model +2024-02-17 01:13:56,273:INFO:Voting Classifier Imported successfully +2024-02-17 01:13:56,273:INFO:Cross validation set to False +2024-02-17 01:13:56,273:INFO:Fitting Model +2024-02-17 01:14:01,704:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:14:01,704:INFO:create_model() successfully completed...................................... +2024-02-17 01:14:01,838:INFO:_master_model_container: 41 +2024-02-17 01:14:01,838:INFO:_display_container: 8 +2024-02-17 01:14:01,853:INFO:Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False) +2024-02-17 01:14:01,853:INFO:finalize_model() successfully completed...................................... +2024-02-17 01:14:01,999:INFO:Initializing predict_model() +2024-02-17 01:14:01,999:INFO:predict_model(self=, estimator=Pipeline(memory=Memory(location=None), + steps=[('numerical_imputer', + TransformerWrapper(exclude=None, + include=['bant_submit', 'customer_country', + 'business_unit', + 'com_reg_ver_win_rate', + 'customer_idx', 'customer_type', + 'enterprise', + 'historical_existing_cnt', + 'customer_job', 'lead_desc_length', + 'inquiry_type', 'product_category', + 'customer_position', + 'response_cor... + criterion='gini', + max_depth=None, + max_features='sqrt', + max_leaf_nodes=None, + max_samples=None, + min_impurity_decrease=0.0, + min_samples_leaf=1, + min_samples_split=2, + min_weight_fraction_leaf=0.0, + n_estimators=100, + n_jobs=-1, + oob_score=False, + random_state=255, + verbose=0, + warm_start=False))], + flatten_transform=True, n_jobs=-1, + verbose=False, voting='soft', + weights=None))], + verbose=False), probability_threshold=None, encoded_labels=False, raw_score=False, round=4, verbose=True, ml_usecase=None, preprocess=True, encode_labels=.encode_labels at 0x0000028D9EC9B490>) +2024-02-17 01:14:01,999:INFO:Checking exceptions +2024-02-17 01:14:01,999:INFO:Preloading libraries +2024-02-17 01:14:02,007:INFO:Set up data. +2024-02-17 01:14:02,007:INFO:Set up index. diff --git a/submission.csv b/submission.csv index 1fd9a39..16d2332 100644 --- a/submission.csv +++ b/submission.csv @@ -1,20 +1,20 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx,customer_type,enterprise,historical_existing_cnt,id_strategic_ver,it_strategic_ver,idit_strategic_ver,customer_job,lead_desc_length,inquiry_type,product_category,product_subcategory,product_modelname,customer_country.1,customer_position,response_corporate,expected_timeline,ver_cus,ver_pro,ver_win_rate_x,ver_win_ratio_per_bu,business_area,business_subarea,lead_owner,is_converted -19844,0.0,/ / Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +19844,0.0,/ / Brazil,ID,0.0732484076433121,47466,End Customer,Enterprise,53.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 9738,0.25,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,400 N State Of Franklin Rd Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -8491,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,0 +8491,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,1 19895,0.5,/ Madison / United States,ID,0.1186440677966101,17204,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Madison / United States,none,LGEUS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,194,0 -10465,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,0 +10465,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,1 17528,0.0,/ / Germany,IT,,22534,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 2853,1.0,/ / Egypt,ID,,32761,End Customer,Enterprise,,,,,marketing,62,Quotation or Purchase Consultation,standard signage,,,/ / Egypt,associate/analyst,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 -3061,1.0,/ / France,ID,,46010,Service Partner,Enterprise,,,,,purchasing,214,Quotation or Purchase Consultation,interactive signage,,,/ / France,director,LGEFS,3 months ~ 6 months,0,0,,,,,577,0 +3061,1.0,/ / France,ID,,46010,Service Partner,Enterprise,,,,,purchasing,214,Quotation or Purchase Consultation,interactive signage,,,/ / France,director,LGEFS,3 months ~ 6 months,0,0,,,,,577,1 2909,0.75,/ /,ID,,2452,End Customer,Enterprise,0.0,,,,purchasing,308,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 9577,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 5462,0.5,/Blumenau/Brazil,AS,,25261,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Blumenau/Brazil,others,LGESP,,0,0,,,,,97,0 -10684,1.0,/Bauru/Brazil,ID,0.0749486652977412,38519,End Customer,SMB,11.0,1.0,,1.0,information technology,45,Quotation or Purchase Consultation,video wall signage,,,/Bauru/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,0 -3686,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,1 +10684,1.0,/Bauru/Brazil,ID,0.0749486652977412,38519,End Customer,SMB,11.0,1.0,,1.0,information technology,45,Quotation or Purchase Consultation,video wall signage,,,/Bauru/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,1 +3686,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,0 7678,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 -20759,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,0 -7361,1.0,/Visakhapatnam/India,AS,,38603,,Enterprise,,,,,others,67,Product Information,etc.,,,/Visakhapatnam/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,116,0 +20759,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,1 +7361,1.0,/Visakhapatnam/India,AS,,38603,,Enterprise,,,,,others,67,Product Information,etc.,,,/Visakhapatnam/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,116,1 16387,0.25,/ / Italy,AS,,9115,Service Partner,Enterprise,,,,,support,3,,vrf,,,/ / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 11153,1.0,/ / Argentina,ID,,9857,,Enterprise,1.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 6847,0.25,2726 Shelter Island Drive / CA / United States,AS,,1385,,Enterprise,,,,,,138,Product Information,,,,2726 Shelter Island Drive / CA / United States,none,LGEUS,,0,0,,,,,731,0 @@ -30,23 +30,23 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15431,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Channel Partner,SMB,,,,,engineering,20,Quotation or Purchase Consultation,ventilation,,,/ Hồ Chí Minh / Vietnam,manager,LGEVH,,0,0,,,,,745,0 4722,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,single-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,30,0 7249,1.0,/ Pasay City / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ Pasay City / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59,0 -93,1.0,/ Luddenham / Australia,AS,0.0666666666666666,24564,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,1 -9967,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +93,1.0,/ Luddenham / Australia,AS,0.0666666666666666,24564,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,0 +9967,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 13764,0.5,/ Goiânia / Brazil,AS,,23402,Specifier/ Influencer,Enterprise,51.0,,,,sales,27,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,manager,LGESP,,0,0,,,,,97,0 10665,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,28546,Service Partner,SMB,,1.0,,1.0,program and project management,38,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,480,1 15029,0.5,/ Santiago / Chile,AS,,2790,End Customer,Enterprise,,,,,engineering,3,,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 15209,0.5,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,AS,,1862,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,Cra 20 F # 61 B - 19 Sur / Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 9896,0.25,Cloud IT / New Canaan / United States,IT,,5482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New Canaan / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -12748,1.0,/ west / Saudi Arabia,AS,,3745,Channel Partner,SMB,,,,,business development,59,Quotation or Purchase Consultation,vrf,,,/ west / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,6,1 -1150,0.25,Corporate / /,ID,0.0446428571428571,16587,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +12748,1.0,/ west / Saudi Arabia,AS,,3745,Channel Partner,SMB,,,,,business development,59,Quotation or Purchase Consultation,vrf,,,/ west / Saudi Arabia,others,LGESJ,less than 3 months,0,0,,,,,6,0 +1150,0.25,Corporate / /,ID,0.0446428571428571,16587,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9620,1.0,/ Kolkata / India,AS,,20424,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2,1 4180,0.25,/ Alappuzha / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,,,,,34,0 -15741,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +15741,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 7677,0.75,/ Dubai / U.A.E,IT,,35277,Service Partner,Enterprise,,,,,purchasing,79,Quotation or Purchase Consultation,monitor,,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 18670,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 4937,0.5,/ Florianópolis / Brazil,AS,,7763,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Florianópolis / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 16841,0.75,/ Bacoor Cavite / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,3,,,,,/ Bacoor Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 -4700,0.25,/ Brahmapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,multi-split,,,/ Brahmapur / India,none,LGEIL,,0,0,,,,,3,1 +4700,0.25,/ Brahmapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,multi-split,,,/ Brahmapur / India,none,LGEIL,,0,0,,,,,3,0 3703,0.5,/ Yogyakarta / Indonesia,AS,,11145,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Yogyakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 5673,0.5,/ São Paulo / Brazil,AS,,4087,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 7426,1.0,/ Abudhabi / U.A.E,AS,,40554,Specifier/ Influencer,Enterprise,,,,,engineering,52,Quotation or Purchase Consultation,chiller,,,/ Abudhabi / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 @@ -62,13 +62,13 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9404,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146,1 1562,1.0,/ Nashik / India,ID,,12256,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,314,0 1420,1.0,/ amritsar / India,ID,,37680,,Enterprise,,,,,community and social services,13,Quotation or Purchase Consultation,interactive signage,,,/ amritsar / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 -11517,1.0,/ / Hong Kong,ID,,30344,End Customer,SMB,,,,,others,72,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,,,,,337,1 -833,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +11517,1.0,/ / Hong Kong,ID,,30344,End Customer,SMB,,,,,others,72,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,0,0,,,,,337,0 +833,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 19997,1.0,/ Sp / Brazil,AS,0.004,41580,Specifier/ Influencer,SMB,,,,,others,51,Quotation or Purchase Consultation,,,,/ Sp / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 14706,0.25,/ Curitiba / Brazil,AS,,3910,End Customer,Enterprise,,,,,engineering,144,,vrf,,,/ Curitiba / Brazil,c-level executive,LGESP,,0,0,,,,,97,0 -19712,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,0 +19712,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,1 5821,0.5,/ São Paulo / Brazil,AS,,27086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -18938,1.0,/ ARAÇATUBA/SP / Brazil,AS,0.0151515151515151,28383,End Customer,SMB,,,,,administrative,196,Quotation or Purchase Consultation,ventilation,,,/ ARAÇATUBA/SP / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,1 +18938,1.0,/ ARAÇATUBA/SP / Brazil,AS,0.0151515151515151,28383,End Customer,SMB,,,,,administrative,196,Quotation or Purchase Consultation,ventilation,,,/ ARAÇATUBA/SP / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,0 21059,1.0,/ / Mexico,ID,0.0476190476190476,22975,End Customer,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189,0 12275,1.0,/tlalnepantla estado de mexico/Mexico,AS,,3530,Specifier/ Influencer,Enterprise,,,,,information technology,71,Quotation or Purchase Consultation,single-split,,,/tlalnepantla estado de mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 17594,1.0,/ Lima / Peru,ID,0.0806916426512968,21326,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,366,0 @@ -95,7 +95,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19237,0.0,/ / Peru,ID,0.0538922155688622,26135,,Enterprise,,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,0 2795,1.0,/ / Egypt,ID,,7934,End Customer,SMB,,,,,information technology,61,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 20545,0.25,/ Sarajevo / Bosnia and Herzegovina,AS,,37980,Channel Partner,SMB,1.0,,,,,3,,etc.,"VRF,Multi-Split,Single-Split,Heating",,/ Sarajevo / Bosnia and Herzegovina,others,LGEMK,,0,0,0.0007167734380046,,hotel & accommodation,,765,0 -8048,1.0,//U.A.E,ID,0.043103448275862,32445,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,,//U.A.E,director,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),308,1 +8048,1.0,//U.A.E,ID,0.043103448275862,32445,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,,//U.A.E,director,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),308,0 8185,1.0,//India,ID,0.0311958405545927,2870,Service Partner,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,//India,trainee,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 8520,0.0,/ / United States,ID,,15542,,Enterprise,,,,,arts and design,7,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,591,0 5100,0.5,/São Caetano do Sul/Brazil,AS,,9963,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/São Caetano do Sul/Brazil,others,LGESP,,0,0,,,,,97,0 @@ -105,30 +105,30 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2669,1.0,/ / U.A.E,ID,,887,End Customer,SMB,,,,,consulting,37,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 10688,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,support,1084,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 1685,1.0,/ Jabalpur / India,ID,,22724,,Enterprise,,,,,education,25,Quotation or Purchase Consultation,,,,/ Jabalpur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 -19729,1.0,/São Paulo/Brazil,ID,0.0732484076433121,46435,End Customer,SMB,4.0,,,,operations,183,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/São Paulo/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 -19612,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,0 +19729,1.0,/São Paulo/Brazil,ID,0.0732484076433121,46435,End Customer,SMB,4.0,,,,operations,183,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/São Paulo/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 +19612,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,1 10326,0.25,/ / Netherlands,AS,,39181,,SMB,,,,,marketing,3,,,,,/ / Netherlands,manager,LGEBN,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,144,0 -10459,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,4651,End Customer,SMB,,1.0,,1.0,marketing,175,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Belo Horizonte / Brazil,intern,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 -16021,0.0,/ Budapest / Hungary,AS,,24061,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Budapest / Hungary,none,LGEMK,,0,0,,,,,960,1 +10459,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,4651,End Customer,SMB,,1.0,,1.0,marketing,175,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Belo Horizonte / Brazil,intern,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 +16021,0.0,/ Budapest / Hungary,AS,,24061,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Budapest / Hungary,none,LGEMK,,0,0,,,,,960,0 8878,1.0,/ / U.A.E,ID,0.0491803278688524,24862,End Customer,SMB,,,,,others,74,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,227,1 9436,0.25,/ beafort / United States,ID,,5945,,Enterprise,,,,,,8,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ beafort / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 16822,0.75,/ / Philippines,AS,,11579,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -43,1.0,/Mangalore/India,AS,0.0888888888888888,32633,End Customer,Enterprise,,,,,healthcare services,68,Quotation or Purchase Consultation,single-split,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Healthcare,30,0 -269,1.0,/ / Türkiye,ID,0.075,9030,End Customer,SMB,,1.0,,1.0,operations,76,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ / Türkiye,manager,LGETK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,285,0 -20273,0.75,/ / Germany,IT,,27571,End Customer,SMB,,,,,,253,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 -19037,1.0,/Rio de Janeiro/Brazil,ID,0.2692307692307692,20358,End Customer,SMB,,,,,information technology,32,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/Rio de Janeiro/Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,572,0 +43,1.0,/Mangalore/India,AS,0.0888888888888888,32633,End Customer,Enterprise,,,,,healthcare services,68,Quotation or Purchase Consultation,single-split,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Healthcare,30,1 +269,1.0,/ / Türkiye,ID,0.075,9030,End Customer,SMB,,1.0,,1.0,operations,76,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ / Türkiye,manager,LGETK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,285,1 +20273,0.75,/ / Germany,IT,,27571,End Customer,SMB,,,,,,253,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,1 +19037,1.0,/Rio de Janeiro/Brazil,ID,0.2692307692307692,20358,End Customer,SMB,,,,,information technology,32,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/Rio de Janeiro/Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,572,1 4972,0.5,/ Aquiraz / Brazil,AS,,29090,End Customer,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Aquiraz / Brazil,entry level,LGESP,,0,0,,,,,97,0 -4280,0.25,/ HYDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,1 -9408,1.0,/ / Italy,ID,0.0416666666666666,4264,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,0 +4280,0.25,/ HYDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,0 +9408,1.0,/ / Italy,ID,0.0416666666666666,4264,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,1 13197,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 1789,1.0,/Bangalore/India,ID,,44880,End Customer,SMB,,,,,media and communication,212,Quotation or Purchase Consultation,led signage,Ultra Lighit,GSCD100-GN,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 12295,1.0,/ SAN ANDRES TUXTLA / Mexico,AS,,37937,Specifier/ Influencer,SMB,4.0,,,,engineering,315,Usage or Technical Consultation,vrf,,,/ SAN ANDRES TUXTLA / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 3143,0.75,/Dubai /U.A.E,ID,,20335,End Customer,Enterprise,,,,,operations,51,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/Dubai /U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308,0 -10020,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10020,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3909,1.0,/ Biñan City / Philippines,AS,,27712,Specifier/ Influencer,Enterprise,11.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Biñan City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46,0 3060,1.0,/ / Hong Kong,ID,,39964,Specifier/ Influencer,Enterprise,,,,,sales,185,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/ / Hong Kong,manager,LGEHK,6 months ~ 9 months,0,0,,,,,248,0 5220,0.5,/ Brasilia / Brazil,AS,,13218,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Brasilia / Brazil,others,LGESP,,0,0,,,,,97,0 -8219,1.0,/ Tupper Lake / United States,ID,0.3902439024390244,42493,Solution Eco-Partner,SMB,,,,,education,173,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ Tupper Lake / United States,director,LGEUS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,Others,867,0 +8219,1.0,/ Tupper Lake / United States,ID,0.3902439024390244,42493,Solution Eco-Partner,SMB,,,,,education,173,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ Tupper Lake / United States,director,LGEUS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,Others,867,1 14065,0.25,/ Florianópolis / Brazil,AS,,10072,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Florianópolis / Brazil,entry level,LGESP,,0,0,,,,,97,0 2686,1.0,/ / U.A.E,ID,,386,End Customer,SMB,,,,,information technology,54,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 5053,0.5,/ São Paulo / Brazil,AS,,1423,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 @@ -136,14 +136,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 198,1.0,/ / Argentina,ID,0.0749486652977412,16813,,SMB,10.0,1.0,,1.0,administrative,24,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 15648,0.5,"/ Atizapan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,single-split,,,"/ Atizapan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 494,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -9966,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -17609,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,1 +9966,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +17609,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 7471,1.0,/ Heliopolis / Egypt,AS,,28176,End Customer,SMB,,,,,others,11,Quotation or Purchase Consultation,,,,/ Heliopolis / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 17218,1.0,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,1046,1 10225,1.0,/ PANAMA / Panama,AS,0.0039370078740157,6130,End Customer,Enterprise,,,,,engineering,161,Quotation or Purchase Consultation,multi-split,,,/ PANAMA / Panama,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,654,0 -9959,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9959,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20827,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,41137,End Customer,SMB,,,,,information technology,148,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ São Paulo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,1 -11883,0.5,/New Delhi/India,ID,,44916,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/New Delhi/India,educator,LGEIL,,0,0,,,,,155,0 +11883,0.5,/New Delhi/India,ID,,44916,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/New Delhi/India,educator,LGEIL,,0,0,,,,,155,1 6788,0.25,2068 Seamans Neck Rd / NY / United States,AS,,42605,,Enterprise,,,,,,40,Product Information,,,,2068 Seamans Neck Rd / NY / United States,none,LGEUS,,0,0,,,,,730,0 13684,0.25,/ Duque de Caxias / Brazil,AS,,5843,End Customer,Enterprise,,,,,operations,3,,multi-split,,,/ Duque de Caxias / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 5735,0.5,/ São Paulo / Brazil,AS,,38236,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -152,26 +152,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9584,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 10118,1.0,/ / Egypt,ID,0.037037037037037,17194,End Customer,SMB,,,,,sales,100,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,234,0 15490,0.25,/ القاهره / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,43,Quotation or Purchase Consultation,vrf,,,/ القاهره / Egypt,none,LGEEG,,0,0,,,,,51,0 -2021,1.0,/ Pathankot / India,ID,,31858,,Enterprise,,,,,education,10,Others,interactive signage,,,/ Pathankot / India,director,LGEIL,less than 3 months,0,0,,,,,165,0 -17838,1.0,/ / Vietnam,ID,0.2142857142857142,42753,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +2021,1.0,/ Pathankot / India,ID,,31858,,Enterprise,,,,,education,10,Others,interactive signage,,,/ Pathankot / India,director,LGEIL,less than 3 months,0,0,,,,,165,1 +17838,1.0,/ / Vietnam,ID,0.2142857142857142,42753,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,324,1 16637,0.25,Via Avigliana 21 / Torino / Italy,AS,,21595,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Avigliana 21 / Torino / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 2002,1.0,/ Barnala / India,ID,,18142,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,,,,/ Barnala / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -3887,1.0,/Cicero/United States,AS,,24550,Specifier/ Influencer,Enterprise,,,,,consulting,193,Usage or Technical Consultation,heating,,,/Cicero/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,730,0 +3887,1.0,/Cicero/United States,AS,,24550,Specifier/ Influencer,Enterprise,,,,,consulting,193,Usage or Technical Consultation,heating,,,/Cicero/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,730,1 14779,0.25,/ Recife / Brazil,AS,,22170,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97,0 -2151,1.0,/ Haryana / India,ID,,11751,,Enterprise,,,,,information technology,91,Others,interactive signage,,,/ Haryana / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,165,0 +2151,1.0,/ Haryana / India,ID,,11751,,Enterprise,,,,,information technology,91,Others,interactive signage,,,/ Haryana / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,165,1 18262,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 3054,0.75,/ /,ID,,2058,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368,0 15087,0.5,/ Santiago / Chile,AS,,41751,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,c-level executive,LGECL,more than a year,0,0,,,,,728,0 4299,0.25,/ dhuri / India,AS,,47466,End Customer,Enterprise,19.0,,,,,53,Quotation or Purchase Consultation,multi-split,,,/ dhuri / India,none,LGEIL,,0,0,,,,,95,0 11711,0.0,/ / India,ID,,45733,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 527,0.25,Corporate / /,ID,0.0446428571428571,16100,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -12036,0.5,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,ID,,30580,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,none,LGEUS,less than 3 months,0,0,,,,,502,0 +12036,0.5,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,ID,,30580,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,4555 Overlook Ave SW Code 5501 Bldg 1 Rm 417 Healthcare / WASHINGTON / United States,none,LGEUS,less than 3 months,0,0,,,,,502,1 15723,0.5,/ Lima / Peru,AS,,11308,Specifier/ Influencer,Enterprise,16.0,,,,engineering,3,,vrf,,,/ Lima / Peru,others,LGEPR,less than 3 months,0,0,,,,,125,0 20327,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 12468,0.75,/ นครราชสีมา / Thailand,AS,,387,Specifier/ Influencer,Enterprise,,,,,engineering,16,,vrf,,,/ นครราชสีมา / Thailand,manager,LGETH,less than 3 months,0,0,,,,,748,0 6687,0.25,- / AL / United States,AS,,4867,,Enterprise,1.0,,,,,307,Services,,,,- / AL / United States,none,LGEUS,,0,0,,,,,731,0 20015,1.0,/ Rio de Janeiro/RJ / Brazil,AS,0.004,42627,Channel Partner,SMB,,,,,purchasing,30,Quotation or Purchase Consultation,single-split,,,/ Rio de Janeiro/RJ / Brazil,partner,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 -19466,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,0 +19466,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,1 8148,0.75,/ / Mexico,ID,0.0327868852459016,12271,,Enterprise,2.0,,,,operations,2,Customer Suggestions,,,,/ / Mexico,none,LGEMS,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,189,0 17613,1.0,/ MEDELLÍN / Colombia,ID,0.0806916426512968,34079,Specifier/ Influencer,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ MEDELLÍN / Colombia,manager,LGECB,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,187,0 9740,0.25,230 John Wesley Ave Cloud IT / Atlanta / United States,IT,,4698,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,230 John Wesley Ave Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 @@ -187,7 +187,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2890,0.75,235 E 7th Ave / Homestead /,ID,,28209,End Customer,SMB,,,,,purchasing,224,Quotation or Purchase Consultation,,,,235 E 7th Ave / Homestead /,none,LGEUS,less than 3 months,0,0,,,,,568,1 2703,1.0,/ / U.A.E,ID,,16384,End Customer,SMB,,,,,consulting,50,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 13437,0.0,/ / India,AS,,12092,End Customer,Enterprise,1.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 -4677,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,1 +4677,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,74,Quotation or Purchase Consultation,multi-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,0 452,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 11607,0.5,/ Ghaziabad / India,ID,,16982,,Enterprise,,,,,community and social services,3,Others,,,,/ Ghaziabad / India,manager,LGEIL,,0,0,,,,,174,0 7737,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 @@ -201,57 +201,57 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16833,1.0,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,multi-split,,,/ Makati City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 13671,0.5,/ São Gonçalo / Brazil,AS,,10580,End Customer,Enterprise,,,,,others,186,Quotation or Purchase Consultation,multi-split,,,/ São Gonçalo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 7770,0.5,45525 Grand River Avenue / Novi /,IT,,11893,Channel Partner,SMB,,,,,,457,Usage or Technical Consultation,,,,45525 Grand River Avenue / Novi /,none,LGEUS,6 months ~ 9 months,0,0,,,,,833,1 -4788,0.25,//India,AS,,9522,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9,0 +4788,0.25,//India,AS,,9522,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9,1 8626,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227,0 19361,1.0,/Cartagena de Indias/Colombia,AS,0.0037878787878787,41784,End Customer,Enterprise,,,,,administrative,400,Quotation or Purchase Consultation,multi-split,,,/Cartagena de Indias/Colombia,associate/analyst,LGECB,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,39,0 7848,0.25,7027 Milne Blvd Education / New Orleans / United States,IT,,28841,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,7027 Milne Blvd Education / New Orleans / United States,none,LGEUS,,0,0,,,,,374,0 20494,1.0,/ ARMAÇÃO DE BUZIOS / Brazil,ID,0.1241217798594847,35121,End Customer,SMB,,1.0,,1.0,administrative,349,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR762H (EU/CIS),/ ARMAÇÃO DE BUZIOS / Brazil,entry level,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,487,1 -9949,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9949,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 10371,1.0,/ Vitória/ES / Brazil,AS,0.0039370078740157,5450,End Customer,SMB,,,,,administrative,50,Quotation or Purchase Consultation,multi-split,,,/ Vitória/ES / Brazil,director,LGESP,6 months ~ 9 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 -9109,1.0,/ Singapore / Singapore,AS,0.0227272727272727,38090,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Singapore / Singapore,others,LGESL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,73,1 +9109,1.0,/ Singapore / Singapore,AS,0.0227272727272727,38090,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Singapore / Singapore,others,LGESL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,73,0 13766,0.5,/ Olinda / Brazil,AS,,35228,,Enterprise,0.0,,,,operations,3,Quotation or Purchase Consultation,,,,/ Olinda / Brazil,manager,LGESP,,0,0,,,,,97,0 1863,1.0,/ Ludhiana / India,ID,,8662,,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174,0 -9988,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9988,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 21,1.0,/ Kolkata / India,AS,0.0888888888888888,20424,End Customer,Enterprise,48.0,,,,finance,41,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Finance,2,1 12173,1.0,/ / Mexico,ID,,16954,,SMB,,,,,community and social services,3,Technical Consultation,,,,/ / Mexico,vice president,LGEMS,9 months ~ 1 year,0,0,,,,,189,0 16126,0.25,/ singapore / Singapore,AS,,18320,Specifier/ Influencer,SMB,22.0,,,,engineering,3,,,,,/ singapore / Singapore,manager,LGESL,,0,0,,,,,73,0 17130,0.75,/ Santiago / Chile,AS,,41750,Specifier/ Influencer,Enterprise,6.0,,,,operations,22,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 3084,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 -10737,1.0,/ CDMX / Mexico,ID,0.0749486652977412,32868,End Customer,SMB,,1.0,,1.0,business development,45,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ CDMX / Mexico,ceo/founder,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,263,0 +10737,1.0,/ CDMX / Mexico,ID,0.0749486652977412,32868,End Customer,SMB,,1.0,,1.0,business development,45,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ CDMX / Mexico,ceo/founder,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,263,1 13915,0.25,/ Palhoça / Brazil,AS,,9028,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Palhoça / Brazil,entry level,LGESP,,0,0,,,,,97,0 21127,1.0,/ Goiás / Brazil,AS,,18090,End Customer,SMB,,,,,engineering,276,Quotation or Purchase Consultation,vrf,,,/ Goiás / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 21057,1.0,/ Bogota / Colombia,ID,0.0476190476190476,10896,End Customer,SMB,,,,,information technology,277,Quotation or Purchase Consultation,interactive signage,Touch Overlay Kit,KT-T55E,/ Bogota / Colombia,intern,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,231,0 11239,1.0,/ Delhi / India,ID,,30178,,SMB,,,,,administrative,30,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 5035,0.25,/ CEARA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ CEARA / Brazil,none,LGESP,,0,0,,,,,97,0 -20103,1.0,/ riyadh / Saudi Arabia,AS,0.0196078431372549,3622,Specifier/ Influencer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,13,1 +20103,1.0,/ riyadh / Saudi Arabia,AS,0.0196078431372549,3622,Specifier/ Influencer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,13,0 12179,0.75,/ / Argentina,ID,,30207,,Enterprise,,,,,sales,3,Technical Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325,0 578,0.25,Corporate / /,ID,0.0446428571428571,26585,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 13090,1.0,/ Manila / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,18,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 -9995,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9995,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16949,1.0,/Vila velha/Brazil,AS,,17859,,Enterprise,,,,,operations,21,Services,vrf,,,/Vila velha/Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 7071,1.0,/ rizal / Philippines,AS,,28442,Specifier/ Influencer,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,vrf,,,/ rizal / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 13509,0.0,/ / India,AS,,1351,,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 15927,0.0,/ / Ecuador,AS,,24415,,SMB,,,,,,3,,vrf,,,/ / Ecuador,none,LGEPS,,0,0,,,,,654,0 20467,0.0,Hospitality / / United States,ID,,7241,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 -17780,1.0,/ / Brazil,ID,0.0327868852459016,9672,End Customer,SMB,,,,,information technology,54,Quotation or Purchase Consultation,,,,/ / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,0 +17780,1.0,/ / Brazil,ID,0.0327868852459016,9672,End Customer,SMB,,,,,information technology,54,Quotation or Purchase Consultation,,,,/ / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,1 1235,0.5,/Rajkot/India,IT,0.0666666666666666,45726,End Customer,SMB,,,1.0,1.0,information technology,104,Quotation or Purchase Consultation,monitor,,24MP88HV,/Rajkot/India,entry level,LGEIL,,1,0,0.0030792876608617,,corporate / office,IT/Software,414,1 5879,0.5,/ São Paulo / Brazil,AS,,35571,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -17677,1.0,/ رابغ / Saudi Arabia,AS,0.0485436893203883,47146,End Customer,Enterprise,,,,,purchasing,77,Quotation or Purchase Consultation,ventilation,,,/ رابغ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,6,1 +17677,1.0,/ رابغ / Saudi Arabia,AS,0.0485436893203883,47146,End Customer,Enterprise,,,,,purchasing,77,Quotation or Purchase Consultation,ventilation,,,/ رابغ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,,6,0 7233,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 9743,0.25,205 Miller Springs Court Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Court Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -9954,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -17532,0.25,//Germany,IT,,24322,,SMB,,,,,,17,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,1 +9954,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +17532,0.25,//Germany,IT,,24322,,SMB,,,,,,17,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,0 3055,0.75,/ /,ID,,8744,Channel Partner,Enterprise,,,,,,48,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,205,0 3494,1.0,/ Patna / India,ID,,44307,,Enterprise,0.0,,,,education,1,Technical Consultation,interactive signage,,,/ Patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 12057,0.5,8889 concession 4 / Sandford /,ID,,32542,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,8889 concession 4 / Sandford /,none,LGEUS,less than 3 months,0,0,,,,,205,0 21240,1.0,/ / Germany,IT,,4877,End Customer,SMB,,,,,others,295,Quotation or Purchase Consultation,,All Monitors,,/ / Germany,associate/analyst,LGEDG,less than 3 months,0,0,2.5889552307882245e-05,,public facility,,428,0 20161,1.0,/ Rizal / Philippines,AS,0.0227272727272727,27735,Specifier/ Influencer,Enterprise,0.0,,,,consulting,10,Quotation or Purchase Consultation,vrf,"VRF,Multi-Split,Single-Split,Chiller,Heating,Etc.",,/ Rizal / Philippines,others,LGEPH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,46,1 20637,1.0,/ Cajamar / Brazil,ID,0.0695652173913043,46753,End Customer,SMB,,,,,accounting,75,Quotation or Purchase Consultation,oled signage,,,/ Cajamar / Brazil,manager,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 -17207,1.0,/ HCM / Vietnam,AS,,32709,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 -4160,0.25,/ / Philippines,AS,,26785,,Enterprise,,,,,,8,,,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,1 +17207,1.0,/ HCM / Vietnam,AS,,32709,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ HCM / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 +4160,0.25,/ / Philippines,AS,,26785,,Enterprise,,,,,,8,,,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,0 13085,0.75,Hoogbocht 1 / Diessen / Netherlands,AS,,39801,,Enterprise,,,,,,219,Quotation or Purchase Consultation,,,,Hoogbocht 1 / Diessen / Netherlands,c-level executive,LGEBN,,0,0,,,,,772,0 -2275,0.75,/ / U.A.E,ID,,42181,End Customer,SMB,,,,,engineering,139,Quotation or Purchase Consultation,signage care solution,LG ConnectedCare,,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 -3944,1.0,/indore/India,AS,,11807,Specifier/ Influencer,Enterprise,,,,,consulting,40,Usage or Technical Consultation,multi-split,,,/indore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,137,0 +2275,0.75,/ / U.A.E,ID,,42181,End Customer,SMB,,,,,engineering,139,Quotation or Purchase Consultation,signage care solution,LG ConnectedCare,,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,1 +3944,1.0,/indore/India,AS,,11807,Specifier/ Influencer,Enterprise,,,,,consulting,40,Usage or Technical Consultation,multi-split,,,/indore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,137,1 14244,0.25,/ Jaboatão dos Guararapes / Brazil,AS,,3899,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Jaboatão dos Guararapes / Brazil,director,LGESP,,0,0,,,,,97,0 2701,1.0,/ / U.A.E,ID,,13138,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 9793,0.25,Cloud IT / Greenwich / United States,IT,,15641,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Greenwich / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 @@ -259,28 +259,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 436,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,118,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375,1 12393,1.0,/ Noida / India,AS,,35314,Channel Partner,Enterprise,,,,,marketing,18,Quotation or Purchase Consultation,control,,,/ Noida / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,115,0 20136,0.25,/ MINAS GERAIS / Brazil,AS,0.004,6942,End Customer,Enterprise,,,,,administrative,65,,multi-split,,,/ MINAS GERAIS / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 -20357,1.0,Hospitality / Huntsville / United States,ID,,7234,End Customer,Enterprise,,1.0,,1.0,purchasing,34,Quotation or Purchase Consultation,,,,Hospitality / Huntsville / United States,c-level executive,LGEUS,6 months ~ 9 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,0 +20357,1.0,Hospitality / Huntsville / United States,ID,,7234,End Customer,Enterprise,,1.0,,1.0,purchasing,34,Quotation or Purchase Consultation,,,,Hospitality / Huntsville / United States,c-level executive,LGEUS,6 months ~ 9 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,1 14260,0.25,/ Uberaba MG / Brazil,AS,,6841,End Customer,SMB,26.0,,,,purchasing,3,,,,,/ Uberaba MG / Brazil,director,LGESP,,0,0,,,,,97,0 8560,1.0,/ Mumbai / India,IT,,4951,End Customer,Enterprise,,,,,medical imaging specialist,102,Request a Demo,medical display,Diagnostic Monitors,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,404,0 -4256,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,chiller,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,603,0 +4256,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,chiller,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,603,1 4593,0.25,/ New Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115,0 -2413,0.75,91 BRUNSWICK AVE / BLOOMSBURY /,ID,,6467,End Customer,SMB,,,,,,163,Quotation or Purchase Consultation,,,,91 BRUNSWICK AVE / BLOOMSBURY /,none,LGEUS,3 months ~ 6 months,0,0,,,,,568,0 +2413,0.75,91 BRUNSWICK AVE / BLOOMSBURY /,ID,,6467,End Customer,SMB,,,,,,163,Quotation or Purchase Consultation,,,,91 BRUNSWICK AVE / BLOOMSBURY /,none,LGEUS,3 months ~ 6 months,0,0,,,,,568,1 18561,0.0,/ / Peru,ID,0.0327868852459016,20587,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -20530,1.0,/ الخبر / Saudi Arabia,AS,,47258,End Customer,Enterprise,,,,,engineering,132,Usage or Technical Consultation,single-split,,,/ الخبر / Saudi Arabia,manager,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,44,1 +20530,1.0,/ الخبر / Saudi Arabia,AS,,47258,End Customer,Enterprise,,,,,engineering,132,Usage or Technical Consultation,single-split,,,/ الخبر / Saudi Arabia,manager,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,44,0 5126,0.5,/ São Paulo / Brazil,AS,,14385,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 4885,0.5,/Londrina/Brazil,AS,,12819,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/Londrina/Brazil,manager,LGESP,,0,0,,,,,97,0 8848,1.0,//United States,ID,0.1186440677966101,14194,Service Partner,SMB,,,,,marketing,107,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,309,0 14777,0.25,/ RECIFE / Brazil,AS,,22170,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ RECIFE / Brazil,partner,LGESP,,0,0,,,,,97,0 11594,0.5,/ Mumbai / India,ID,,33121,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,,0,0,,,,,174,0 20343,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32968,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 -1331,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +1331,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,0 2960,1.0,/ / Saudi Arabia,ID,,46664,End Customer,SMB,,,,,information technology,74,Technical Consultation,standard signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 18007,0.25,/ / Australia,ID,0.2142857142857142,30008,End Customer,SMB,,,,,administrative,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 8705,1.0,/ BAHIA / Brazil,AS,0.0037878787878787,9211,Specifier/ Influencer,Enterprise,,,,,sales,12,Quotation or Purchase Consultation,etc.,,,/ BAHIA / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 19117,1.0,/ Puebla / Mexico,IT,0.3333333333333333,14473,End Customer,Enterprise,,,,,clinical specialist,49,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Puebla / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,923,0 4514,0.25,/ Bardoli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,47,Quotation or Purchase Consultation,multi-split,,,/ Bardoli / India,none,LGEIL,,0,0,,,,,115,0 20284,1.0,/ Altopascio / Italy,IT,,21454,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,monitor,,,/ Altopascio / Italy,c-level executive,LGEIS,less than 3 months,1,0,0.0011827288932506,,retail,,422,0 -9941,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9941,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 19044,1.0,/ PUERTO ASIS / Colombia,ID,0.2692307692307692,14924,End Customer,Enterprise,,,,,operations,36,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ PUERTO ASIS / Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,344,0 17631,0.25,/ / Mexico,ID,0.0806916426512968,12161,,Enterprise,,,,,arts and design,3,,,,,/ / Mexico,entry level,LGEMS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 12403,1.0,/ SAO PAULO / Brazil,AS,,24113,,SMB,,,,,operations,22,Quotation or Purchase Consultation,vrf,,,/ SAO PAULO / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97,0 @@ -290,34 +290,34 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18245,0.0,/ / Peru,ID,0.0327868852459016,20561,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 20457,0.0,Hospitality / / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 15127,0.5,/ Santiago / Chile,AS,,45434,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 -22,1.0,/ Mumbai / India,AS,0.0888888888888888,37070,End Customer,Enterprise,,,,,others,60,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,90,0 -19600,1.0,/ Alfredo Wagner / Brazil,ID,0.0732484076433121,31971,End Customer,Enterprise,,,,,administrative,129,Quotation or Purchase Consultation,led signage,,,/ Alfredo Wagner / Brazil,director,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +22,1.0,/ Mumbai / India,AS,0.0888888888888888,37070,End Customer,Enterprise,,,,,others,60,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,90,1 +19600,1.0,/ Alfredo Wagner / Brazil,ID,0.0732484076433121,31971,End Customer,Enterprise,,,,,administrative,129,Quotation or Purchase Consultation,led signage,,,/ Alfredo Wagner / Brazil,director,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,1 6426,0.25,/ Derby / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Derby / United Kingdom,none,LGEUK,,0,0,,,,,755,0 6888,0.25,"2526 State Hwy 71, Cedar Creek / TX / United States",AS,,14523,,SMB,,,,,,200,Product Information,,,,"2526 State Hwy 71, Cedar Creek / TX / United States",none,LGEUS,,0,0,,,,,731,0 -9953,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9953,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 8393,0.75,/ / Hong Kong,ID,0.2142857142857142,13708,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 9725,0.25,8371 Front Gate Cir Cloud IT / Ooltewah / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,8371 Front Gate Cir Cloud IT / Ooltewah / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 8577,1.0,/ Boise / United States,IT,0.6428571428571429,20766,End Customer,SMB,,,,,information technology,123,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Boise / United States,associate/analyst,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,567,1 6858,0.25,5600 Fox Avenue / NV / United States,AS,,39131,,SMB,,,,,,269,Product Information,,,,5600 Fox Avenue / NV / United States,none,LGEUS,,0,0,,,,,731,0 12246,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 -274,1.0,/ / Egypt,ID,0.075,34687,End Customer,SMB,,1.0,,1.0,arts and design,217,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +274,1.0,/ / Egypt,ID,0.075,34687,End Customer,SMB,,1.0,,1.0,arts and design,217,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,1 15516,0.0,/ / Egypt,AS,,13574,Specifier/ Influencer,SMB,62.0,,,,,3,,vrf,,,/ / Egypt,none,LGEEG,,0,0,,,,,51,0 20252,1.0,/ Bogota / Colombia,AS,0.004,1886,Specifier/ Influencer,Enterprise,,,,,administrative,198,Quotation or Purchase Consultation,control,,,/ Bogota / Colombia,director,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39,0 16829,0.75,/ Romblon / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,3,,,,,/ Romblon / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 -16824,0.75,/ Metro manila / Philippines,AS,,23181,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Metro manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +16824,0.75,/ Metro manila / Philippines,AS,,23181,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Metro manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 15470,0.5,/Hồ Chí Minh/Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,others,LGEVH,,0,0,,,,,759,0 -7168,1.0,/ / Philippines,AS,,36129,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7168,1.0,/ / Philippines,AS,,36129,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 15699,0.5,/ Ciudad de México / Mexico,AS,,37835,Specifier/ Influencer,SMB,0.0,,,,others,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 19023,1.0,/ Tolima / Venezuela,AS,0.0681818181818181,9239,Specifier/ Influencer,Enterprise,,,,,operations,122,Trainings,vrf,,,/ Tolima / Venezuela,entry level,LGEPS,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,654,0 18990,1.0,/ Curitiba / Brazil,AS,0.0681818181818181,1979,Specifier/ Influencer,Enterprise,,,,,engineering,25,Trainings,vrf,,,/ Curitiba / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97,0 -10107,1.0,14100 Crawford St / Boys Town / NE,ID,0.4,6729,End Customer,SMB,0.0,,,,administrative,149,Quotation or Purchase Consultation,,,,14100 Crawford St / Boys Town / NE,others,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,377,0 +10107,1.0,14100 Crawford St / Boys Town / NE,ID,0.4,6729,End Customer,SMB,0.0,,,,administrative,149,Quotation or Purchase Consultation,,,,14100 Crawford St / Boys Town / NE,others,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,377,1 2982,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 -10721,1.0,/São Paulo/Brazil,ID,0.0749486652977412,22314,End Customer,Enterprise,,1.0,,1.0,others,111,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/São Paulo/Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,0 -21312,0.75,/ CDMX / Mexico,AS,0.04,8272,Channel Partner,SMB,0.0,,,,administrative,3,,vrf,,,/ CDMX / Mexico,manager,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42,1 +10721,1.0,/São Paulo/Brazil,ID,0.0749486652977412,22314,End Customer,Enterprise,,1.0,,1.0,others,111,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/São Paulo/Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,1 +21312,0.75,/ CDMX / Mexico,AS,0.04,8272,Channel Partner,SMB,0.0,,,,administrative,3,,vrf,,,/ CDMX / Mexico,manager,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42,0 7685,0.75,688 hưương lộ 2 / / United Kingdom,IT,,742,End Customer,Enterprise,,,,,education,3,Quotation or Purchase Consultation,monitor,,,688 hưương lộ 2 / / United Kingdom,none,LGEUK,less than 3 months,0,0,,,,,431,0 -10164,1.0,/ MT/Sinop / Brazil,AS,0.0039370078740157,44852,End Customer,SMB,,,,,administrative,86,Quotation or Purchase Consultation,,,,/ MT/Sinop / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,1 +10164,1.0,/ MT/Sinop / Brazil,AS,0.0039370078740157,44852,End Customer,SMB,,,,,administrative,86,Quotation or Purchase Consultation,,,,/ MT/Sinop / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,0 8147,1.0,/ Kolkata / India,ID,0.0311958405545927,25280,End Customer,Enterprise,,,,,operations,20,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Kolkata / India,manager,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,223,1 -19834,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19834,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 6106,0.25,/ Sao Paulo / Brazil,AS,,18782,,SMB,,,,,sales,3,,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 64,0.25,/ Neiva / Colombia,AS,0.0039370078740157,37729,,Enterprise,2.0,,,,,4,Quotation or Purchase Consultation,,,,/ Neiva / Colombia,none,LGECB,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39,0 4596,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115,0 @@ -325,15 +325,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9717,0.25,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,IT,,30081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3280 Peachtree Rd Ne Suite 2625 Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 16060,0.0,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,AS,,22279,,SMB,,,,,marketing,3,,ess,"PVs, PV modules",,20450 Stevens Creek Boulevard Suite 150 / Cupertino / United States,none,LGEUS,,0,0,,,,,731,0 7655,1.0,2924 Lee Highway / Athens / United States,IT,,5548,End Customer,SMB,,,,,information technology,107,Quotation or Purchase Consultation,laptop,,,2924 Lee Highway / Athens / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,360,0 -19158,1.0,/DUITAMA/Colombia,IT,0.3333333333333333,19954,End Customer,Enterprise,,,,,medical imaging specialist,231,Quotation or Purchase Consultation,monitor,,,/DUITAMA/Colombia,other,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,0 +19158,1.0,/DUITAMA/Colombia,IT,0.3333333333333333,19954,End Customer,Enterprise,,,,,medical imaging specialist,231,Quotation or Purchase Consultation,monitor,,,/DUITAMA/Colombia,other,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,1 12212,1.0,/ Solteiro(a) / Brazil,AS,,22489,Channel Partner,Enterprise,3.0,,,,engineering,239,Quotation or Purchase Consultation,etc.,,,/ Solteiro(a) / Brazil,entry level,LGESP,more than a year,0,0,,,,,97,0 1885,1.0,/Aurangabad/India,ID,,32240,,Enterprise,0.0,,,,,32,Quotation or Purchase Consultation,interactive digital board,,,/Aurangabad/India,entry level,LGEIL,less than 3 months,0,0,,,,,148,1 -3414,1.0,/ Dehra Dun / India,ID,,33108,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Dehra Dun / India,manager,LGEIL,less than 3 months,0,0,,,,,155,0 -9539,0.75,/UK/United Kingdom,ID,0.025,40788,Channel Partner,SMB,,,,,administrative,80,Request for Partnership,video wall signage,Ultra Slim Series,55VM5J-H,/UK/United Kingdom,none,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,185,1 +3414,1.0,/ Dehra Dun / India,ID,,33108,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Dehra Dun / India,manager,LGEIL,less than 3 months,0,0,,,,,155,1 +9539,0.75,/UK/United Kingdom,ID,0.025,40788,Channel Partner,SMB,,,,,administrative,80,Request for Partnership,video wall signage,Ultra Slim Series,55VM5J-H,/UK/United Kingdom,none,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,185,0 18083,0.25,/ Tampico / Mexico,ID,0.0327868852459016,41752,Channel Partner,Enterprise,,,,,information technology,3,,video wall signage,,,/ Tampico / Mexico,associate/analyst,LGEMS,,0,0,0.0005719551277132,0.048629531388152,education,,189,0 14727,0.25,/ Uberlândia / Brazil,AS,,9207,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Uberlândia / Brazil,partner,LGESP,,0,0,,,,,97,0 -12358,0.75,/ Makassar / Indonesia,AS,,11142,End Customer,SMB,2.0,,,,engineering,5,,vrf,,,/ Makassar / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,1 -13214,0.25,/ Metro Manila / Philippines,AS,,31487,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,etc.,,,/ Metro Manila / Philippines,partner,LGEPH,,0,0,,,,,120,1 +12358,0.75,/ Makassar / Indonesia,AS,,11142,End Customer,SMB,2.0,,,,engineering,5,,vrf,,,/ Makassar / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,122,0 +13214,0.25,/ Metro Manila / Philippines,AS,,31487,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,etc.,,,/ Metro Manila / Philippines,partner,LGEPH,,0,0,,,,,120,0 17525,0.0,/ / Germany,IT,,43803,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 971,0.25,Corporate / /,ID,0.0446428571428571,720,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 4036,1.0,/ Hòa Bình / Vietnam,AS,,11234,Specifier/ Influencer,Enterprise,,,,,arts and design,17,Quotation or Purchase Consultation,chiller,,,/ Hòa Bình / Vietnam,entry level,LGEVH,3 months ~ 6 months,0,0,,,,,749,0 @@ -343,16 +343,16 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3592,0.75,/ Jakarta Barat / Indonesia,AS,,35982,End Customer,SMB,8.0,,,,sales,2,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723,0 18556,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 20167,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,7859,End Customer,Enterprise,,,,,purchasing,94,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 -11179,1.0,/Pune/India,ID,,16280,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Pune/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,0 +11179,1.0,/Pune/India,ID,,16280,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Pune/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,1 11262,1.0,/ Etawah / India,ID,,18070,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Etawah / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 3343,0.75,/ / Hong Kong,ID,,18261,Channel Partner,SMB,,,,,business development,109,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,248,0 10072,0.25,555 S Robins Parkway Cloud IT / Robins Afb / United States,IT,,44227,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,555 S Robins Parkway Cloud IT / Robins Afb / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 5574,0.5,/ Sao Paulo / Brazil,AS,,17014,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -19413,0.25,/ القنفذة / Saudi Arabia,AS,0.0496894409937888,30360,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,6,1 -9945,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -122,1.0,/ Dubai / U.A.E,ID,0.075,29383,End Customer,SMB,,1.0,,1.0,information technology,59,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Holdings,308,0 +19413,0.25,/ القنفذة / Saudi Arabia,AS,0.0496894409937888,30360,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,6,0 +9945,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +122,1.0,/ Dubai / U.A.E,ID,0.075,29383,End Customer,SMB,,1.0,,1.0,information technology,59,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Holdings,308,1 1264,0.25,Cloud IT / Canton / United States,IT,0.0434782608695652,42801,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Canton / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 -8974,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,0 +8974,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,1 20053,1.0,/ Caruaru Pernambuco / Brazil,AS,0.004,20382,End Customer,SMB,,,,,others,63,Quotation or Purchase Consultation,etc.,,,/ Caruaru Pernambuco / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 20164,1.0,/ Carapicuiba / Brazil,AS,0.004,12122,Channel Partner,SMB,,,,,sales,233,Quotation or Purchase Consultation,multi-split,,,/ Carapicuiba / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 15833,0.5,/ Panama / Panama,AS,,9401,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 @@ -360,33 +360,33 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14096,0.25,/ Olinda / Brazil,AS,,4938,End Customer,Enterprise,,,,,operations,3,,,,,/ Olinda / Brazil,entry level,LGESP,,0,0,,,,,97,0 12098,0.0,Israel,ID,,6193,,Enterprise,,,,,curation,3,,,,,Israel,none,LGEYK,,0,0,,,,,247,0 11127,1.0,/ nalagonda / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ nalagonda / India,director,LGEIL,more than a year,0,0,,,,,174,0 -4333,0.25,/ Samastipur / India,AS,,36411,End Customer,Enterprise,14.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Samastipur / India,none,LGEIL,,0,0,,,,,600,0 +4333,0.25,/ Samastipur / India,AS,,36411,End Customer,Enterprise,14.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Samastipur / India,none,LGEIL,,0,0,,,,,600,1 16312,0.25,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",AS,,21590,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"VIA ENEA ZANFAGNA, 53 / NAPOLI / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 -9986,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9986,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 5733,0.5,/ Santos / Brazil,AS,,7814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santos / Brazil,others,LGESP,,0,0,,,,,97,0 -10004,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10004,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 6721,0.25,1006 Park Drive / KY / United States,AS,,30465,,Enterprise,,,,,,315,Services,,,,1006 Park Drive / KY / United States,none,LGEUS,,0,0,,,,,731,0 -19008,1.0,/ São Paulo / Brazil,AS,0.0681818181818181,25369,Specifier/ Influencer,SMB,0.0,,,,engineering,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,1 +19008,1.0,/ São Paulo / Brazil,AS,0.0681818181818181,25369,Specifier/ Influencer,SMB,0.0,,,,engineering,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,0 1754,1.0,/ Pune / India,ID,,13386,,Enterprise,,,,,entrepreneurship,5,Technical Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 15475,0.25,/ Hồ chí Minh / Vietnam,AS,,34768,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Hồ chí Minh / Vietnam,others,LGEVH,,0,0,,,,,1046,1 7534,1.0,/ / Egypt,AS,,25636,End Customer,Enterprise,,,,,others,67,Quotation or Purchase Consultation,,,,/ / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 -10669,1.0,/Içara/Brazil,ID,0.0749486652977412,32317,Channel Partner,SMB,,1.0,,1.0,administrative,65,Request for Partnership,interactive signage,,,/Içara/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,167,0 +10669,1.0,/Içara/Brazil,ID,0.0749486652977412,32317,Channel Partner,SMB,,1.0,,1.0,administrative,65,Request for Partnership,interactive signage,,,/Içara/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,167,1 9893,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 3757,1.0,/ Raipur / India,AS,,28727,Specifier/ Influencer,Enterprise,,,,,consulting,107,Quotation or Purchase Consultation,multi-split,,,/ Raipur / India,director,LGEIL,more than a year,0,0,,,,,123,0 -20801,1.0,/ Bogota / Colombia,ID,0.0476190476190476,37465,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,187,1 +20801,1.0,/ Bogota / Colombia,ID,0.0476190476190476,37465,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,187,0 15547,0.5,/ Monterrey / Mexico,AS,,31798,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 16781,0.25,/ / Austria,AS,,14496,,SMB,,,,,purchasing,3,,,,,/ / Austria,ceo/founder,LGEAG,,0,0,,,,,722,0 9545,1.0,//United States,ID,0.8333333333333334,39179,Service Partner,SMB,,,,,business development,302,Other,standard signage,,,//United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 -11543,0.25,/ /,ID,,5091,,SMB,,,,,business development,3,,,,,/ /,others,LGEIN,,0,0,,,,,361,1 -16483,0.25,VIA BORGO ENIANO / MONTAGNANA / Italy,AS,,15796,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,VIA BORGO ENIANO / MONTAGNANA / Italy,entry level,LGEIS,,0,0,,,,,341,1 +11543,0.25,/ /,ID,,5091,,SMB,,,,,business development,3,,,,,/ /,others,LGEIN,,0,0,,,,,361,0 +16483,0.25,VIA BORGO ENIANO / MONTAGNANA / Italy,AS,,15796,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,VIA BORGO ENIANO / MONTAGNANA / Italy,entry level,LGEIS,,0,0,,,,,341,0 9835,0.25,Cloud IT / New York / United States,IT,,29897,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 4522,0.25,"/ Po-Tankua ,dist-koraput / India",AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,multi-split,,,"/ Po-Tankua ,dist-koraput / India",none,LGEIL,,0,0,,,,,115,0 -839,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +839,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 2639,1.0,/ / U.A.E,ID,,28588,Solution Eco-Partner,SMB,,,,,purchasing,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 -19767,1.0,/ / Argentina,ID,0.0732484076433121,32539,,SMB,,,,,administrative,60,Others,,SuperSign CMS,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,1 +19767,1.0,/ / Argentina,ID,0.0732484076433121,32539,,SMB,,,,,administrative,60,Others,,SuperSign CMS,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 17088,0.75,/ Santiago / Chile,AS,,9552,Specifier/ Influencer,SMB,,,,,business development,71,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728,0 -16024,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,1 -19178,1.0,/ Santiago / Chile,ID,0.0538922155688622,36100,End Customer,Enterprise,,,,,arts and design,72,Quotation or Purchase Consultation,standard signage,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,357,1 +16024,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,0 +19178,1.0,/ Santiago / Chile,ID,0.0538922155688622,36100,End Customer,Enterprise,,,,,arts and design,72,Quotation or Purchase Consultation,standard signage,,,/ Santiago / Chile,partner,LGECL,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,357,0 10186,1.0,/ Surat / India,AS,0.0888888888888888,23897,End Customer,SMB,,,,,entrepreneurship,40,Quotation or Purchase Consultation,multi-split,,,/ Surat / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,77,1 9924,0.25,//United States,IT,,9324,End Customer,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 20356,0.75,/ West Caldwell / New Jersey / United States,ID,,40217,,Enterprise,0.0,1.0,,1.0,operations,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ West Caldwell / New Jersey / United States,none,LGEUS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,159,0 @@ -394,9 +394,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16647,0.25,Via Amsterdam / Roma / Italy,AS,,256,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Amsterdam / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 4331,0.25,/ Hyderabad / India,AS,,30174,End Customer,Enterprise,,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 15081,0.5,/ Arica / Chile,AS,,13955,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Arica / Chile,intern,LGECL,3 months ~ 6 months,0,0,,,,,728,0 -1337,0.25,Cloud IT / / United States,IT,0.0434782608695652,7130,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +1337,0.25,Cloud IT / / United States,IT,0.0434782608695652,7130,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,0 13649,0.5,/ Niterói - Rio de janeiro / Brazil,AS,,54,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Niterói - Rio de janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -8576,1.0,/ CUERNAVACA / Mexico,IT,0.3333333333333333,36850,End Customer,SMB,,,,,information technology,498,Quotation or Purchase Consultation,cloud device,Thin Clients,,/ CUERNAVACA / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,878,0 +8576,1.0,/ CUERNAVACA / Mexico,IT,0.3333333333333333,36850,End Customer,SMB,,,,,information technology,498,Quotation or Purchase Consultation,cloud device,Thin Clients,,/ CUERNAVACA / Mexico,partner,LGEMS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,878,1 2551,1.0,/ludhiana/India,ID,,26027,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/ludhiana/India,other,LGEIL,less than 3 months,0,0,,,,,174,0 7541,1.0,/Mustafa/Egypt,AS,,33334,End Customer,Enterprise,0.0,,,,others,61,Quotation or Purchase Consultation,etc.,,,/Mustafa/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 176,1.0,/ Dubai / U.A.E,ID,0.075,34222,End Customer,SMB,,1.0,,1.0,information technology,100,Quotation or Purchase Consultation,standard signage,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,308,1 @@ -404,57 +404,57 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10719,1.0,/São Paulo/Brazil,ID,0.0749486652977412,34464,Solution Eco-Partner,SMB,,1.0,,1.0,consulting,105,Quotation or Purchase Consultation,software solution,,,/São Paulo/Brazil,others,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,167,1 3111,0.5,/ / India,ID,,25030,End Customer,Enterprise,,,,,others,27,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174,0 10714,1.0,/ Teófilo Otoni / Brazil,ID,0.0749486652977412,44558,End Customer,Enterprise,,1.0,,1.0,media and communication,77,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Teófilo Otoni / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,316,1 -9934,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9934,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2170,1.0,/ lucknow / India,ID,,38529,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ lucknow / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 4363,0.25,/ SECUNDERABAD / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,multi-split,,,/ SECUNDERABAD / India,none,LGEIL,,0,0,,,,,49,0 14516,0.25,/ Paraná/ Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Paraná/ Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 9196,1.0,/ ISTANBUL / Türkiye,ID,0.04,24491,Solution Eco-Partner,SMB,,1.0,,1.0,support,17,Quotation or Purchase Consultation,hotel tv,,,/ ISTANBUL / Türkiye,manager,LGETK,6 months ~ 9 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285,0 -1577,1.0,/Kolkata/India,ID,,27657,,Enterprise,,,,,administrative,7,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 +1577,1.0,/Kolkata/India,ID,,27657,,Enterprise,,,,,administrative,7,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,1 20902,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 12467,0.75,/ อุบลราชธานี / Thailand,AS,,47371,Specifier/ Influencer,Enterprise,,,,,engineering,16,,single-split,,,/ อุบลราชธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,775,0 -9153,1.0,/ Raxaul / India,AS,0.0289855072463768,46328,Specifier/ Influencer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,multi-split,,,/ Raxaul / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,89,1 +9153,1.0,/ Raxaul / India,AS,0.0289855072463768,46328,Specifier/ Influencer,Enterprise,,,,,consulting,77,Quotation or Purchase Consultation,multi-split,,,/ Raxaul / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,89,0 7410,1.0,/ São Paulo / Barueri / Brazil,AS,,5043,Specifier/ Influencer,SMB,,,,,engineering,213,Quotation or Purchase Consultation,vrf,,,/ São Paulo / Barueri / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 6616,0.25,/ Luck / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,251,Quotation or Purchase Consultation,multi-split,,,/ Luck / United States,none,LGEUS,,0,0,,,,,731,0 13586,0.0,/ Kolkata / India,AS,,35850,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 950,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 -18618,0.0,/ / Peru,ID,0.0327868852459016,44015,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +18618,0.0,/ / Peru,ID,0.0327868852459016,44015,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 17828,1.0,/ Bogota / Colombia,ID,0.0327868852459016,32240,End Customer,Enterprise,,,,,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),344,0 20606,1.0,/Santa Rosa /Brazil,AS,,43308,End Customer,SMB,0.0,,,,engineering,360,Quotation or Purchase Consultation,etc.,,,/Santa Rosa /Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,97,0 695,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 9461,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174,0 8427,0.25,Cloud IT / / United States,IT,,8184,,SMB,,,,,,318,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0005719551277132,,education,Others,374,0 8735,1.0,/guwahati/India,AS,0.0677966101694915,33033,Specifier/ Influencer,Enterprise,,,,,arts and design,31,Quotation or Purchase Consultation,etc.,,,/guwahati/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,7,1 -20370,1.0,/ MEDELLIN / Colombia,ID,0.1241217798594847,20138,End Customer,Enterprise,,1.0,,1.0,administrative,77,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR761H (ASIA),/ MEDELLIN / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,0 +20370,1.0,/ MEDELLIN / Colombia,ID,0.1241217798594847,20138,End Customer,Enterprise,,1.0,,1.0,administrative,77,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,50UR761H (ASIA),/ MEDELLIN / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,1 3236,0.5,1441 Winchester Ave / Ashland /,ID,,25044,End Customer,SMB,,,,,,65,Quotation or Purchase Consultation,,,,1441 Winchester Ave / Ashland /,none,LGEUS,less than 3 months,0,0,,,,,566,1 -9928,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9928,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 10834,0.75,/Ranipet/India,ID,0.0575342465753424,7646,End Customer,SMB,,1.0,,1.0,administrative,20,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Ranipet/India,other,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,149,1 -9983,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -17437,0.75,VIA RASTRELLO 22 / PORTOGRUARO / Italy,AS,,40406,End Customer,SMB,,,,,arts and design,217,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,VIA RASTRELLO 22 / PORTOGRUARO / Italy,ceo/founder,LGEIS,,0,0,,,,,1063,0 +9983,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +17437,0.75,VIA RASTRELLO 22 / PORTOGRUARO / Italy,AS,,40406,End Customer,SMB,,,,,arts and design,217,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,VIA RASTRELLO 22 / PORTOGRUARO / Italy,ceo/founder,LGEIS,,0,0,,,,,1063,1 15890,0.5,/ Guatemala / Guatemala,AS,,1890,Specifier/ Influencer,SMB,,,,,marketing,3,,vrf,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 12347,1.0,/ muntinlupa / Philippines,AS,,45711,Specifier/ Influencer,Enterprise,3.0,,,,operations,16,Quotation or Purchase Consultation,chiller,,,/ muntinlupa / Philippines,others,LGEPH,less than 3 months,0,0,,,,,46,0 17681,0.5,/ urk / Belgium,AS,,30681,End Customer,Enterprise,,,,,,547,Usage or Technical Consultation,,,,/ urk / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,892,0 755,0.0,Corporate / /,ID,0.0446428571428571,27164,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -11152,1.0,IRALA 1950 /CABA/Argentina,ID,,44385,Specifier/ Influencer,SMB,122.0,,,,other,107,Quotation or Purchase Consultation,led signage,Window Facing Display,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,0,,,,,345,0 +11152,1.0,IRALA 1950 /CABA/Argentina,ID,,44385,Specifier/ Influencer,SMB,122.0,,,,other,107,Quotation or Purchase Consultation,led signage,Window Facing Display,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,0,,,,,345,1 3846,1.0,/ Nizwa / Oman,AS,,1677,Specifier/ Influencer,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,727,0 -1096,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1096,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 2674,1.0,/ / U.A.E,ID,,34215,End Customer,SMB,,,,,information technology,23,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 -2425,0.75,/ Shorewood / United States,ID,,38351,End Customer,SMB,,,,,operations,231,Technical Consultation,interactive signage,,,/ Shorewood / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,570,0 -4812,0.25,/Mumbai/India,AS,,18938,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,0 +2425,0.75,/ Shorewood / United States,ID,,38351,End Customer,SMB,,,,,operations,231,Technical Consultation,interactive signage,,,/ Shorewood / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,570,1 +4812,0.25,/Mumbai/India,AS,,18938,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,1 20311,0.75,/ / Mexico,ID,0.1241217798594847,17076,,Enterprise,,1.0,,1.0,administrative,34,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 4367,0.25,/ Bahraich / India,AS,,47466,End Customer,Enterprise,19.0,,,,,15,Quotation or Purchase Consultation,multi-split,,,/ Bahraich / India,none,LGEIL,,0,0,,,,,22,0 -9944,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9944,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3401,1.0,/Coimbatore/India,ID,,30943,,Enterprise,,,,,business development,4,Technical Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 21110,1.0,/ Sao Paulo - SP / Brazil,AS,,5786,End Customer,Enterprise,,,,,finance,80,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo - SP / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 14364,0.25,/ Aracaju - se / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,single-split,,,/ Aracaju - se / Brazil,none,LGESP,,0,0,,,,,97,0 1428,1.0,/ Bhopal / India,ID,,33463,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 -12819,0.5,/ Malang / Indonesia,AS,,24124,Specifier/ Influencer,Enterprise,,,,,engineering,9,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743,1 +12819,0.5,/ Malang / Indonesia,AS,,24124,Specifier/ Influencer,Enterprise,,,,,engineering,9,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743,0 4537,0.25,/ Puducherry / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,etc.,,,/ Puducherry / India,none,LGEIL,,0,0,,,,,115,0 4646,0.25,/ Gurugram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,624,Quotation or Purchase Consultation,vrf,,,/ Gurugram / India,none,LGEIL,,0,0,,,,,129,0 11634,0.5,/ Ahmedabad / India,ID,,30990,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,entry level,LGEIL,,0,0,,,,,174,0 -1533,1.0,/Ferozepur/India,ID,,38538,,Enterprise,98.0,,,,education,27,Quotation or Purchase Consultation,interactive digital board,,,/Ferozepur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165,0 +1533,1.0,/Ferozepur/India,ID,,38538,,Enterprise,98.0,,,,education,27,Quotation or Purchase Consultation,interactive digital board,,,/Ferozepur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165,1 2279,0.75,IT/SW / Riyadh / U.A.E,ID,,12637,End Customer,SMB,,,,,sales,414,Quotation or Purchase Consultation,video wall signage,SVM5F Series,55SVM5F-H,IT/SW / Riyadh / U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308,0 9580,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 -2383,0.75,701 Broadway St. / Cincinnati /,ID,,19764,End Customer,SMB,,,,,,21,Quotation or Purchase Consultation,,,,701 Broadway St. / Cincinnati /,none,LGEUS,less than 3 months,0,0,,,,,566,0 +2383,0.75,701 Broadway St. / Cincinnati /,ID,,19764,End Customer,SMB,,,,,,21,Quotation or Purchase Consultation,,,,701 Broadway St. / Cincinnati /,none,LGEUS,less than 3 months,0,0,,,,,566,1 16853,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16279,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 15080,0.5,/ Santiago / Chile,AS,,17012,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728,0 8225,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 @@ -471,10 +471,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9752,0.25,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,IT,,22739,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1055 Winthrope Chase Dr Cloud IT / Alpharetta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 3190,0.25,/ / United States,ID,,9647,,SMB,,,,,,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 5840,0.5,/ São Paulo / Brazil,AS,,32086,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -17836,1.0,/ / Vietnam,ID,0.2142857142857142,28158,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +17836,1.0,/ / Vietnam,ID,0.2142857142857142,28158,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,324,1 6568,0.0,/ Zrenjanin / Serbia,AS,,19700,Specifier/ Influencer,Enterprise,,,,,others,14,,,,,/ Zrenjanin / Serbia,none,LGEMK,,0,0,,,,,766,0 -2381,0.75,"118 Shawan Road, STE AA /Hunt Valley/",ID,,28027,Specifier/ Influencer,SMB,,,,,,182,Quotation or Purchase Consultation,,,,"118 Shawan Road, STE AA /Hunt Valley/",none,LGEUS,less than 3 months,0,0,,,,,152,1 -10358,1.0,/ Sorocaba / Brazil,AS,0.0039370078740157,32171,End Customer,Enterprise,0.0,,,,administrative,70,Usage or Technical Consultation,vrf,,,/ Sorocaba / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97,1 +2381,0.75,"118 Shawan Road, STE AA /Hunt Valley/",ID,,28027,Specifier/ Influencer,SMB,,,,,,182,Quotation or Purchase Consultation,,,,"118 Shawan Road, STE AA /Hunt Valley/",none,LGEUS,less than 3 months,0,0,,,,,152,0 +10358,1.0,/ Sorocaba / Brazil,AS,0.0039370078740157,32171,End Customer,Enterprise,0.0,,,,administrative,70,Usage or Technical Consultation,vrf,,,/ Sorocaba / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97,0 2675,1.0,/ / U.A.E,ID,,3806,End Customer,Enterprise,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 18709,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7142,1.0,/ Antipolo City / Philippines,AS,,32691,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Antipolo City / Philippines,associate/analyst,LGEPH,more than a year,0,0,,,,,46,0 @@ -487,19 +487,19 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9125,1.0,"/Deira, Dubai/U.A.E",AS,0.0196078431372549,27100,,SMB,,,,,marketing,379,Quotation or Purchase Consultation,etc.,,,"/Deira, Dubai/U.A.E",director,LGEGF,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,25,1 2874,0.75,/ Orlando / United States,ID,,43141,End Customer,SMB,,,,,arts and design,20,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Orlando / United States,director,LGEUS,,0,0,,,,,348,0 18779,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -961,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -12782,1.0,corso S. ignazio 88 / santhià / Italy,AS,,35725,Specifier/ Influencer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,corso S. ignazio 88 / santhià / Italy,director,LGEIS,less than 3 months,0,0,,,,,1032,1 +961,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +12782,1.0,corso S. ignazio 88 / santhià / Italy,AS,,35725,Specifier/ Influencer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,heating,Heat Pump Water Heater,,corso S. ignazio 88 / santhià / Italy,director,LGEIS,less than 3 months,0,0,,,,,1032,0 17026,1.0,/Minas Gerais / Belo Horizonte/Brazil,AS,,6166,End Customer,Enterprise,,,,,sales,168,Quotation or Purchase Consultation,etc.,,,/Minas Gerais / Belo Horizonte/Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 -2910,0.75,/ / United States,ID,,36772,,SMB,,,,,purchasing,126,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360,0 +2910,0.75,/ / United States,ID,,36772,,SMB,,,,,purchasing,126,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360,1 20790,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21681,End Customer,Enterprise,172.0,,,,operations,80,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212,0 -20880,0.0,/ / Brazil,ID,0.0476190476190476,24619,End Customer,SMB,26.0,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +20880,0.0,/ / Brazil,ID,0.0476190476190476,24619,End Customer,SMB,26.0,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,0 15873,0.5,/ Quito / Ecuador,AS,,29015,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 -9927,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -16644,0.25,Via Gregorio XI 20 / Roma / Italy,AS,,24675,Channel Partner,Enterprise,,,,,sales,3,,vrf,,,Via Gregorio XI 20 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 +9927,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +16644,0.25,Via Gregorio XI 20 / Roma / Italy,AS,,24675,Channel Partner,Enterprise,,,,,sales,3,,vrf,,,Via Gregorio XI 20 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 2065,1.0,/ cananda / India,ID,,12720,,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,interactive signage,,,/ cananda / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -16381,0.25,Via Dante Alighieri 7 / Cavour / Italy,AS,,39375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,vrf,,,Via Dante Alighieri 7 / Cavour / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16381,0.25,Via Dante Alighieri 7 / Cavour / Italy,AS,,39375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,vrf,,,Via Dante Alighieri 7 / Cavour / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 7787,0.25,1013 E. Creswell Ln. Education / Opelousas / United States,IT,,39974,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1013 E. Creswell Ln. Education / Opelousas / United States,none,LGEUS,,0,0,,,,,374,0 -16167,0.25,/ SINGAPORE / Singapore,AS,,37773,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,1 +16167,0.25,/ SINGAPORE / Singapore,AS,,37773,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 18865,0.5,/ / Saudi Arabia,ID,0.032258064516129,19829,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Saudi Arabia,associate/analyst,LGESJ,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209,0 14904,0.5,/ Recife / Brazil,AS,,4455,Specifier/ Influencer,Enterprise,3.0,,,,others,3,,etc.,,,/ Recife / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 2943,1.0,/ / Saudi Arabia,ID,,40983,End Customer,SMB,,,,,operations,44,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 @@ -507,31 +507,31 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13996,0.5,/ Santo Amaro Da Imperatriz / Brazil,AS,,27105,Specifier/ Influencer,Enterprise,,,,,operations,15,Quotation or Purchase Consultation,single-split,,,/ Santo Amaro Da Imperatriz / Brazil,entry level,LGESP,,0,0,,,,,97,0 709,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 20649,1.0,/ lima / Peru,ID,0.0695652173913043,40069,End Customer,Enterprise,,,,,operations,38,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ lima / Peru,associate/analyst,LGEPR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,190,0 -10752,1.0,/ SAN MIGUEL DE ALLENDE / Mexico,ID,0.0749486652977412,33697,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,hotel tv,US670H Series,55US670H (NA),/ SAN MIGUEL DE ALLENDE / Mexico,intern,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,189,0 +10752,1.0,/ SAN MIGUEL DE ALLENDE / Mexico,ID,0.0749486652977412,33697,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,hotel tv,US670H Series,55US670H (NA),/ SAN MIGUEL DE ALLENDE / Mexico,intern,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,189,1 14284,0.5,/ Caxias do Sul / Brazil,AS,,28762,Specifier/ Influencer,Enterprise,1.0,,,,entrepreneurship,3,,vrf,,,/ Caxias do Sul / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 1832,1.0,/Theni/India,ID,,7648,,Enterprise,,,,,administrative,17,Other,interactive digital board,,,/Theni/India,manager,LGEIL,more than a year,0,0,,,,,174,0 20736,1.0,/ Chiapas / Mexico,AS,,23077,Channel Partner,Enterprise,,,,,administrative,299,Quotation or Purchase Consultation,multi-split,,,/ Chiapas / Mexico,director,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Renewable Energy,42,0 14236,0.25,/ Salvador / Brazil,AS,,18426,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Salvador / Brazil,director,LGESP,,0,0,,,,,97,0 17219,0.75,/ HCM / Vietnam,AS,,23485,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,"VRF,Multi-Split",,/ HCM / Vietnam,others,LGEVH,3 months ~ 6 months,0,0,,,,,759,0 -9930,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9930,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 1339,0.25,General / / United States,IT,0.0434782608695652,31998,End Customer,Enterprise,0.0,,1.0,1.0,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,Others,438,1 14214,0.5,/ Guapimirim / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,51,Quotation or Purchase Consultation,vrf,,,/ Guapimirim / Brazil,director,LGESP,,0,0,,,,,97,0 -9977,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -4705,0.25,/ gaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,single-split,,,/ gaziabad / India,none,LGEIL,,0,0,,,,,17,1 -10109,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,0 +9977,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +4705,0.25,/ gaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,136,Quotation or Purchase Consultation,single-split,,,/ gaziabad / India,none,LGEIL,,0,0,,,,,17,0 +10109,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,1 7568,1.0,/ Managua / Nicaragua,AS,,4731,,Enterprise,,,,,,2,Trainings,etc.,,,/ Managua / Nicaragua,trainee,LGEPS,more than a year,0,0,,,,,654,0 -8750,1.0,/ London / United Kingdom,IT,,42369,End Customer,SMB,,,,,3d/vfx art,219,Quotation or Purchase Consultation,monitor,,,/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,0.0002983104051378,,residential (home),,427,0 -9216,0.75,/ / United States,ID,,19587,End Customer,SMB,,1.0,,1.0,others,396,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 +8750,1.0,/ London / United Kingdom,IT,,42369,End Customer,SMB,,,,,3d/vfx art,219,Quotation or Purchase Consultation,monitor,,,/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,0.0002983104051378,,residential (home),,427,1 +9216,0.75,/ / United States,ID,,19587,End Customer,SMB,,1.0,,1.0,others,396,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,1 17145,0.75,/ Santiago / Chile,AS,,8134,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 -16298,0.25,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",AS,,28081,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +16298,0.25,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",AS,,28081,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Fosse Ardeatine, 1 / GALLARATE / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 15049,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 17129,0.75,/ Santiago / Chile,AS,,37498,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 -20600,0.25,/ Woodlands / Singapore,AS,0.1363636363636363,40119,Specifier/ Influencer,Enterprise,17.0,,,,others,3,,,,,/ Woodlands / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,1 +20600,0.25,/ Woodlands / Singapore,AS,0.1363636363636363,40119,Specifier/ Influencer,Enterprise,17.0,,,,others,3,,,,,/ Woodlands / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,0 12556,1.0,/ Derwent Park / Australia,AS,,35119,Channel Partner,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,heating,,,/ Derwent Park / Australia,c-level executive,LGEAP,less than 3 months,0,0,,,,,689,0 14976,0.5,/ Santiago / Chile,AS,,9189,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 -259,1.0,/Dubai/U.A.E,ID,0.075,46158,End Customer,SMB,,1.0,,1.0,program and project management,35,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Dubai/U.A.E,others,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,227,0 +259,1.0,/Dubai/U.A.E,ID,0.075,46158,End Customer,SMB,,1.0,,1.0,program and project management,35,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Dubai/U.A.E,others,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,227,1 18138,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -7922,0.25,//United States,IT,,5961,Channel Partner,Enterprise,1.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 +7922,0.25,//United States,IT,,5961,Channel Partner,Enterprise,1.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,0 9354,1.0,/ bhiwadi / India,AS,0.0714285714285714,39702,End Customer,SMB,,,,,operations,144,Quotation or Purchase Consultation,vrf,,,/ bhiwadi / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,608,1 11339,0.75,/ / Mexico,ID,,9263,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 5364,0.5,/Joinville/Brazil,AS,,35563,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 @@ -553,11 +553,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13852,0.5,/ Gravataí / Brazil,AS,,9085,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Gravataí / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 12628,1.0,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,AS,,11003,End Customer,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,vrf,,,176 Thủ Khoa Huân Phan Thiết BT / Bình thuận / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,,,,,759,0 15435,0.25,/ Ho Chi Minh / Vietnam,AS,,11249,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,manager,LGEVH,,0,0,,,,,759,0 -9974,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -10001,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9974,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10001,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2996,1.0,/Lucknow/India,ID,,26016,,SMB,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147,1 2994,1.0,/ / China,ID,,7992,End Customer,SMB,,,,,finance,52,Quotation or Purchase Consultation,high brightness signage,,,/ / China,manager,LGECH,6 months ~ 9 months,0,0,,,,,379,0 -8971,1.0,/ Atlanta / United States,ID,0.1186440677966101,26799,Channel Partner,SMB,,,,,purchasing,459,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Atlanta / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,348,0 +8971,1.0,/ Atlanta / United States,ID,0.1186440677966101,26799,Channel Partner,SMB,,,,,purchasing,459,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Atlanta / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,348,1 20574,1.0,/San Luis Potosi/Mexico,AS,,10332,End Customer,Enterprise,,,,,engineering,88,Quotation or Purchase Consultation,chiller,,,/San Luis Potosi/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 18484,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 6589,0.25,/ Honolulu / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Honolulu / United States,none,LGEUS,,0,0,,,,,730,0 @@ -567,10 +567,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8631,1.0,/ / United States,ID,0.1666666666666666,8959,End Customer,SMB,,,,,others,293,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,309,0 19766,1.0,/ / Argentina,ID,0.0732484076433121,34365,,SMB,16.0,,,,administrative,19,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 4653,0.25,/ Bareilly / India,AS,,47466,End Customer,Enterprise,19.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Bareilly / India,none,LGEIL,,0,0,,,,,22,0 -1461,1.0,/ Gauteng / South Africa,ID,,30267,Service Partner,SMB,,,,,purchasing,229,Quotation or Purchase Consultation,video wall signage,,,/ Gauteng / South Africa,director,LGESA,less than 3 months,0,0,,,,,554,0 +1461,1.0,/ Gauteng / South Africa,ID,,30267,Service Partner,SMB,,,,,purchasing,229,Quotation or Purchase Consultation,video wall signage,,,/ Gauteng / South Africa,director,LGESA,less than 3 months,0,0,,,,,554,1 8458,1.0,/Fatehnagar /India,AS,0.4615384615384615,26749,End Customer,Enterprise,,,,,healthcare services,12,Product Information,vrf,,,/Fatehnagar /India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 -1355,1.0,/ Ahmedabad / India,ID,,40289,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,166,0 -10843,0.0,/ / Brazil,ID,0.0749486652977412,46009,End Customer,SMB,4.0,1.0,,1.0,business development,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +1355,1.0,/ Ahmedabad / India,ID,,40289,,Enterprise,,,,,administrative,10,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,ceo/founder,LGEIL,more than a year,0,0,,,,,166,1 +10843,0.0,/ / Brazil,ID,0.0749486652977412,46009,End Customer,SMB,4.0,1.0,,1.0,business development,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 7227,1.0,/ Bulacan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,/ Bulacan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 15033,0.5,/ santiago / Chile,AS,,21633,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 11992,0.25,/ / Colombia,ID,,12195,End Customer,SMB,0.0,,,,administrative,1056,Quotation or Purchase Consultation,led signage,,,/ / Colombia,none,LGECB,,0,0,,,,,977,1 @@ -578,52 +578,52 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4695,0.25,/ Vijayawada / India,AS,,47466,End Customer,Enterprise,19.0,,,,,8,Quotation or Purchase Consultation,single-split,,,/ Vijayawada / India,none,LGEIL,,0,0,,,,,116,0 7671,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405,0 3313,0.25,Education / / United States,ID,,41482,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,,,,,194,0 -20355,1.0,/ / Panama,ID,0.1241217798594847,30787,End Customer,Enterprise,,1.0,,1.0,business development,129,Quotation or Purchase Consultation,hotel tv,,,/ / Panama,partner,LGEPS,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,327,0 +20355,1.0,/ / Panama,ID,0.1241217798594847,30787,End Customer,Enterprise,,1.0,,1.0,business development,129,Quotation or Purchase Consultation,hotel tv,,,/ / Panama,partner,LGEPS,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,327,1 18986,1.0,/Goiânia/Brazil,AS,0.0681818181818181,9258,End Customer,Enterprise,,,,,operations,156,Quotation or Purchase Consultation,etc.,,,/Goiânia/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,97,0 7258,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,multi-split,,,/ / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 -1335,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +1335,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 13264,0.25,/Palu/Indonesia,AS,,11155,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Palu/Indonesia,none,LGEIN,,0,0,,,,,670,0 10120,0.75,/ ONTARIO / Canada,ID,0.4,19271,Service Partner,Enterprise,,,,,business development,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ ONTARIO / Canada,none,LGECI,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,171,1 -8104,1.0,/ / United States,ID,0.3333333333333333,38701,Specifier/ Influencer,SMB,0.0,,,,business development,181,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5PG-S,/ / United States,c-level executive,LGEUS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),311,0 -9978,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8104,1.0,/ / United States,ID,0.3333333333333333,38701,Specifier/ Influencer,SMB,0.0,,,,business development,181,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5PG-S,/ / United States,c-level executive,LGEUS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),311,1 +9978,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 6405,0.25,/ london / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ london / United Kingdom,none,LGEUK,,0,0,,,,,755,0 5743,0.5,/ São Paulo / Brazil,AS,,22440,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 8658,0.25,/ La Follette / United States,ID,0.1666666666666666,18873,,Enterprise,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ La Follette / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 8481,1.0,/ Rancho Palos Verdes / United States,ID,,6299,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 -20690,1.0,//Brazil,ID,0.0695652173913043,33543,End Customer,Enterprise,,,,,engineering,465,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,//Brazil,intern,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,0 +20690,1.0,//Brazil,ID,0.0695652173913043,33543,End Customer,Enterprise,,,,,engineering,465,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,//Brazil,intern,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,1 19592,1.0,/ são paulo / Brazil,ID,0.0732484076433121,45302,Service Partner,Enterprise,,,,,others,150,Quotation or Purchase Consultation,hotel tv,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 -16770,0.25,"VIA NOVARA, 143 / MILANO / Italy",AS,,32766,Service Partner,SMB,,,,,support,3,,vrf,,,"VIA NOVARA, 143 / MILANO / Italy",others,LGEIS,,0,0,,,,,341,1 +16770,0.25,"VIA NOVARA, 143 / MILANO / Italy",AS,,32766,Service Partner,SMB,,,,,support,3,,vrf,,,"VIA NOVARA, 143 / MILANO / Italy",others,LGEIS,,0,0,,,,,341,0 19500,0.0,/ / Peru,ID,0.0544217687074829,23370,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 10081,0.5,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,IT,,25368,End Customer,SMB,,,,,others,23,Quotation or Purchase Consultation,,,,1601 Belvedere Rd Suite 202S Cloud IT / West Palm Beach / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 4049,0.5,/Ormoc /Philippines,AS,,15235,Specifier/ Influencer,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/Ormoc /Philippines,manager,LGEPH,,0,0,,,,,8,1 17991,0.5,/ / India,ID,0.0311958405545927,21551,,Enterprise,,,,,,3,Others,,,,/ / India,others,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 -1597,1.0,/Mumbai/India,ID,,24204,,Enterprise,,,,,business development,55,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 -10827,1.0,/ C.A.B.A. / Argentina,ID,0.0749486652977412,1466,End Customer,Enterprise,2.0,1.0,,1.0,purchasing,129,Quotation or Purchase Consultation,oled signage,,,/ C.A.B.A. / Argentina,others,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +1597,1.0,/Mumbai/India,ID,,24204,,Enterprise,,,,,business development,55,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 +10827,1.0,/ C.A.B.A. / Argentina,ID,0.0749486652977412,1466,End Customer,Enterprise,2.0,1.0,,1.0,purchasing,129,Quotation or Purchase Consultation,oled signage,,,/ C.A.B.A. / Argentina,others,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,1 9316,1.0,/ Itliy / Saudi Arabia,AS,,3463,Specifier/ Influencer,Enterprise,,,,,marketing,64,Services,single-split,,,/ Itliy / Saudi Arabia,others,LGESJ,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,13,0 7141,1.0,/ MUNTINLUPA / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,41,Quotation or Purchase Consultation,vrf,,,/ MUNTINLUPA / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,46,0 8181,1.0,/ Hyderabad / India,ID,0.0311958405545927,46452,End Customer,Enterprise,,,,,education,519,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3DJ,/ Hyderabad / India,partner,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,277,1 17640,0.25,/ Feltham / United States,ID,0.3333333333333333,3366,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Feltham / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 -4270,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,1 +4270,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,113,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,0 17793,0.75,/ / Brazil,ID,0.0327868852459016,43801,,Enterprise,,,,,operations,28,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406,0 19291,1.0,/Niteroi Rj/Brazil,AS,0.0037878787878787,34432,Specifier/ Influencer,Enterprise,,,,,operations,223,Quotation or Purchase Consultation,etc.,,,/Niteroi Rj/Brazil,entry level,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 15362,0.25,/ Edirne / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ Edirne / Türkiye,none,LGETK,,0,0,,,,,103,0 -12763,0.75,/ / Singapore,AS,,23958,End Customer,SMB,0.0,,,,others,3,,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,1 +12763,0.75,/ / Singapore,AS,,23958,End Customer,SMB,0.0,,,,others,3,,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 822,0.25,Corporate / /,ID,0.0446428571428571,45971,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 10068,0.25,3545 Lakeland Drive Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Drive Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 2536,1.0,/ Didwana / India,ID,,37680,,Enterprise,,,,,education,3,Technical Consultation,interactive signage,,,/ Didwana / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 6655,0.25,3301 Sunrise Road / TX / United States,AS,,40692,,SMB,1.0,,,,,134,Services,,,,3301 Sunrise Road / TX / United States,none,LGEUS,,0,0,,,,,730,0 19062,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,7515,End Customer,SMB,,,,,information technology,108,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Rio de Janeiro / Brazil,intern,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,342,0 -18392,0.0,/ / Peru,ID,0.0327868852459016,44014,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 -17568,1.0,/ / Egypt,ID,0.043103448275862,36708,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,234,1 +18392,0.0,/ / Peru,ID,0.0327868852459016,44014,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +17568,1.0,/ / Egypt,ID,0.043103448275862,36708,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,234,0 3053,0.75,/ /,ID,,2057,Specifier/ Influencer,SMB,,,,,,197,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,more than a year,0,0,,,,,368,0 9735,0.25,520 Air Park Dr Cloud IT / Tullahoma / United States,IT,,4343,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,520 Air Park Dr Cloud IT / Tullahoma / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 9240,0.0,/ / India,ID,,21337,,Enterprise,,1.0,,1.0,business development,30,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,174,0 8509,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209,0 5864,0.5,/ / Brazil,AS,,7777,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 -4810,0.25,/Mumbai/India,AS,,21194,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,0 +4810,0.25,/Mumbai/India,AS,,21194,End Customer,SMB,,,,,administrative,15,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,76,1 4277,0.25,/ Dhanbad / India,AS,,36411,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600,1 7974,0.25,Cloud IT / / United States,IT,,2469,,SMB,,,,,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,436,0 -2570,1.0,/ UJJAIN / India,ID,,27719,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ UJJAIN / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,166,0 +2570,1.0,/ UJJAIN / India,ID,,27719,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ UJJAIN / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,166,1 4654,0.25,/ Amreli / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Amreli / India,none,LGEIL,,0,0,,,,,37,0 9641,1.0,/ Bukavu / Democratic Republic of the Congo,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,139,Quotation or Purchase Consultation,ventilation,,,/ Bukavu / Democratic Republic of the Congo,director,LGEAF,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,104,0 10813,1.0,/ Cali / Argentina,ID,0.0749486652977412,43570,Specifier/ Influencer,Enterprise,,1.0,,1.0,consulting,115,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/ Cali / Argentina,others,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Telecommunication,187,0 @@ -631,16 +631,16 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5548,0.5,/ Sao Paulo / Brazil,AS,,15888,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 7358,1.0,/ Tiruvarur / India,AS,,36693,End Customer,Enterprise,,,,,business development,17,Quotation or Purchase Consultation,chiller,,,/ Tiruvarur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,19,0 13969,0.5,/ Fortaleza / Brazil,AS,,36373,Specifier/ Influencer,Enterprise,,,,,operations,6,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 -17574,1.0,/San isidro/Argentina,ID,0.0806916426512968,29029,Channel Partner,Enterprise,,,,,engineering,146,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/San isidro/Argentina,ceo/founder,LGEAR,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",345,0 +17574,1.0,/San isidro/Argentina,ID,0.0806916426512968,29029,Channel Partner,Enterprise,,,,,engineering,146,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/San isidro/Argentina,ceo/founder,LGEAR,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",345,1 2269,1.0,/ / U.A.E,ID,,14346,End Customer,SMB,,,,,arts and design,86,Technical Consultation,oled signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 730,0.0,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 921,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 -970,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +970,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9474,0.25,/ Los Angeles / United States,ID,,2876,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Los Angeles / United States,none,LGEUS,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,194,0 15892,0.5,/ Panama / Panama,AS,,7539,Specifier/ Influencer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Panama / Panama,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 13387,0.25,/ Chandigarh / India,AS,,40723,,Enterprise,0.0,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Chandigarh / India,none,LGEIL,,0,0,,,,,672,0 9390,1.0,IRALA 1950 /CABA/Argentina,ID,0.0695652173913043,33674,Specifier/ Influencer,SMB,179.0,,,,other,10,Quotation or Purchase Consultation,standard signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,1 -12581,1.0,/Małopolskie/Poland,AS,,30703,Specifier/ Influencer,Enterprise,,,,,arts and design,429,Usage or Technical Consultation,single-split,,,/Małopolskie/Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694,1 +12581,1.0,/Małopolskie/Poland,AS,,30703,Specifier/ Influencer,Enterprise,,,,,arts and design,429,Usage or Technical Consultation,single-split,,,/Małopolskie/Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694,0 141,1.0,/ Nagpur / India,ID,0.0575342465753424,23981,End Customer,SMB,,1.0,,1.0,information technology,181,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ Nagpur / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,314,1 6194,0.25,/ Barueri / Brazil,AS,,23857,,SMB,,,,,others,3,,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97,0 12014,0.25,/ / Argentina,ID,,20667,,Enterprise,26.0,,,,sales,3,Others,,,,/ / Argentina,none,LGEAR,,0,0,,,,,325,0 @@ -649,16 +649,16 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6607,0.25,/ San Diego / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ San Diego / United States,none,LGEUS,,0,0,,,,,731,0 2997,1.0,/ Chalakudy / India,ID,,5128,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ Chalakudy / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 13212,0.5,/CALOOCAN CITY/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/CALOOCAN CITY/Philippines,intern,LGEPH,,0,0,,,,,0,1 -4241,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,139,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +4241,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,139,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 14508,0.25,/ Sorocaba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,12,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,none,LGESP,,0,0,,,,,97,0 14922,0.25,/ / Thailand,AS,,47397,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753,0 7345,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 20078,1.0,/ São Paulo / Brazil,AS,0.004,4186,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,34,Quotation or Purchase Consultation,single-split,,,/ São Paulo / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,,97,0 -9968,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -19728,1.0,/Ponta Grossa/Brazil,ID,0.0732484076433121,40806,End Customer,SMB,,,,,administrative,31,Quotation or Purchase Consultation,video wall signage,,,/Ponta Grossa/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279,0 +9968,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +19728,1.0,/Ponta Grossa/Brazil,ID,0.0732484076433121,40806,End Customer,SMB,,,,,administrative,31,Quotation or Purchase Consultation,video wall signage,,,/Ponta Grossa/Brazil,director,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279,1 9503,0.75,/ / India,ID,,36557,End Customer,SMB,,,,,purchasing,20,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / India,manager,LGEIL,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,271,0 4586,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,115,0 -8557,1.0,/ Montvale / NJ / United States,ID,,32150,,SMB,,,,,,139,Quotation or Purchase Consultation,,Medical Displays- Surgical- ALL,"27HK510S, 27HQ710S,32HL714S, 55MH5K",/ Montvale / NJ / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,832,0 +8557,1.0,/ Montvale / NJ / United States,ID,,32150,,SMB,,,,,,139,Quotation or Purchase Consultation,,Medical Displays- Surgical- ALL,"27HK510S, 27HQ710S,32HL714S, 55MH5K",/ Montvale / NJ / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,832,1 16936,1.0,/ TANHAÇU / Brazil,AS,,36811,End Customer,Enterprise,,,,,product management,137,Quotation or Purchase Consultation,single-split,,,/ TANHAÇU / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 11384,0.75,/ / Dominican Republic,ID,,41777,,Enterprise,,,,,entrepreneurship,3,Request for Partnership,,,,/ / Dominican Republic,none,LGEPS,more than a year,0,0,,,,,260,0 8765,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148,0 @@ -670,11 +670,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8493,1.0,/ / Poland,ID,,18685,Specifier/ Influencer,Enterprise,,,,,business development,407,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,343,0 20709,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278,1 8004,1.0,//Spain,ID,0.0135135135135135,41274,Service Partner,SMB,,,,,engineering,917,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,//Spain,director,LGEES,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),179,0 -10858,0.0,/ / Brazil,ID,0.0749486652977412,35701,Channel Partner,Enterprise,10.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 -2780,1.0,/ / Türkiye,ID,,69,Specifier/ Influencer,SMB,,,,,consulting,53,Technical Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285,0 -10859,0.0,/ / Brazil,ID,0.0749486652977412,45657,Channel Partner,SMB,143.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 -868,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -9549,1.0,/ Goleta / United States,ID,0.8333333333333334,10109,Channel Partner,SMB,,,,,administrative,59,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Goleta / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Bus Terminal,568,0 +10858,0.0,/ / Brazil,ID,0.0749486652977412,35701,Channel Partner,Enterprise,10.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +2780,1.0,/ / Türkiye,ID,,69,Specifier/ Influencer,SMB,,,,,consulting,53,Technical Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285,1 +10859,0.0,/ / Brazil,ID,0.0749486652977412,45657,Channel Partner,SMB,143.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +868,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +9549,1.0,/ Goleta / United States,ID,0.8333333333333334,10109,Channel Partner,SMB,,,,,administrative,59,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Goleta / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Bus Terminal,568,1 6421,0.25,/ Cambridgeshire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Cambridgeshire / United Kingdom,none,LGEUK,,0,0,,,,,755,0 8145,0.25,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375,1 19965,1.0,/ / Hong Kong,ID,0.1184210526315789,42067,End Customer,SMB,0.0,,,,sales,43,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195,0 @@ -687,41 +687,41 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12441,0.75,/ / Brazil,AS,,17875,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97,0 2345,1.0,/ / Egypt,ID,,3468,End Customer,SMB,,,,,information technology,29,Quotation or Purchase Consultation,oled signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 8007,1.0,/ Pune / India,ID,0.0330578512396694,24588,,SMB,,,,,legal,81,Quotation or Purchase Consultation,interactive signage,One:Quick Flex,43HT3WJ,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,148,1 -16859,1.0,/ Bataan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +16859,1.0,/ Bataan / Philippines,AS,,25940,,SMB,0.0,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,1 12142,1.0,/ Mohali / India,ID,,44604,,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,interactive signage,,,/ Mohali / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 3434,1.0,/ Chandigarh / India,ID,,7205,,Enterprise,,,,,engineering,1,Technical Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 -9962,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9962,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 359,0.25,2106 Florence Avenue Cloud IT / Cincinnati / United States,ID,0.0446428571428571,9914,Channel Partner,SMB,,1.0,,1.0,,114,Quotation or Purchase Consultation,others,,,2106 Florence Avenue Cloud IT / Cincinnati / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,372,1 2705,1.0,/ / U.A.E,ID,,11906,End Customer,SMB,,,,,information technology,83,Technical Consultation,video wall signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 2496,1.0,/ Bharuch / India,ID,,37680,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Bharuch / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 4868,0.5,/ São Paulo / Brazil,AS,,46034,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -17907,0.25,/ Lucknow / India,ID,0.0311958405545927,8870,End Customer,SMB,1.0,,,,support,16,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Lucknow / India,none,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,356,1 +17907,0.25,/ Lucknow / India,ID,0.0311958405545927,8870,End Customer,SMB,1.0,,,,support,16,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Lucknow / India,none,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,356,0 15443,0.25,/ HO Chi Minh / Vietnam,AS,,11263,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ HO Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745,0 2893,0.75,/ / United States,ID,,13006,,Enterprise,,,,,purchasing,114,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 13999,0.5,/ Nova crixas / Brazil,AS,,27803,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Nova crixas / Brazil,entry level,LGESP,,0,0,,,,,97,0 19993,1.0,/ Jaraguá do Sul SC / Brazil,AS,0.004,23545,End Customer,Enterprise,,,,,sales,84,Quotation or Purchase Consultation,single-split,,,/ Jaraguá do Sul SC / Brazil,ceo/founder,LGESP,9 months ~ 1 year,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),97,0 2023,1.0,/ Kannad / India,ID,,4833,,Enterprise,,,,,education,18,Others,interactive signage,,,/ Kannad / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 10457,1.0,/Cordilheira Alta - SC/Brazil,ID,0.0749486652977412,26032,End Customer,SMB,,1.0,,1.0,operations,211,Quotation or Purchase Consultation,one:quick series,,,/Cordilheira Alta - SC/Brazil,director,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,1 -19679,0.5,/ / Peru,ID,0.0732484076433121,5511,End Customer,Enterprise,,,,,others,10,,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,1 +19679,0.5,/ / Peru,ID,0.0732484076433121,5511,End Customer,Enterprise,,,,,others,10,,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,0 7849,0.25,1600 N. Broadway Education / Tooele / United States,IT,,42875,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,1600 N. Broadway Education / Tooele / United States,none,LGEUS,,0,0,,,,,374,0 1407,0.75,/ Chennai / India,ID,,21473,,SMB,,,,,administrative,10,,,,,/ Chennai / India,c-level executive,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 17038,1.0,/ Itabuna / Brazil,AS,,21554,Channel Partner,Enterprise,,,,,sales,95,Quotation or Purchase Consultation,multi-split,,,/ Itabuna / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 -19605,1.0,/ Ribeirão Preto / Brazil,ID,0.0732484076433121,31630,Service Partner,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,480,0 +19605,1.0,/ Ribeirão Preto / Brazil,ID,0.0732484076433121,31630,Service Partner,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,480,1 5898,0.5,/ São Paulo / Brazil,AS,,38975,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 9190,0.25,300 Eva Davis Way Se Education / Atlanta / United States,IT,,8474,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Eva Davis Way Se Education / Atlanta / United States,none,LGEUS,,0,0,0.0011827288932506,,retail,Gas Station,374,0 6086,0.25,/ Goiânia / Brazil,AS,,10047,,Enterprise,,,,,engineering,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 -17601,1.0,/ / Mexico,ID,0.0806916426512968,33418,End Customer,SMB,,,,,marketing,104,Quotation or Purchase Consultation,video wall signage,,,/ / Mexico,manager,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,257,0 -18924,1.0,/ São Paulo / Brazil,AS,0.0151515151515151,26939,Channel Partner,Enterprise,,,,,education,82,Quotation or Purchase Consultation,etc.,,,/ São Paulo / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,97,1 +17601,1.0,/ / Mexico,ID,0.0806916426512968,33418,End Customer,SMB,,,,,marketing,104,Quotation or Purchase Consultation,video wall signage,,,/ / Mexico,manager,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,257,1 +18924,1.0,/ São Paulo / Brazil,AS,0.0151515151515151,26939,Channel Partner,Enterprise,,,,,education,82,Quotation or Purchase Consultation,etc.,,,/ São Paulo / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,97,0 19144,1.0,/ Barranquilla / Colombia,IT,0.3333333333333333,21321,End Customer,Enterprise,,,,,radiology professional,65,Quotation or Purchase Consultation,medical display,,,/ Barranquilla / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,837,1 7774,0.25,401 Greensboro Street Education / Starkville / United States,IT,,40130,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,401 Greensboro Street Education / Starkville / United States,none,LGEUS,,0,0,,,,,374,0 1343,0.25,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",IT,0.0434782608695652,39599,Channel Partner,SMB,0.0,,1.0,1.0,,20,Quotation or Purchase Consultation,,,,"4420 50Th Ave Ne, Seattle, Wa 98105 Cloud IT / Seattle / United States",none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,439,1 11985,0.25,/ / Poland,ID,,21405,End Customer,SMB,,,,,,3,,high brightness signage,,,/ / Poland,manager,LGEPL,,0,0,,,,,343,0 11586,0.5,/ Mumbai / India,ID,,21409,,SMB,,,,,community and social services,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174,0 8995,1.0,/ / Greece,ID,,44508,End Customer,SMB,,,,,operations,382,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / Greece,manager,LGEHS,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,479,1 -17431,0.75,/ / Greece,AS,,9769,Specifier/ Influencer,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,9 months ~ 1 year,0,0,,,,,1062,1 +17431,0.75,/ / Greece,AS,,9769,Specifier/ Influencer,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,9 months ~ 1 year,0,0,,,,,1062,0 6251,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 17077,1.0,/ Doha / Qatar,AS,,4563,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 -3164,0.5,/ / Hungary,ID,,26517,,Enterprise,,,,,,78,Others,,,,/ / Hungary,others,LGEMK,,0,0,,,,,158,0 +3164,0.5,/ / Hungary,ID,,26517,,Enterprise,,,,,,78,Others,,,,/ / Hungary,others,LGEMK,,0,0,,,,,158,1 8151,1.0,//Hong Kong,ID,0.2142857142857142,24632,Service Partner,Enterprise,,,,,engineering,50,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Hong Kong,manager,LGEHK,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,337,1 12835,0.5,/ Bandung / Indonesia,AS,,33815,Specifier/ Influencer,Enterprise,1.0,,,,,49,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,773,0 8205,1.0,Great Bend / KS / United States,ID,0.3902439024390244,1400,End Customer,SMB,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,Createboard,Createboard,Great Bend / KS / United States,director,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333,0 @@ -738,11 +738,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14467,0.25,/ Sc / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Sc / Brazil,none,LGESP,,0,0,,,,,97,0 11056,0.75,/ / Mexico,ID,0.0749486652977412,41273,,Enterprise,,1.0,,1.0,information technology,13,Technical Consultation,,,,/ / Mexico,none,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 4621,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123,0 -949,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +949,0.25,Corporate / /,ID,0.0446428571428571,15263,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 14843,0.5,/ Pernambuco / Brazil,AS,,23582,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Pernambuco / Brazil,others,LGESP,,0,0,,,,,97,0 8052,1.0,/ / Egypt,ID,0.043103448275862,27540,End Customer,SMB,,,,,purchasing,107,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,446,1 -19952,1.0,/ Monterrey / Mexico,ID,0.0732484076433121,19335,End Customer,SMB,1.0,,,,information technology,95,Quotation or Purchase Consultation,video wall signage,,,/ Monterrey / Mexico,others,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,257,0 -2870,1.0,/ / United States,ID,,18225,Solution Eco-Partner,SMB,,,,,operations,140,Technical Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,369,0 +19952,1.0,/ Monterrey / Mexico,ID,0.0732484076433121,19335,End Customer,SMB,1.0,,,,information technology,95,Quotation or Purchase Consultation,video wall signage,,,/ Monterrey / Mexico,others,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,257,1 +2870,1.0,/ / United States,ID,,18225,Solution Eco-Partner,SMB,,,,,operations,140,Technical Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,369,1 7163,1.0,/ / Philippines,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,32,Quotation or Purchase Consultation,chiller,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 16642,0.25,via rimembranze 3 / castellanza / Italy,AS,,8563,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,via rimembranze 3 / castellanza / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 20300,1.0,/ Contagem / Brazil,ID,0.1241217798594847,31307,End Customer,Enterprise,,1.0,,1.0,administrative,108,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Contagem / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 @@ -752,15 +752,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1314,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43912,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 20005,1.0,/ Pará / Brazil,AS,0.004,23270,End Customer,Enterprise,,,,,operations,88,Quotation or Purchase Consultation,single-split,,,/ Pará / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 12757,1.0,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 -4424,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,270,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,1 +4424,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,270,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,0 3297,0.25,//United States,ID,,35523,,SMB,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,376,1 12988,0.75,/CD MX/Mexico,AS,,35181,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,/CD MX/Mexico,ceo/founder,LGEMS,9 months ~ 1 year,0,0,,,,,42,0 19352,1.0,/ Bahia/Vitória da Conquista. / Brazil,AS,0.0037878787878787,14092,Specifier/ Influencer,Enterprise,,,,,operations,107,Quotation or Purchase Consultation,single-split,,,/ Bahia/Vitória da Conquista. / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 9135,0.25,/ Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,8,,etc.,"VRF,Multi-Split,Single-Split,Chiller,Heating",,/ Beograd / Serbia,manager,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766,0 8857,1.0,"/ Changanacherry, Kottayam / India",ID,0.0289256198347107,16912,Specifier/ Influencer,SMB,,,,,business development,260,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,"/ Changanacherry, Kottayam / India",ceo/founder,LGEIL,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,224,0 12934,0.75,/ กทม / Thailand,AS,,12778,End Customer,SMB,,,,,engineering,16,,vrf,,,/ กทม / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,1026,0 -2153,1.0,/ Nagpur / India,ID,,41386,End Customer,SMB,,,,,purchasing,532,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Nagpur / India,others,LGEIL,less than 3 months,0,0,,,,,314,0 -8980,1.0,/ / United States,ID,0.1186440677966101,37537,Channel Partner,SMB,,,,,arts and design,189,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,director,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,309,0 +2153,1.0,/ Nagpur / India,ID,,41386,End Customer,SMB,,,,,purchasing,532,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Nagpur / India,others,LGEIL,less than 3 months,0,0,,,,,314,1 +8980,1.0,/ / United States,ID,0.1186440677966101,37537,Channel Partner,SMB,,,,,arts and design,189,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,director,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Sports Entertainment,309,1 13913,0.25,/ Belo Horizonte/MG / Brazil,AS,,35237,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,entry level,LGESP,,0,0,,,,,97,0 4863,0.5,/ São Paulo / Brazil,AS,,3281,End Customer,SMB,,,,,entrepreneurship,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 10254,1.0,/ SP / Americana / Brazil,AS,0.0039370078740157,21782,End Customer,SMB,,,,,administrative,121,Quotation or Purchase Consultation,single-split,,,/ SP / Americana / Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Energy,97,0 @@ -772,35 +772,35 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20000,1.0,/ Guanhães Mg / Brazil,AS,0.004,4198,Specifier/ Influencer,Enterprise,0.0,,,,purchasing,98,Quotation or Purchase Consultation,multi-split,,,/ Guanhães Mg / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,97,0 20562,1.0,/ Bangkok / Thailand,AS,,31326,Specifier/ Influencer,SMB,,,,,real estate,16,Quotation or Purchase Consultation,vrf,,,/ Bangkok / Thailand,others,LGETH,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,969,0 15432,0.5,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",AS,,42650,Specifier/ Influencer,SMB,,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,"Số 04 Đường D9, Quận Tân Phú /Hồ Chí Minh/Vietnam",manager,LGEVH,,0,0,,,,,759,0 -19812,0.0,/ / Brazil,ID,0.0732484076433121,869,Solution Eco-Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +19812,0.0,/ / Brazil,ID,0.0732484076433121,869,Solution Eco-Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 18158,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -10322,0.25,/ Singapore / Singapore,AS,0.0666666666666666,32741,Channel Partner,SMB,42.0,,,,sales,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,73,1 +10322,0.25,/ Singapore / Singapore,AS,0.0666666666666666,32741,Channel Partner,SMB,42.0,,,,sales,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,73,0 14619,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 9432,0.25,/ Lostine / United States,ID,,44559,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lostine / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 11434,1.0,/ Lalru / India,ID,,23183,,Enterprise,,,,,business development,6,Technical Consultation,interactive signage,,,/ Lalru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 765,0.25,/ Hoover / United States,ID,0.0446428571428571,45484,,Enterprise,,1.0,,1.0,,211,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hoover / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,333,1 -19888,0.25,/ / Trinidad and Tobago,ID,0.0732484076433121,10556,Service Partner,SMB,,,,,,3,,led signage,,,/ / Trinidad and Tobago,c-level executive,LGEPS,,0,1,0.0011827288932506,0.0498402555910543,retail,,291,1 -11270,1.0,/itu/Brazil,ID,,20232,End Customer,SMB,55.0,,,,purchasing,107,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/itu/Brazil,manager,LGESP,less than 3 months,0,0,,,,,487,0 +19888,0.25,/ / Trinidad and Tobago,ID,0.0732484076433121,10556,Service Partner,SMB,,,,,,3,,led signage,,,/ / Trinidad and Tobago,c-level executive,LGEPS,,0,1,0.0011827288932506,0.0498402555910543,retail,,291,0 +11270,1.0,/itu/Brazil,ID,,20232,End Customer,SMB,55.0,,,,purchasing,107,Quotation or Purchase Consultation,pro:centric,Pro:Centric Smart,,/itu/Brazil,manager,LGESP,less than 3 months,0,0,,,,,487,1 9729,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,38137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 6929,0.25,10279 Dyer St. / TX / United States,AS,,32005,,SMB,,,,,,270,Product Information,,,,10279 Dyer St. / TX / United States,none,LGEUS,,0,0,,,,,731,0 -9699,0.25,Houston 1400 Smith Street Cloud IT / Houston / United States,IT,,8555,End Customer,Enterprise,2.0,,,,,45,Quotation or Purchase Consultation,,,,Houston 1400 Smith Street Cloud IT / Houston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831,0 +9699,0.25,Houston 1400 Smith Street Cloud IT / Houston / United States,IT,,8555,End Customer,Enterprise,2.0,,,,,45,Quotation or Purchase Consultation,,,,Houston 1400 Smith Street Cloud IT / Houston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831,1 15379,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,44,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103,0 4669,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,127,0 3378,1.0,/ Indore / India,ID,,37680,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Indore / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 484,0.25,Corporate / /,ID,0.0446428571428571,8475,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -1529,1.0,/Sultanpur/India,ID,,21334,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive digital board,,,/Sultanpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147,0 +1529,1.0,/Sultanpur/India,ID,,21334,,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive digital board,,,/Sultanpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,147,1 8170,1.0,/ / India,ID,0.0311958405545927,26587,,Enterprise,,,,,entrepreneurship,2,Technical Consultation,software solution,SuperSign WB,,/ / India,entry level,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 15373,0.25,/ istanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,82,Quotation or Purchase Consultation,heating,,,/ istanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 -10077,0.25,5003 Lady Of The Lake Dr Raleigh NC,IT,,6975,Solution Eco-Partner,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,5003 Lady Of The Lake Dr Raleigh NC,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10077,0.25,5003 Lady Of The Lake Dr Raleigh NC,IT,,6975,Solution Eco-Partner,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,5003 Lady Of The Lake Dr Raleigh NC,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 19444,1.0,/ Santiago / Mexico,AS,0.0037878787878787,17295,Specifier/ Influencer,Enterprise,0.0,,,,engineering,77,Trainings,chiller,,,/ Santiago / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42,0 -8498,1.0,//United States,ID,,26580,End Customer,Enterprise,,,,,healthcare services,375,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//United States,partner,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,541,0 +8498,1.0,//United States,ID,,26580,End Customer,Enterprise,,,,,healthcare services,375,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//United States,partner,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,541,1 4449,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,41,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 11662,0.25,/ Madhepura / India,ID,,11514,End Customer,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Madhepura / India,none,LGEIL,,0,0,,,,,155,0 17513,0.5,/ / Egypt,IT,,21138,End Customer,Enterprise,2.0,,,,operations,3,Usage or Technical Consultation,,,,/ / Egypt,c-level executive,LGEEG,,0,0,,,,,425,0 276,1.0,/ / Egypt,ID,0.075,24137,End Customer,SMB,,1.0,,1.0,operations,30,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 10126,0.5,/ /,ID,0.4,42488,End Customer,Enterprise,0.0,,,,,116,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,312,1 13719,0.25,/ Belo Horizonte / Brazil,AS,,32601,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte / Brazil,manager,LGESP,,0,0,,,,,97,0 -9289,0.75,/ kolkata / India,ID,,38233,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,65EP5G,/ kolkata / India,none,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,223,0 +9289,0.75,/ kolkata / India,ID,,38233,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,oled signage,UltraFine Display OLED Pro,65EP5G,/ kolkata / India,none,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,223,1 11413,1.0,/ / Saudi Arabia,ID,,34852,Channel Partner,SMB,,,,,information technology,40,Technical Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 18294,0.0,/ / Peru,ID,0.0327868852459016,20560,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 14117,0.25,/ Santo André / Brazil,AS,,34434,End Customer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santo André / Brazil,entry level,LGESP,,0,0,,,,,97,0 @@ -808,11 +808,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8294,0.25,//Australia,ID,0.2142857142857142,11731,End Customer,SMB,,,,,education,1126,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Australia,none,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),156,1 12743,1.0,/ Gornji Milanovac / Serbia,AS,,25211,End Customer,Enterprise,,,,,product management,50,Quotation or Purchase Consultation,heating,,,/ Gornji Milanovac / Serbia,others,LGEMK,less than 3 months,0,0,,,,,766,0 6727,0.25,0160 W 750 N / IN / United States,AS,,13061,,SMB,,,,,,255,Services,,,,0160 W 750 N / IN / United States,none,LGEUS,,0,0,,,,,731,0 -9957,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9957,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2556,1.0,/ Shahdol / India,ID,,5856,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,,,,/ Shahdol / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -18892,0.75,/ / Chile,ID,0.0327868852459016,30959,,SMB,,,,,engineering,3,Technical Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357,1 +18892,0.75,/ / Chile,ID,0.0327868852459016,30959,,SMB,,,,,engineering,3,Technical Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357,0 21281,0.0,/ / Peru,ID,0.0422535211267605,15067,,Enterprise,,,,,community and social services,36,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 -16457,0.25,Via al Pian 1 / Cadenazzo / Italy,AS,,13339,Specifier/ Influencer,SMB,33.0,,,,support,3,,vrf,,,Via al Pian 1 / Cadenazzo / Italy,manager,LGEIS,,0,0,,,,,341,1 +16457,0.25,Via al Pian 1 / Cadenazzo / Italy,AS,,13339,Specifier/ Influencer,SMB,33.0,,,,support,3,,vrf,,,Via al Pian 1 / Cadenazzo / Italy,manager,LGEIS,,0,0,,,,,341,0 13330,0.25,/ LUCKNOW / India,AS,,47466,End Customer,Enterprise,19.0,,,,,20,Quotation or Purchase Consultation,multi-split,,,/ LUCKNOW / India,none,LGEIL,,0,0,,,,,115,0 16081,0.25,Santa ana 2 mza 24 casa 5 / AR / United States,AS,,36749,,Enterprise,,,,,,95,Others,,,,Santa ana 2 mza 24 casa 5 / AR / United States,none,LGEUS,,0,0,,,,,731,0 5648,0.5,/ São Paulo / Brazil,AS,,24909,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -844,8 +844,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18401,0.0,/ / Peru,ID,0.0327868852459016,20583,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 19984,1.0,/ Torres / Brazil,AS,0.004,28715,End Customer,Enterprise,,,,,others,132,Quotation or Purchase Consultation,single-split,,,/ Torres / Brazil,partner,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Sports Entertainment,97,0 3651,1.0,/ Leyte / Philippines,AS,,3778,End Customer,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,single-split,,,/ Leyte / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616,0 -9603,1.0,/ Bangalore / India,ID,,41410,End Customer,SMB,,,,,healthcare services,62,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch,55EW5TF,/ Bangalore / India,associate/analyst,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,146,0 -258,1.0,/ / U.A.E,ID,0.075,23514,End Customer,SMB,,1.0,,1.0,arts and design,38,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,227,0 +9603,1.0,/ Bangalore / India,ID,,41410,End Customer,SMB,,,,,healthcare services,62,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch,55EW5TF,/ Bangalore / India,associate/analyst,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,146,1 +258,1.0,/ / U.A.E,ID,0.075,23514,End Customer,SMB,,1.0,,1.0,arts and design,38,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,227,1 20505,1.0,/ mexico / Mexico,ID,0.1241217798594847,1127,Channel Partner,Enterprise,,1.0,,1.0,operations,56,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with NanoCell Display,65UR577H (NA),/ mexico / Mexico,partner,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 7626,1.0,//India,IT,,38272,Channel Partner,SMB,,,,,administrative,30,OEM/ODM Request,monitor,,,//India,ceo/founder,LGEIL,more than a year,0,0,,,,,388,0 21055,1.0,/ Santiago / Chile,ID,0.0476190476190476,14288,End Customer,Enterprise,0.0,,,,others,94,Quotation or Purchase Consultation,interactive signage,TA3E Series,32TA3E,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,1 @@ -853,29 +853,29 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20632,1.0,/Cebu/Philippines,ID,0.1818181818181818,32073,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268,0 6819,0.25,1325 N Walker Ave / OK / United States,AS,,45750,,SMB,,,,,,149,Product Information,,,,1325 N Walker Ave / OK / United States,none,LGEUS,,0,0,,,,,730,0 3034,1.0,/ Lucknow / India,ID,,37680,,Enterprise,,,,,consulting,6,Technical Consultation,interactive signage,,,/ Lucknow / India,director,LGEIL,more than a year,0,0,,,,,174,0 -8771,1.0,/ Solana Beach / United States,ID,0.6153846153846154,8885,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,/ Solana Beach / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,500,0 +8771,1.0,/ Solana Beach / United States,ID,0.6153846153846154,8885,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,/ Solana Beach / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,500,1 8590,0.25,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,IT,0.6428571428571429,8584,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,4650 W Sunset Blvd # 81 Medical / Los Angeles / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,567,1 10396,1.0,/Villavicencio/Colombia,AS,0.0039370078740157,19693,Specifier/ Influencer,Enterprise,,,,,engineering,548,Quotation or Purchase Consultation,etc.,,,/Villavicencio/Colombia,associate/analyst,LGECB,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,649,0 3273,0.5,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",ID,,8039,Channel Partner,SMB,5.0,,,,,703,Technical Consultation,,,,"4401 Bretton Ct NW, Bldg 2 Ste 1 / Acworth /",none,LGEUS,less than 3 months,0,0,,,,,310,0 -16096,0.25,/ المدينه المنوره / Saudi Arabia,AS,,27626,End Customer,Enterprise,,,,,,38,Quotation or Purchase Consultation,chiller,,,/ المدينه المنوره / Saudi Arabia,none,LGESJ,,0,0,,,,,6,1 +16096,0.25,/ المدينه المنوره / Saudi Arabia,AS,,27626,End Customer,Enterprise,,,,,,38,Quotation or Purchase Consultation,chiller,,,/ المدينه المنوره / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 9399,1.0,/ / Greece,ID,0.0416666666666666,46962,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476,1 13397,0.25,/ Noida / India,AS,,12080,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 -11086,1.0,/ / Hong Kong,ID,0.0843373493975903,19859,End Customer,SMB,,1.0,,1.0,others,278,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,195,0 +11086,1.0,/ / Hong Kong,ID,0.0843373493975903,19859,End Customer,SMB,,1.0,,1.0,others,278,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,195,1 9405,1.0,/ Bangalore / India,ID,0.036036036036036,44341,End Customer,SMB,,,,,engineering,65,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (ASIA),/ Bangalore / India,trainee,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,146,1 -17428,1.0,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,AS,,46960,End Customer,Enterprise,3.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,entry level,LGEHS,more than a year,0,0,,,,,1037,1 +17428,1.0,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,AS,,46960,End Customer,Enterprise,3.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,ΜΕΣΟΓΕΙΩΝ 85 / / Greece,entry level,LGEHS,more than a year,0,0,,,,,1037,0 20769,1.0,/ São Bernardo do Campo / Brazil,ID,0.0476190476190476,13368,End Customer,SMB,,,,,information technology,20,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,0 9020,0.25,/ / United States,ID,0.1186440677966101,6804,Service Partner,Enterprise,,,,,business development,58,,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,ceo/founder,LGEUS,,0,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,205,0 -21046,0.0,/ / Spain,ID,0.025,16590,End Customer,Enterprise,,,,,others,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 -19825,0.0,/ / Brazil,ID,0.0732484076433121,6815,End Customer,SMB,4.0,,,,operations,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,317,1 +21046,0.0,/ / Spain,ID,0.025,16590,End Customer,Enterprise,,,,,others,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 +19825,0.0,/ / Brazil,ID,0.0732484076433121,6815,End Customer,SMB,4.0,,,,operations,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,317,0 15991,0.25,/ Amman / Jordan,AS,,19796,,SMB,,,,,,22,Quotation or Purchase Consultation,,,,/ Amman / Jordan,none,LGELF,,0,0,,,,,105,0 -10705,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 +10705,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 17546,0.25,/ / United States,IT,,18030,,Enterprise,4.0,,,,,40,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,194,0 9713,0.25,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree St Ne Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -9223,1.0,/ / India,ID,,42479,End Customer,Enterprise,,1.0,,1.0,purchasing,25,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,165,0 +9223,1.0,/ / India,ID,,42479,End Customer,Enterprise,,1.0,,1.0,purchasing,25,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,165,1 1266,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,27795,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 -10011,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10011,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9258,0.25,/ Denver / United States,ID,,4378,,Enterprise,,1.0,,1.0,,149,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205,0 -4818,0.25,/Delhi/India,AS,,10779,Specifier/ Influencer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Delhi/India,none,LGEIL,,0,0,,,,,608,0 +4818,0.25,/Delhi/India,AS,,10779,Specifier/ Influencer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/Delhi/India,none,LGEIL,,0,0,,,,,608,1 2293,1.0,/ / South Africa,ID,,113,End Customer,SMB,,,,,marketing,100,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 21263,0.75,/ / Chile,ID,0.0422535211267605,9722,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,357,0 4429,0.25,/ Lucknow / India,AS,,47466,End Customer,Enterprise,19.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Lucknow / India,none,LGEIL,,0,0,,,,,22,0 @@ -891,10 +891,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14677,0.25,/ / Brazil,AS,,46454,,Enterprise,,,,,,80,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,97,0 17086,0.75,/ Santiago / Chile,AS,,9200,End Customer,SMB,,,,,operations,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 13158,1.0,/ Barranquilla / Colombia,AS,,5717,Channel Partner,Enterprise,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,39,0 -1596,1.0,/Bangalore/India,ID,,42922,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 +1596,1.0,/Bangalore/India,ID,,42922,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,1 6755,0.25,322 S Sandalwood Ave / CA / United States,AS,,32245,,Enterprise,1.0,,,,,266,Product Information,,,,322 S Sandalwood Ave / CA / United States,none,LGEUS,,0,0,,,,,731,0 -144,0.75,/ Thiruvananthapuram / India,ID,0.0575342465753424,8050,End Customer,SMB,1.0,1.0,,1.0,engineering,238,Technical Consultation,hotel tv,,,/ Thiruvananthapuram / India,associate/analyst,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,224,0 -10774,1.0,/ / Hong Kong,ID,0.0843373493975903,36881,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 +144,0.75,/ Thiruvananthapuram / India,ID,0.0575342465753424,8050,End Customer,SMB,1.0,1.0,,1.0,engineering,238,Technical Consultation,hotel tv,,,/ Thiruvananthapuram / India,associate/analyst,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,224,1 +10774,1.0,/ / Hong Kong,ID,0.0843373493975903,36881,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,1 13009,1.0,/Ciudad de México/Mexico,AS,,21282,End Customer,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,multi-split,,,/Ciudad de México/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 20686,0.25,/ Pueblo / United States,ID,,18873,,Enterprise,,,,,,19,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pueblo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 2189,1.0,/ Kanpur / India,ID,,45452,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -909,46 +909,46 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14169,0.25,/ rio de janeiro / Brazil,AS,,46478,End Customer,SMB,,,,,engineering,3,,,,,/ rio de janeiro / Brazil,director,LGESP,,0,0,,,,,97,0 373,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 10732,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,21213,Specifier/ Influencer,Enterprise,57.0,1.0,,1.0,information technology,553,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Healthcare,212,0 -1090,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -1192,1.0,/ Tekkali / India,ID,0.0575342465753424,10111,End Customer,Enterprise,,1.0,,1.0,information technology,140,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,65EJ5E-B,/ Tekkali / India,partner,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,265,0 +1090,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +1192,1.0,/ Tekkali / India,ID,0.0575342465753424,10111,End Customer,Enterprise,,1.0,,1.0,information technology,140,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,65EJ5E-B,/ Tekkali / India,partner,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,265,1 13725,0.25,/ Maceió / Brazil,AS,,20169,End Customer,Enterprise,,,,,engineering,3,,,,,/ Maceió / Brazil,manager,LGESP,,0,0,,,,,97,0 16850,0.5,/ cebu city / Philippines,AS,,21738,End Customer,Enterprise,1.0,,,,engineering,3,,,,,/ cebu city / Philippines,none,LGEPH,less than 3 months,0,0,,,,,120,0 15628,0.5,/ Panama oeste / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Panama oeste / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 5926,0.5,/ São Paulo / Brazil,AS,,26922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 3912,1.0,/ Makati / Philippines,AS,,1485,End Customer,Enterprise,0.0,,,,accounting,4,Quotation or Purchase Consultation,chiller,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -10444,1.0,/São Paulo/Brazil,ID,0.0749486652977412,14449,Channel Partner,SMB,,1.0,,1.0,administrative,416,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +10444,1.0,/São Paulo/Brazil,ID,0.0749486652977412,14449,Channel Partner,SMB,,1.0,,1.0,administrative,416,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 20183,1.0,/DF/Brazil,AS,0.004,3548,End Customer,SMB,,,,,purchasing,253,Quotation or Purchase Consultation,single-split,,,/DF/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Gas Station,97,0 7505,0.75,/ Cairo / Egypt,AS,,24758,End Customer,Enterprise,,,,,,19,,,,,/ Cairo / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51,0 13752,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,Enterprise,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 9282,0.25,/ State College / United States,ID,,28747,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ State College / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 1446,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,information technology,73,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 -9940,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9940,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20633,1.0,/CEBU/Philippines,ID,0.1818181818181818,32072,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/CEBU/Philippines,entry level,LGEPH,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,268,0 11016,1.0,/ Cuiabá / Brazil,ID,0.0749486652977412,25893,End Customer,Enterprise,,1.0,,1.0,marketing,183,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,,/ Cuiabá / Brazil,partner,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278,1 12323,0.75,/ / Greece,AS,,12816,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ / Greece,none,LGEHS,6 months ~ 9 months,0,0,,,,,1025,0 -3711,0.5,/ Makassar / Indonesia,AS,,27558,End Customer,SMB,2.0,,,,engineering,2,,vrf,,,/ Makassar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +3711,0.5,/ Makassar / Indonesia,AS,,27558,End Customer,SMB,2.0,,,,engineering,2,,vrf,,,/ Makassar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 3723,0.75,/ Jakarta Barat / Indonesia,AS,,33895,Specifier/ Influencer,Enterprise,8.0,,,,engineering,1,,vrf,,,/ Jakarta Barat / Indonesia,trainee,LGEIN,less than 3 months,0,0,,,,,723,0 1943,1.0,/ Nizamabad / India,ID,,12966,,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,,,/ Nizamabad / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -8815,1.0,/Western Cape/South Africa,ID,0.0869565217391304,22638,End Customer,SMB,,,,,education,208,Request for Partnership,video wall signage,,,/Western Cape/South Africa,director,LGESA,6 months ~ 9 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,151,0 +8815,1.0,/Western Cape/South Africa,ID,0.0869565217391304,22638,End Customer,SMB,,,,,education,208,Request for Partnership,video wall signage,,,/Western Cape/South Africa,director,LGESA,6 months ~ 9 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,151,1 9583,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 -11134,1.0,/Umuarama /Brazil,ID,,12130,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,hotel tv,,,/Umuarama /Brazil,partner,LGESP,9 months ~ 1 year,0,0,,,,,487,0 +11134,1.0,/Umuarama /Brazil,ID,,12130,End Customer,SMB,,,,,engineering,95,Quotation or Purchase Consultation,hotel tv,,,/Umuarama /Brazil,partner,LGESP,9 months ~ 1 year,0,0,,,,,487,1 1354,1.0,/ Ranchi / India,ID,,3221,,SMB,,,,,administrative,7,Quotation or Purchase Consultation,,,,/ Ranchi / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 8316,0.0,/ / Peru,ID,0.0327868852459016,8249,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 15056,0.5,/ Valparaíso / Chile,AS,,18628,Specifier/ Influencer,Enterprise,,,,,others,3,,heating,,,/ Valparaíso / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 7035,0.25,20755 WILLIAMSON / MI / United States,AS,,12891,,SMB,3.0,,,,,101,Media Inquiry,,,,20755 WILLIAMSON / MI / United States,none,LGEUS,,0,0,,,,,731,0 -2919,0.75,/ / United States,ID,,16118,End Customer,SMB,0.0,,,,information technology,168,Quotation or Purchase Consultation,led signage,LG LED All-in-One,LAEC015-GN2,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,369,0 +2919,0.75,/ / United States,ID,,16118,End Customer,SMB,0.0,,,,information technology,168,Quotation or Purchase Consultation,led signage,LG LED All-in-One,LAEC015-GN2,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,369,1 2547,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -16727,0.25,/ / Italy,AS,,26924,Specifier/ Influencer,SMB,,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +16727,0.25,/ / Italy,AS,,26924,Specifier/ Influencer,SMB,,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,0 5366,0.5,/São Paulo/Brazil,AS,,18633,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 -20724,0.25,/ Cascavel / Brazil,ID,0.25,26141,End Customer,Enterprise,,,,,sales,15,,high brightness signage,Outdoor Display,,/ Cascavel / Brazil,ceo/founder,LGESP,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316,1 +20724,0.25,/ Cascavel / Brazil,ID,0.25,26141,End Customer,Enterprise,,,,,sales,15,,high brightness signage,Outdoor Display,,/ Cascavel / Brazil,ceo/founder,LGESP,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316,0 8419,1.0,/Epping/Australia,IT,,2201,End Customer,SMB,,,,,information technology,195,Quotation or Purchase Consultation,monitor,,,/Epping/Australia,associate/analyst,LGEAP,less than 3 months,1,0,0.0005719551277132,,education,K12 Kindergarten & Schools,424,0 7348,0.75,/ Denpasar / Indonesia,AS,,25343,End Customer,Enterprise,,,,,others,5,,vrf,,,/ Denpasar / Indonesia,others,LGEIN,more than a year,0,0,,,,,122,0 -7124,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +7124,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 13012,0.75,/Cdmx/Mexico,AS,,35130,Specifier/ Influencer,Enterprise,,,,,legal,3,,heating,,,/Cdmx/Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 16814,0.75,/ / Philippines,AS,,838,Specifier/ Influencer,Enterprise,0.0,,,,real estate,3,,,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 1518,1.0,/ Lucknow / India,ID,,1418,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -1082,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -9758,0.25,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,IT,,21256,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +1082,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +9758,0.25,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,IT,,21256,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,3836 Dekalb Technology Pkwy Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 4347,0.25,/ hyderabad / India,AS,,24255,End Customer,Enterprise,,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,4,1 19699,1.0,/ Americana / Brazil,ID,0.0732484076433121,12376,Service Partner,SMB,,,,,administrative,91,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Americana / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279,0 20426,0.0,Hospitality / / United States,ID,,29719,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 @@ -957,35 +957,35 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3833,0.75,/ Nizwa / Oman,AS,,5597,Specifier/ Influencer,Enterprise,,,,,engineering,2,,etc.,,,/ Nizwa / Oman,associate/analyst,LGEGF,less than 3 months,0,0,,,,,727,0 21159,1.0,/ PR/Cascavel / Brazil,AS,,10435,End Customer,Enterprise,,,,,accounting,83,Quotation or Purchase Consultation,etc.,,,/ PR/Cascavel / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 14721,0.25,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Sao Paulo / Brazil,partner,LGESP,,0,0,,,,,97,0 -17222,1.0,/ HO CHI MINH / Vietnam,AS,,35622,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HO CHI MINH / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 -9202,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,0 +17222,1.0,/ HO CHI MINH / Vietnam,AS,,35622,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ HO CHI MINH / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 +9202,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,1 6694,0.25,244 whetstone / CA / United States,AS,,10385,,Enterprise,,,,,,15,Services,,,,244 whetstone / CA / United States,none,LGEUS,,0,0,,,,,731,0 897,0.25,Corporate / /,ID,0.0446428571428571,29734,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 15553,0.5,/ Leon Guanajuato / Mexico,AS,,18518,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Leon Guanajuato / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 16035,0.0,/ София / Bulgaria,AS,,46974,Channel Partner,SMB,,,,,others,3,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710,0 -4201,0.25,/ Navi Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Navi Mumbai / India,none,LGEIL,,0,0,,,,,2,1 -442,0.25,//United States,ID,0.0446428571428571,8830,,SMB,,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 +4201,0.25,/ Navi Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Navi Mumbai / India,none,LGEIL,,0,0,,,,,2,0 +442,0.25,//United States,ID,0.0446428571428571,8830,,SMB,,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,0 14410,0.25,/ AM//Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,246,Quotation or Purchase Consultation,single-split,,,/ AM//Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 19625,1.0,/ SAO PAULO / Brazil,ID,0.0732484076433121,4723,End Customer,SMB,,,,,others,221,Quotation or Purchase Consultation,standard signage,UH5F Series,55UH5F-B,/ SAO PAULO / Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,1 17151,1.0,/Śląskie /Poland,AS,,43691,Specifier/ Influencer,SMB,,,,,arts and design,106,Quotation or Purchase Consultation,etc.,,,/Śląskie /Poland,ceo/founder,LGEPL,less than 3 months,0,0,,,,,694,0 16276,0.25,Strada dei Palazzi 5D / Torgiano Brufa / Italy,AS,,21597,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Strada dei Palazzi 5D / Torgiano Brufa / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 -8603,0.25,14334 E Layton Pl Medical / Denver / United States,IT,0.6428571428571429,1568,End Customer,Enterprise,,,,,,32,Quotation or Purchase Consultation,,,,14334 E Layton Pl Medical / Denver / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,833,1 +8603,0.25,14334 E Layton Pl Medical / Denver / United States,IT,0.6428571428571429,1568,End Customer,Enterprise,,,,,,32,Quotation or Purchase Consultation,,,,14334 E Layton Pl Medical / Denver / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Others,833,0 19556,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,482,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480,1 8079,0.75,/ / Australia,ID,0.1162790697674418,10929,End Customer,SMB,0.0,,,,engineering,134,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),307,0 -20335,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20335,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 3439,1.0,/ Surat / India,ID,,19090,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,,,,/ Surat / India,associate/analyst,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 19148,0.75,/Bogotá/Colombia,IT,0.3333333333333333,21147,End Customer,SMB,3.0,,,,engineering,144,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Bogotá/Colombia,associate/analyst,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,837,1 -10865,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10865,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 6364,0.25,/ Poznań / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,20,Quotation or Purchase Consultation,heating,,,/ Poznań / Poland,none,LGEPL,,0,0,,,,,754,0 21213,1.0,/ جده / Saudi Arabia,AS,,25309,End Customer,Enterprise,3.0,,,,others,5,Quotation or Purchase Consultation,etc.,,,/ جده / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13,0 3249,0.5,/ shenzhen /,ID,,22632,Channel Partner,SMB,,,,,,2,Quotation or Purchase Consultation,,,,/ shenzhen /,none,LGEUS,less than 3 months,0,0,,,,,194,0 21117,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42,0 5993,0.5,/ A 94753 9 / Brazil,AS,,38685,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ A 94753 9 / Brazil,others,LGESP,,0,0,,,,,97,0 -20128,1.0,/ Warszawa / Poland,AS,,34192,End Customer,SMB,,,,,business development,608,Quotation or Purchase Consultation,single-split,,,/ Warszawa / Poland,associate/analyst,LGEPL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,694,0 +20128,1.0,/ Warszawa / Poland,AS,,34192,End Customer,SMB,,,,,business development,608,Quotation or Purchase Consultation,single-split,,,/ Warszawa / Poland,associate/analyst,LGEPL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,694,1 8638,1.0,/ / Saudi Arabia,ID,,12850,End Customer,SMB,,,,,real estate,74,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,209,0 11414,1.0,/ / Saudi Arabia,ID,,777,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,0,0,,,,,295,0 9546,1.0,//United States,ID,0.8333333333333334,43693,End Customer,SMB,,,,,arts and design,37,Request for Partnership,special signage,Ultra Stretch Signage,86BH5F-M,//United States,ceo/founder,LGEUS,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 -9991,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9991,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 6678,0.25,2349 Solomons Island Rd / MD / United States,AS,,42616,,SMB,0.0,,,,,223,Services,,,,2349 Solomons Island Rd / MD / United States,none,LGEUS,,0,0,,,,,731,0 14939,0.25,/ / Thailand,AS,,47334,,Enterprise,,,,,education,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753,0 10056,0.25,1550 E Glenn Ave Cloud IT / Auburn University / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E Glenn Ave Cloud IT / Auburn University / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 @@ -994,7 +994,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 17499,0.75,5310 Cypress Center Drive Suite 200 /Tampa/United States,IT,,22262,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,5310 Cypress Center Drive Suite 200 /Tampa/United States,none,LGEUS,less than 3 months,0,0,,,,,310,0 2282,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 21113,1.0,/ REIBEIRÃO PRETO-SP / Brazil,AS,,23539,End Customer,Enterprise,,,,,others,53,Quotation or Purchase Consultation,single-split,,,/ REIBEIRÃO PRETO-SP / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 -12337,0.75,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0,1 +12337,0.75,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0,0 20341,1.0,/ Alfredo Chaves / Brazil,ID,0.1241217798594847,32969,End Customer,SMB,,1.0,,1.0,entrepreneurship,79,Quotation or Purchase Consultation,hotel tv,,,/ Alfredo Chaves / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 6034,0.5,/ São Paulo / Brazil,AS,,31922,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 2423,0.75,/ / United States,ID,,28327,End Customer,SMB,,,,,administrative,42,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,371,0 @@ -1005,31 +1005,31 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9075,0.5,/ / Hong Kong,ID,0.1184210526315789,130,Channel Partner,SMB,0.0,,,,marketing,24,,high brightness signage,Outdoor Display,,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,195,0 6578,0.25,/ Brooklyn / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Brooklyn / United States,none,LGEUS,,0,0,,,,,730,0 2710,1.0,/ / U.A.E,ID,,893,End Customer,SMB,,,,,media and communication,63,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,director,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 -9721,0.25,1581 Beech Springs Rd Cloud IT / Greenfield / United States,IT,,18698,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1581 Beech Springs Rd Cloud IT / Greenfield / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 -9548,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,0 +9721,0.25,1581 Beech Springs Rd Cloud IT / Greenfield / United States,IT,,18698,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1581 Beech Springs Rd Cloud IT / Greenfield / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +9548,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,1 19804,0.25,/ / Brazil,ID,0.0732484076433121,37255,End Customer,SMB,,,,,sales,29,,,,,/ / Brazil,ceo/founder,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 10076,0.25,1550 E. Glenn Ave. Cloud IT / Auburn / United States,IT,,4784,End Customer,SMB,3.0,,,,,23,Quotation or Purchase Consultation,,,,1550 E. Glenn Ave. Cloud IT / Auburn / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 16414,0.25,/ / Italy,AS,,25405,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Italy,manager,LGEIS,,0,0,,,,,341,0 6150,0.25,/ São Paulo / Brazil,AS,,28419,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -13203,0.25,/ Cebu / Philippines,AS,,165,Specifier/ Influencer,Enterprise,,,,,arts and design,3,,,,,/ Cebu / Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 +13203,0.25,/ Cebu / Philippines,AS,,165,Specifier/ Influencer,Enterprise,,,,,arts and design,3,,,,,/ Cebu / Philippines,associate/analyst,LGEPH,,0,0,,,,,8,0 3528,1.0,/ Ludhiana / India,ID,,23489,,Enterprise,4.0,,,,engineering,3,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 19736,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,27060,End Customer,SMB,,,,,business development,35,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279,1 17459,0.75,1600 w loop S / houston /,IT,,42067,End Customer,SMB,0.0,,,,,3,Quotation or Purchase Consultation,,,,1600 w loop S / houston /,none,LGEUS,3 months ~ 6 months,0,0,,,,,194,0 5602,0.5,/ Arujá / Brazil,AS,,31980,,SMB,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Arujá / Brazil,others,LGESP,,0,0,,,,,97,0 -11842,0.5,/ Bodh Gaya / India,ID,,12622,,Enterprise,,,,,education,3,Others,,,,/ Bodh Gaya / India,others,LGEIL,,0,0,,,,,164,0 +11842,0.5,/ Bodh Gaya / India,ID,,12622,,Enterprise,,,,,education,3,Others,,,,/ Bodh Gaya / India,others,LGEIL,,0,0,,,,,164,1 351,0.5,//United States,ID,0.0446428571428571,44719,End Customer,Enterprise,5.0,1.0,,1.0,consulting,63,Quotation or Purchase Consultation,standard signage,LT340C Series,28LT340C (CIS),//United States,ceo/founder,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,205,1 178,1.0,/ Doha / Qatar,ID,0.075,30535,Channel Partner,SMB,,1.0,,1.0,sales,86,Quotation or Purchase Consultation,interactive signage,,,/ Doha / Qatar,associate/analyst,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,320,0 -19816,0.0,/ / Brazil,ID,0.0732484076433121,45685,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 -19604,1.0,/ Canela / RS / Brazil,ID,0.0732484076433121,32857,Service Partner,SMB,,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Canela / RS / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 +19816,0.0,/ / Brazil,ID,0.0732484076433121,45685,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 +19604,1.0,/ Canela / RS / Brazil,ID,0.0732484076433121,32857,Service Partner,SMB,,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Canela / RS / Brazil,partner,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,0 8928,0.75,/ Eureka / United States,ID,0.1186440677966101,9452,,SMB,17.0,,,,purchasing,22,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Eureka / United States,none,LGEUS,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,311,0 -20980,0.0,/ / Spain,ID,0.025,9607,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20980,0.0,/ / Spain,ID,0.025,9607,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 11023,1.0,/ Małopolska / Poland,ID,0.0199004975124378,39255,Service Partner,SMB,,1.0,,1.0,operations,431,Quotation or Purchase Consultation,led signage,Digital Floor Series,,/ Małopolska / Poland,director,LGEPL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,343,1 20760,1.0,/ Botucatu / Brazil,ID,0.0476190476190476,32613,End Customer,SMB,,,,,administrative,106,Request for Partnership,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Botucatu / Brazil,partner,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,1 8482,1.0,/ Rancho Palos Verdes / United States,ID,,6300,,Enterprise,,,,,healthcare services,58,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Rancho Palos Verdes / United States,manager,LGEUS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 5931,0.5,/ São Paulo / Brazil,AS,,7886,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -18980,1.0,/ Rio de Janeiro / Brazil,AS,0.0681818181818181,39371,End Customer,SMB,,,,,engineering,97,Others,multi-split,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,97,1 +18980,1.0,/ Rio de Janeiro / Brazil,AS,0.0681818181818181,39371,End Customer,SMB,,,,,engineering,97,Others,multi-split,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,97,0 7138,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,finance,40,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 -17629,0.0,/ / Brazil,ID,0.0806916426512968,45685,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +17629,0.0,/ / Brazil,ID,0.0806916426512968,45685,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,0 1174,0.5,/ / United States,ID,0.0446428571428571,28160,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377,1 19696,0.75,via tortona 37 / Milano / Italy,ID,,4313,Specifier/ Influencer,SMB,0.0,,,,product management,405,Quotation or Purchase Consultation,led signage,,,via tortona 37 / Milano / Italy,manager,LGEIS,,0,1,0.0011827288932506,0.0498402555910543,retail,,302,0 992,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 @@ -1038,26 +1038,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13489,0.0,/ / India,AS,,16996,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 3166,0.5,//United States,ID,,5072,Channel Partner,SMB,,,,,product management,113,Quotation or Purchase Consultation,standard signage,UHD TV Signage,65UR640S (ASIA),//United States,manager,LGEUS,,0,0,,,,,360,0 20461,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -19838,0.0,/ / Brazil,ID,0.0732484076433121,28519,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19838,0.0,/ / Brazil,ID,0.0732484076433121,28519,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 13868,0.25,/ São Paulo / Brazil,AS,,22587,End Customer,SMB,40.0,,,,engineering,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 13020,0.75,/ lima / Peru,AS,,8038,End Customer,SMB,,,,,engineering,3,,vrf,,,/ lima / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,741,0 1939,1.0,/ Gorakhpur / India,ID,,17062,,Enterprise,2.0,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 20462,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 2358,1.0,/ / Egypt,ID,,3846,End Customer,SMB,,,,,arts and design,39,Technical Consultation,led signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 11738,0.0,/ / India,ID,,5128,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -9980,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -3100,0.5,/ Pune / India,ID,,5412,End Customer,Enterprise,,,,,sales,4,Quotation or Purchase Consultation,standard signage,,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148,1 +9980,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +3100,0.5,/ Pune / India,ID,,5412,End Customer,Enterprise,,,,,sales,4,Quotation or Purchase Consultation,standard signage,,,/ Pune / India,none,LGEIL,less than 3 months,0,0,,,,,148,0 15438,0.5,/Hồ Chí Minh/Vietnam,AS,,39362,Specifier/ Influencer,Enterprise,,,,,engineering,18,Quotation or Purchase Consultation,single-split,,,/Hồ Chí Minh/Vietnam,entry level,LGEVH,,0,0,,,,,702,0 11298,0.75,/ / Brazil,ID,,13679,,Enterprise,,,,,media and communication,3,Request for Partnership,,,,/ / Brazil,none,LGESP,3 months ~ 6 months,0,0,,,,,317,0 -8680,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,1 +8680,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,0 21270,0.0,/ / India,ID,,3686,,Enterprise,,,,,support,3,,,,,/ / India,none,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,174,0 -2119,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,0 +2119,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,1 8191,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560,1 11130,1.0,/ Rajnagar / India,ID,,15536,,Enterprise,,,,,engineering,12,Technical Consultation,interactive signage,,,/ Rajnagar / India,trainee,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 7767,0.5,/ Nellis AFB /,IT,,44228,End Customer,SMB,0.0,,,,,124,Quotation or Purchase Consultation,,,,/ Nellis AFB /,none,LGEUS,3 months ~ 6 months,0,0,,,,,334,1 6462,0.5,/Cairo/Egypt,AS,,832,,Enterprise,,,,,operations,14,Quotation or Purchase Consultation,vrf,,,/Cairo/Egypt,director,LGEEG,,0,0,,,,,51,0 12425,1.0,/ Rio de janeiro / Brazil,AS,,20716,,Enterprise,,,,,operations,11,Trainings,single-split,,,/ Rio de janeiro / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 -20333,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20333,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 9186,1.0,/ SABANETA / Colombia,IT,,6271,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,monitor,,,/ SABANETA / Colombia,manager,LGECB,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,231,0 8986,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371,0 16031,0.0,/ Пловдив / Bulgaria,AS,,46972,Specifier/ Influencer,SMB,,,,,others,3,,,,,/ Пловдив / Bulgaria,none,LGEMK,,0,0,,,,,710,0 @@ -1072,14 +1072,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8910,1.0,/ / Argentina,ID,0.0732484076433121,10369,,SMB,32.0,,,,human resources,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 4327,0.25,/ Hyderabad / India,AS,,22930,End Customer,SMB,,,,,,41,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 20141,0.5,Carrera 18 N. 48-52 / Bucaramanga / Colombia,AS,0.004,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,etc.,,,Carrera 18 N. 48-52 / Bucaramanga / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 -16589,0.0,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,,3,,vrf,,,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",none,LGEIS,,0,0,,,,,341,1 +16589,0.0,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,,3,,vrf,,,"Via Gregorio Ricci Curbastro, 29 / Roma (RM) / Italy",none,LGEIS,,0,0,,,,,341,0 1,1.0,/Rajahmundry /India,AS,0.0888888888888888,28522,End Customer,Enterprise,,,,,sales,44,Usage or Technical Consultation,multi-split,,,/Rajahmundry /India,partner,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,116,1 20728,0.0,/ / Peru,ID,0.25,14365,,Enterprise,0.0,,,,support,3,,,,,/ / Peru,none,LGEPR,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,258,0 -17577,1.0,/Santiago/Chile,ID,0.0806916426512968,17396,End Customer,SMB,,,,,marketing,279,Quotation or Purchase Consultation,one:quick series,,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 -3225,0.5,7125 W. Jefferson Ave / Lakewood /,ID,,14462,Channel Partner,SMB,1.0,,,,,151,Quotation or Purchase Consultation,,,,7125 W. Jefferson Ave / Lakewood /,none,LGEUS,9 months ~ 1 year,0,0,,,,,567,0 +17577,1.0,/Santiago/Chile,ID,0.0806916426512968,17396,End Customer,SMB,,,,,marketing,279,Quotation or Purchase Consultation,one:quick series,,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,1 +3225,0.5,7125 W. Jefferson Ave / Lakewood /,ID,,14462,Channel Partner,SMB,1.0,,,,,151,Quotation or Purchase Consultation,,,,7125 W. Jefferson Ave / Lakewood /,none,LGEUS,9 months ~ 1 year,0,0,,,,,567,1 1572,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 13614,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -17169,0.75,/ Cali / Colombia,AS,,3656,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cali / Colombia,manager,LGECB,less than 3 months,0,0,,,,,962,1 +17169,0.75,/ Cali / Colombia,AS,,3656,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cali / Colombia,manager,LGECB,less than 3 months,0,0,,,,,962,0 5142,0.5,/ São Paulo / Brazil,AS,,25633,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 12682,0.75,/Arequipa/Peru,AS,,1820,,Enterprise,,,,,engineering,3,,vrf,,,/Arequipa/Peru,entry level,LGEPR,more than a year,0,0,,,,,125,0 7431,1.0,//U.A.E,AS,,28572,End Customer,SMB,16.0,,,,engineering,29,Quotation or Purchase Consultation,etc.,,,//U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,78,0 @@ -1087,26 +1087,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11041,1.0,/ Ciudad de mexico / Mexico,ID,0.0749486652977412,22321,Channel Partner,SMB,,1.0,,1.0,engineering,65,Quotation or Purchase Consultation,standard signage,UH5F-H Series,98UH5F-H,/ Ciudad de mexico / Mexico,manager,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,263,0 19011,1.0,/ Mato Grosso - Alta Floresta / Brazil,AS,0.0681818181818181,3649,End Customer,Enterprise,,,,,healthcare services,184,Quotation or Purchase Consultation,vrf,,,/ Mato Grosso - Alta Floresta / Brazil,director,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Clinic,680,0 5007,0.5,/ / Brazil,AS,,39482,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97,0 -19886,0.25,/ / Argentina,ID,0.0732484076433121,38492,,Enterprise,0.0,,,,program and project management,11,,,,,/ / Argentina,manager,LGEAR,,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,325,1 +19886,0.25,/ / Argentina,ID,0.0732484076433121,38492,,Enterprise,0.0,,,,program and project management,11,,,,,/ / Argentina,manager,LGEAR,,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,325,0 14759,0.5,/ Aracaju - Sergipe / Brazil,AS,,26002,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Aracaju - Sergipe / Brazil,partner,LGESP,,0,0,,,,,97,0 -9060,0.25,/ / Greece,ID,,25354,Channel Partner,SMB,2.0,,,,education,5,,,,Integrated LSVP,/ / Greece,c-level executive,LGEHS,,0,0,0.0011827288932506,0.0498402555910543,retail,Cosmetics,593,1 +9060,0.25,/ / Greece,ID,,25354,Channel Partner,SMB,2.0,,,,education,5,,,,Integrated LSVP,/ / Greece,c-level executive,LGEHS,,0,0,0.0011827288932506,0.0498402555910543,retail,Cosmetics,593,0 14586,0.25,/ Paraná / Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,92,Quotation or Purchase Consultation,vrf,,,/ Paraná / Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 11601,0.5,/ Gandhidham / India,ID,,39146,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,interactive signage,,,/ Gandhidham / India,manager,LGEIL,,0,0,,,,,174,0 18362,0.0,/ / Peru,ID,0.0327868852459016,20575,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -18107,0.0,/ / Peru,ID,0.0327868852459016,46420,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +18107,0.0,/ / Peru,ID,0.0327868852459016,46420,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 4335,0.25,/ Hyderabad / India,AS,,40707,End Customer,Enterprise,,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 6116,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 72,1.0,/ Metro Manila / Philippines,AS,0.0666666666666666,41108,End Customer,SMB,,,,,engineering,355,Quotation or Purchase Consultation,control,,,/ Metro Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,0,1 6579,0.25,/ pompton lakes / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,209,Quotation or Purchase Consultation,multi-split,,,/ pompton lakes / United States,none,LGEUS,,0,0,,,,,730,0 -11271,1.0,/ / Brazil,ID,,29217,End Customer,SMB,,,,,engineering,119,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Brazil,director,LGESP,more than a year,0,0,,,,,480,0 +11271,1.0,/ / Brazil,ID,,29217,End Customer,SMB,,,,,engineering,119,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Brazil,director,LGESP,more than a year,0,0,,,,,480,1 15956,0.5,/ Cuenca / Ecuador,AS,,14013,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Cuenca / Ecuador,partner,LGEPS,less than 3 months,0,0,,,,,654,0 2277,0.75,/ / U.A.E,ID,,30746,Solution Eco-Partner,SMB,,,,,information technology,455,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,219,0 -19194,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,0 -16484,0.25,Via Borgo Eniano 38 / Montagnana / Italy,AS,,15797,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,Via Borgo Eniano 38 / Montagnana / Italy,entry level,LGEIS,,0,0,,,,,341,1 +19194,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,1 +16484,0.25,Via Borgo Eniano 38 / Montagnana / Italy,AS,,15797,Channel Partner,SMB,61.0,,,,sales,3,,vrf,,,Via Borgo Eniano 38 / Montagnana / Italy,entry level,LGEIS,,0,0,,,,,341,0 5753,0.5,/ Vitoria / Brazil,AS,,32294,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Vitoria / Brazil,others,LGESP,,0,0,,,,,97,0 9619,1.0,/ Kolkata / India,AS,,16452,End Customer,Enterprise,,,,,entrepreneurship,112,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,2,1 19256,0.25,/ / Singapore,ID,,47466,End Customer,Enterprise,10.0,,,,,3,,oled signage,,,/ / Singapore,entry level,LGESL,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,198,0 -292,1.0,/ / United States,ID,0.0446428571428571,1128,End Customer,SMB,,1.0,,1.0,marketing,60,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,348,0 +292,1.0,/ / United States,ID,0.0446428571428571,1128,End Customer,SMB,,1.0,,1.0,marketing,60,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,348,1 4528,0.25,/ Kharghar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,17,Quotation or Purchase Consultation,etc.,,,/ Kharghar / India,none,LGEIL,,0,0,,,,,115,0 12184,1.0,/ Bandung / Indonesia,AS,,11121,Specifier/ Influencer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Bandung / Indonesia,director,LGEIN,6 months ~ 9 months,0,0,,,,,670,0 7827,0.25,"1200 First Street, Ne 8Th Floor Education / Washington / United States",IT,,12597,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"1200 First Street, Ne 8Th Floor Education / Washington / United States",none,LGEUS,,0,0,,,,,374,0 @@ -1115,19 +1115,19 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14482,0.25,/ Salvador / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,57,Quotation or Purchase Consultation,etc.,,,/ Salvador / Brazil,none,LGESP,,0,0,,,,,97,0 6642,0.25,16424 Old Frederick Rd / MD / United States,AS,,19790,,SMB,,,,,,192,Services,,,,16424 Old Frederick Rd / MD / United States,none,LGEUS,,0,0,,,,,731,0 12928,1.0,/ Marabá/PA / Brazil,AS,,6967,Specifier/ Influencer,Enterprise,,,,,support,60,Quotation or Purchase Consultation,vrf,,,/ Marabá/PA / Brazil,trainee,LGESP,more than a year,0,0,,,,,97,0 -17745,1.0,/ Münster / Germany,IT,,11187,End Customer,SMB,,,,,others,521,Quotation or Purchase Consultation,,,,/ Münster / Germany,c-level executive,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,0 +17745,1.0,/ Münster / Germany,IT,,11187,End Customer,SMB,,,,,others,521,Quotation or Purchase Consultation,,,,/ Münster / Germany,c-level executive,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,1 21261,1.0,/ Cuiaba / Brazil,ID,0.0422535211267605,37784,End Customer,Enterprise,,,,,information technology,1132,Quotation or Purchase Consultation,led signage,,,/ Cuiaba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,342,1 10079,0.25,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,IT,,42910,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1131 Hwy 155 S. Cloud IT / Mcdonough / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 7418,0.75,/ PP / Cambodia,AS,,22600,,SMB,,,,,consulting,65,Quotation or Purchase Consultation,vrf,,,/ PP / Cambodia,none,LGETH,3 months ~ 6 months,0,0,,,,,684,0 19647,1.0,/ Bogota / Colombia,ID,0.0732484076433121,13921,End Customer,Enterprise,,,,,operations,23,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187,0 -19830,0.0,/ / Brazil,ID,0.0732484076433121,46009,Specifier/ Influencer,SMB,4.0,,,,media and communication,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19830,0.0,/ / Brazil,ID,0.0732484076433121,46009,Specifier/ Influencer,SMB,4.0,,,,media and communication,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 20415,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19600,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 4284,0.25,/ VISAKHAPATNAM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,etc.,,,/ VISAKHAPATNAM / India,none,LGEIL,,0,0,,,,,116,0 8996,1.0,/ / Romania,ID,,14743,End Customer,Enterprise,,,,,entrepreneurship,790,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Romania,ceo/founder,LGERO,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,303,0 12964,0.75,/ Medellin / Colombia,AS,,27671,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Medellin / Colombia,director,LGECB,3 months ~ 6 months,0,0,,,,,650,0 4511,0.25,/ Areraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ Areraj / India,none,LGEIL,,0,0,,,,,115,0 7246,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,14,Quotation or Purchase Consultation,vrf,,,/ makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -8884,1.0,/ / Georgia,ID,0.0491803278688524,12232,End Customer,Enterprise,,,,,administrative,51,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,/ / Georgia,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,907,0 +8884,1.0,/ / Georgia,ID,0.0491803278688524,12232,End Customer,Enterprise,,,,,administrative,51,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,/ / Georgia,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,907,1 8795,0.25,/ Phoenix / United States,ID,0.6153846153846154,20682,,Enterprise,,,,,,215,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Phoenix / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,333,1 10591,1.0,/ Bogota / Colombia,ID,0.0749486652977412,38736,End Customer,Enterprise,,1.0,,1.0,media and communication,30,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogota / Colombia,intern,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344,0 20328,1.0,viale Italia 598 / Sesto San Giovanni / Italy,ID,0.0169491525423728,5793,End Customer,SMB,,1.0,,1.0,information technology,65,Quotation or Purchase Consultation,hotel tv,,,viale Italia 598 / Sesto San Giovanni / Italy,manager,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 @@ -1138,7 +1138,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6909,0.25,121 park Ave. Suite 20 Williston / VT / United States,AS,,10349,,SMB,,,,,,220,Product Information,,,,121 park Ave. Suite 20 Williston / VT / United States,none,LGEUS,,0,0,,,,,731,0 4611,0.25,/ Ghaziabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ Ghaziabad / India,none,LGEIL,,0,0,,,,,115,0 18674,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -18975,0.75,/Loja/Ecuador,AS,0.0681818181818181,38807,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Loja/Ecuador,associate/analyst,LGEPS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,654,1 +18975,0.75,/Loja/Ecuador,AS,0.0681818181818181,38807,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Loja/Ecuador,associate/analyst,LGEPS,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,654,0 16043,0.25,/ Варна / Bulgaria,AS,,46982,Channel Partner,SMB,,,,,,3,,etc.,,,/ Варна / Bulgaria,partner,LGEMK,,0,0,,,,,710,0 1315,0.25,Rockefeller Plaza Cloud IT / Nyc / United States,IT,0.0434782608695652,46011,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Rockefeller Plaza Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 16785,1.0,/ Parañaque City / Philippines,AS,,14617,End Customer,Enterprise,0.0,,,,administrative,14,Quotation or Purchase Consultation,vrf,,,/ Parañaque City / Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,,,,,120,0 @@ -1146,16 +1146,16 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4920,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 14110,0.25,/ São José / Brazil,AS,,23628,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,chiller,,,/ São José / Brazil,entry level,LGESP,,0,0,,,,,97,0 20295,1.0,/ Cebu / Philippines,ID,,27986,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/ Cebu / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,268,0 -17214,1.0,/ Hồ Chí Minh / Vietnam,AS,,43492,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +17214,1.0,/ Hồ Chí Minh / Vietnam,AS,,43492,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 10514,1.0,/ BRASÍLIA / Brazil,ID,0.0749486652977412,43214,End Customer,SMB,,1.0,,1.0,others,90,Quotation or Purchase Consultation,webos,,,/ BRASÍLIA / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,342,1 522,0.25,Corporate / /,ID,0.0446428571428571,29993,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -9011,0.0,/ / Brazil,ID,0.0732484076433121,44885,End Customer,SMB,,,,,others,1,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,316,1 +9011,0.0,/ / Brazil,ID,0.0732484076433121,44885,End Customer,SMB,,,,,others,1,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,316,0 130,0.75,/ / Saudi Arabia,ID,0.075,15444,End Customer,SMB,,1.0,,1.0,legal,4,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,55EF5K-P,/ / Saudi Arabia,none,LGESJ,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Insurance,209,0 15078,0.5,/ santiago / Chile,AS,,18733,Specifier/ Influencer,SMB,,,,,information technology,3,,etc.,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728,0 432,0.0,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 20240,1.0,/ PIAUI / Brazil,AS,0.004,24187,End Customer,Enterprise,,,,,administrative,114,Quotation or Purchase Consultation,,,,/ PIAUI / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 11189,1.0,/ Dabhoi / India,ID,,19183,,Enterprise,,,,,accounting,19,Quotation or Purchase Consultation,interactive signage,,,/ Dabhoi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -12528,1.0,/ พระนครศรีอยุธยา / Thailand,AS,,47323,End Customer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ พระนครศรีอยุธยา / Thailand,others,LGETH,less than 3 months,0,0,,,,,1026,0 +12528,1.0,/ พระนครศรีอยุธยา / Thailand,AS,,47323,End Customer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ พระนครศรีอยุธยา / Thailand,others,LGETH,less than 3 months,0,0,,,,,1026,1 3240,0.5,31 east 31st. street Store front (ground floor) /New York City/,ID,,7701,Specifier/ Influencer,SMB,,,,,,131,Quotation or Purchase Consultation,,,,31 east 31st. street Store front (ground floor) /New York City/,none,LGEUS,less than 3 months,0,0,,,,,360,0 1357,1.0,/Karimganj/India,ID,,38263,,Enterprise,,,,,education,10,other_,interactive digital board,,,/Karimganj/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 12554,0.75,/ NSW / Australia,AS,,13733,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,none,LGEAP,less than 3 months,0,0,,,,,139,0 @@ -1169,27 +1169,27 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7498,0.75,/ القاهرة / Egypt,AS,,19280,End Customer,Enterprise,,,,,,34,,,,,/ القاهرة / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 7976,0.25,General / Lake Zurich / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Lake Zurich / United States,none,LGEUS,,0,0,,,,,375,1 7881,0.25,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,IT,,44259,,SMB,,,,,,43,Quotation or Purchase Consultation,,,,3838 Parkway Blvd Cloud IT / Salt Lake City / United States,none,LGEUS,,0,0,,,,,436,0 -2118,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,0 +2118,1.0,/ Patiala / India,ID,,32310,,Enterprise,,,,,education,85,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,trainee,LGEIL,less than 3 months,0,0,,,,,165,1 19196,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167,1 3274,0.5,/ /,ID,,44104,End Customer,SMB,,,,,,143,Others,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,194,0 -19814,0.0,/ / Brazil,ID,0.0732484076433121,45686,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 -9234,1.0,/ / Hong Kong,ID,,12543,End Customer,SMB,,1.0,,1.0,marketing,96,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,337,0 +19814,0.0,/ / Brazil,ID,0.0732484076433121,45686,Channel Partner,SMB,26.0,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 +9234,1.0,/ / Hong Kong,ID,,12543,End Customer,SMB,,1.0,,1.0,marketing,96,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Resort,337,1 21181,1.0,/ Marilândia do Sul Pr / Brazil,AS,,27116,End Customer,Enterprise,,,,,engineering,99,Quotation or Purchase Consultation,single-split,,,/ Marilândia do Sul Pr / Brazil,partner,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 -11071,1.0,/ Formosa / Argentina,ID,0.0749486652977412,12576,End Customer,Enterprise,,1.0,,1.0,business development,259,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Formosa / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,325,0 +11071,1.0,/ Formosa / Argentina,ID,0.0749486652977412,12576,End Customer,Enterprise,,1.0,,1.0,business development,259,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/ Formosa / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,325,1 8719,0.25,/ Kochi / India,AS,0.0677966101694915,23303,End Customer,Enterprise,,,,,,55,Quotation or Purchase Consultation,multi-split,,,/ Kochi / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 -10857,0.0,/ / Brazil,ID,0.0749486652977412,24619,End Customer,Enterprise,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10857,0.0,/ / Brazil,ID,0.0749486652977412,24619,End Customer,Enterprise,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 9538,1.0,/Middx/United Kingdom,ID,0.025,6205,End Customer,SMB,,,,,information technology,288,Quotation or Purchase Consultation,led signage,Flat OLED Signage,55EF5F-L,/Middx/United Kingdom,director,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,185,0 8612,0.5,200 S. Manchester STE 500 Medical/Orange/United States,IT,0.6428571428571429,43604,,SMB,0.0,,,,healthcare,140,Quotation or Purchase Consultation,,,,200 S. Manchester STE 500 Medical/Orange/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 11620,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174,0 5942,0.5,/ São Paulo / Brazil,AS,,3230,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -9679,1.0,/ Berlin / Germany,IT,,45900,End Customer,SMB,,,,,healthcare services,642,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,entry level,LGEDG,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,428,0 +9679,1.0,/ Berlin / Germany,IT,,45900,End Customer,SMB,,,,,healthcare services,642,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,entry level,LGEDG,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,428,1 490,0.25,Corporate / /,ID,0.0446428571428571,2961,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 678,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 2731,1.0,/ / South Africa,ID,,5871,End Customer,SMB,,,,,information technology,48,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 -16898,0.5,/ Purwokerto / Indonesia,AS,,42659,Specifier/ Influencer,Enterprise,,,,,engineering,14,,single-split,,,/ Purwokerto / Indonesia,none,LGEIN,more than a year,0,0,,,,,122,1 +16898,0.5,/ Purwokerto / Indonesia,AS,,42659,Specifier/ Influencer,Enterprise,,,,,engineering,14,,single-split,,,/ Purwokerto / Indonesia,none,LGEIN,more than a year,0,0,,,,,122,0 5047,0.25,/ Joinvielle / Brazil,AS,,6044,Specifier/ Influencer,SMB,4.0,,,,engineering,1,,vrf,,,/ Joinvielle / Brazil,intern,LGESP,,0,0,,,,,97,0 -2550,1.0,/Dharmaj Anand Gujarat/India,ID,,42310,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive digital board,,,/Dharmaj Anand Gujarat/India,other,LGEIL,less than 3 months,0,0,,,,,166,0 -19595,1.0,/brasilia/Brazil,ID,0.0732484076433121,9839,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,video wall signage,,,/brasilia/Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 +2550,1.0,/Dharmaj Anand Gujarat/India,ID,,42310,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive digital board,,,/Dharmaj Anand Gujarat/India,other,LGEIL,less than 3 months,0,0,,,,,166,1 +19595,1.0,/brasilia/Brazil,ID,0.0732484076433121,9839,End Customer,SMB,,,,,information technology,82,Quotation or Purchase Consultation,video wall signage,,,/brasilia/Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 17290,0.75,/ Cairo / Egypt,AS,,14140,End Customer,SMB,,,,,others,11,,,,,/ Cairo / Egypt,others,LGEEG,9 months ~ 1 year,0,0,,,,,51,0 6073,0.5,/ São Paulo / Brazil,AS,,44470,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 19376,0.5,/ São Paulo / Brazil,AS,0.0037878787878787,35916,,Enterprise,,,,,others,46,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,others,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 @@ -1200,42 +1200,42 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6981,0.25,12270 Leesville Rd / VA / United States,AS,,42107,,SMB,2219.0,,,,,251,Others,,,,12270 Leesville Rd / VA / United States,none,LGEUS,,0,0,,,,,731,0 15639,0.5,"/ Naucalpan, Estado de México / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,55,Quotation or Purchase Consultation,etc.,,,"/ Naucalpan, Estado de México / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 5830,0.5,/ / Brazil,AS,,30626,,Enterprise,4.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 -8188,1.0,/Seven Hills/Australia,ID,0.2142857142857142,10558,Channel Partner,SMB,,,,,education,105,Request for Partnership,high brightness signage,,,/Seven Hills/Australia,director,LGEAP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,157,0 +8188,1.0,/Seven Hills/Australia,ID,0.2142857142857142,10558,Channel Partner,SMB,,,,,education,105,Request for Partnership,high brightness signage,,,/Seven Hills/Australia,director,LGEAP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,157,1 7999,1.0,//India,ID,0.0330578512396694,43223,Service Partner,Enterprise,1.0,,,,arts and design,176,Quotation or Purchase Consultation,led signage,Ultra High Brightness Series,GSEG100,//India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),174,0 9252,0.25,/ Cedar City / United States,ID,,8096,,Enterprise,,1.0,,1.0,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Cedar City / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,205,0 1994,1.0,/ Thane / India,ID,,36117,,SMB,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Thane / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -7981,0.25,Cloud IT / / United States,IT,,24946,,SMB,,,,,,51,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,375,1 +7981,0.25,Cloud IT / / United States,IT,,24946,,SMB,,,,,,51,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,375,0 4000,1.0,/ الرياض / Saudi Arabia,AS,,46119,End Customer,Enterprise,,,,,business development,105,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13,0 21244,1.0,/ Dianopolis / Brazil,ID,0.0422535211267605,25283,End Customer,Enterprise,,,,,media and communication,191,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/ Dianopolis / Brazil,others,LGESP,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480,1 20243,1.0,/ santiago / Chile,AS,0.004,8814,Specifier/ Influencer,SMB,,,,,administrative,53,Quotation or Purchase Consultation,vrf,,,/ santiago / Chile,intern,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,729,0 10829,0.25,/ / Indonesia,ID,0.0843373493975903,25360,End Customer,Enterprise,,1.0,,1.0,,3,,special signage,,,/ / Indonesia,partner,LGEIN,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,253,0 5194,0.5,/ São Paulo / Brazil,AS,,3255,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 7232,1.0,/ Makati City / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,39,Quotation or Purchase Consultation,vrf,,,/ Makati City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -11212,1.0,/ Mumbai / India,ID,,45824,,Enterprise,,,,,business development,13,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,145,0 +11212,1.0,/ Mumbai / India,ID,,45824,,Enterprise,,,,,business development,13,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,145,1 14160,0.25,/ São Paulo / Brazil,AS,,14565,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 15315,0.25,/ Ankara / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,47,Quotation or Purchase Consultation,,,,/ Ankara / Türkiye,none,LGETK,,0,0,,,,,103,0 -8135,1.0,/ dubai / U.A.E,AS,0.0485436893203883,39392,,Enterprise,,,,,engineering,215,Quotation or Purchase Consultation,vrf,,,/ dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),25,1 +8135,1.0,/ dubai / U.A.E,AS,0.0485436893203883,39392,,Enterprise,,,,,engineering,215,Quotation or Purchase Consultation,vrf,,,/ dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),25,0 6054,0.5,/ São Paulo / Brazil,AS,,4936,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 19709,1.0,/ Sao Paulo / Brazil,ID,0.0732484076433121,23025,End Customer,Enterprise,,,,,healthcare services,66,Quotation or Purchase Consultation,standard signage,,,/ Sao Paulo / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,572,1 2001,1.0,/ Kherli / India,ID,,8578,,Enterprise,1.0,,,,education,26,Quotation or Purchase Consultation,interactive signage,,,/ Kherli / India,director,LGEIL,more than a year,0,0,,,,,174,0 -3817,1.0,/ Mysore / India,AS,,33334,End Customer,Enterprise,,,,,healthcare services,59,Usage or Technical Consultation,vrf,,,/ Mysore / India,others,LGEIL,less than 3 months,0,0,,,,,36,1 +3817,1.0,/ Mysore / India,AS,,33334,End Customer,Enterprise,,,,,healthcare services,59,Usage or Technical Consultation,vrf,,,/ Mysore / India,others,LGEIL,less than 3 months,0,0,,,,,36,0 13364,0.25,/ / India,AS,,20594,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 -19029,1.0,/Ceres/Brazil,ID,0.2692307692307692,7031,End Customer,Enterprise,,,,,administrative,62,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/Ceres/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,487,0 +19029,1.0,/Ceres/Brazil,ID,0.2692307692307692,7031,End Customer,Enterprise,,,,,administrative,62,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/Ceres/Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,487,1 14713,0.5,/ barueri / Brazil,AS,,9059,Specifier/ Influencer,Enterprise,,,,,administrative,3,,chiller,,,/ barueri / Brazil,vice president,LGESP,3 months ~ 6 months,0,0,,,,,97,0 11860,0.5,/ Indore / India,ID,,6595,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Indore / India,others,LGEIL,,0,0,,,,,174,0 1984,1.0,/ Munger / India,ID,,13696,,Enterprise,,,,,administrative,21,Quotation or Purchase Consultation,,,,/ Munger / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 6571,0.25,/ Beograd / Serbia,AS,,21873,End Customer,Enterprise,,,,,,14,,heating,,,/ Beograd / Serbia,others,LGEMK,,0,0,,,,,766,0 10765,1.0,/ 32257 Bünde / Germany,ID,0.0199004975124378,12356,Channel Partner,SMB,1.0,1.0,,1.0,administrative,455,Request for Partnership,standard signage,UL3G Series,43UL3G-B,/ 32257 Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326,0 -8199,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,0 -7898,0.0,Medical / Worcester / United States,IT,,43721,,SMB,,,,,,157,,,,,Medical / Worcester / United States,none,LGEUS,,0,0,,,,,435,1 +8199,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,1 +7898,0.0,Medical / Worcester / United States,IT,,43721,,SMB,,,,,,157,,,,,Medical / Worcester / United States,none,LGEUS,,0,0,,,,,435,0 1877,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 -876,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +876,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 12639,1.0,Hà Nội / / Vietnam,AS,,10987,,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,Hà Nội / / Vietnam,others,LGEVH,less than 3 months,0,0,,,,,963,0 5334,0.5,/São Paulo/Brazil,AS,,26987,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 1784,1.0,/ Bulandshahr / India,ID,,42207,,Enterprise,,,,,education,3,Others,interactive signage,,,/ Bulandshahr / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 10300,0.5,/Balikpapan/Indonesia,AS,0.0666666666666666,32255,End Customer,Enterprise,,,,,others,129,,,,,/Balikpapan/Indonesia,others,LGEIN,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955,1 2436,1.0,/ / Saudi Arabia,ID,,20411,End Customer,SMB,,,,,marketing,52,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 -15742,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +15742,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 21254,1.0,/ Brasília / Brazil,ID,0.0422535211267605,27307,End Customer,Enterprise,,,,,media and communication,236,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,ceo/founder,LGESP,more than a year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,480,1 9342,1.0,/ machilipatnam / India,AS,0.0714285714285714,6075,End Customer,Enterprise,5.0,,,,product management,50,Quotation or Purchase Consultation,vrf,,,/ machilipatnam / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,,116,0 17379,0.75,/ san salvador / El Salvador,AS,,17094,Specifier/ Influencer,SMB,,,,,sales,3,,vrf,,,/ san salvador / El Salvador,director,LGEPS,6 months ~ 9 months,0,0,,,,,654,0 @@ -1255,12 +1255,12 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15898,0.75,/ caracas / Venezuela,AS,,21440,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Product Information,vrf,,,/ caracas / Venezuela,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 11472,1.0,/ / Türkiye,ID,,4263,End Customer,SMB,,,,,information technology,40,Quotation or Purchase Consultation,interactive signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 11727,0.0,/ / India,ID,,11410,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -4022,1.0,/ Metro Manila / Philippines,AS,,23341,End Customer,Enterprise,,,,,marketing,30,Quotation or Purchase Consultation,vrf,,,/ Metro Manila / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 -11597,0.5,/ Coimbatore / India,ID,,37713,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,interactive signage,,,/ Coimbatore / India,manager,LGEIL,,0,0,,,,,149,0 +4022,1.0,/ Metro Manila / Philippines,AS,,23341,End Customer,Enterprise,,,,,marketing,30,Quotation or Purchase Consultation,vrf,,,/ Metro Manila / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +11597,0.5,/ Coimbatore / India,ID,,37713,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,interactive signage,,,/ Coimbatore / India,manager,LGEIL,,0,0,,,,,149,1 2911,0.75,/ / United States,ID,,23062,,SMB,,,,,purchasing,106,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,360,0 9442,1.0,/ Nashik / India,ID,0.036036036036036,8401,End Customer,Enterprise,,,,,engineering,298,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Nashik / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,277,0 -20705,1.0,/Porto Velho/Brazil,ID,0.25,18611,End Customer,Enterprise,,,,,information technology,55,Technical Consultation,software solution,SuperSign Simple Editor,,/Porto Velho/Brazil,associate/analyst,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,167,0 -222,1.0,/ / Saudi Arabia,ID,0.075,40645,End Customer,SMB,,1.0,,1.0,engineering,33,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,295,0 +20705,1.0,/Porto Velho/Brazil,ID,0.25,18611,End Customer,Enterprise,,,,,information technology,55,Technical Consultation,software solution,SuperSign Simple Editor,,/Porto Velho/Brazil,associate/analyst,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,167,1 +222,1.0,/ / Saudi Arabia,ID,0.075,40645,End Customer,SMB,,1.0,,1.0,engineering,33,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5K,/ / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,295,1 11238,1.0,/Mumbai/India,ID,,21248,,Enterprise,,,,,business development,24,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,director,LGEIL,more than a year,0,0,,,,,174,0 20490,1.0,/ Gramado / Brazil,ID,0.1241217798594847,35473,End Customer,SMB,,1.0,,1.0,purchasing,288,Quotation or Purchase Consultation,hotel tv,,,/ Gramado / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487,1 7396,1.0,/Mumbai/India,AS,,1983,,SMB,,,,,purchasing,2,Quotation or Purchase Consultation,vrf,,,/Mumbai/India,others,LGEIL,less than 3 months,0,0,,,,,76,0 @@ -1275,7 +1275,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5137,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 9698,0.25,1780 Jay Ell Dr Cloud IT / Richardson / United States,IT,,22958,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,,,,1780 Jay Ell Dr Cloud IT / Richardson / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,831,0 6226,0.25,/ Americana / Brazil,AS,,5703,,Enterprise,,,,,others,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97,0 -15743,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +15743,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 10750,0.75,/ / Mexico,ID,0.0749486652977412,41880,,Enterprise,9.0,1.0,,1.0,others,20,Others,,,,/ / Mexico,none,LGEMS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 7438,1.0,/ Tbilisi / Georgia,AS,,1907,Specifier/ Influencer,SMB,,,,,business development,489,Quotation or Purchase Consultation,vrf,,,/ Tbilisi / Georgia,partner,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 2248,1.0,/ / U.A.E,ID,,14806,End Customer,Enterprise,,,,,business development,70,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 @@ -1293,38 +1293,38 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20741,0.0,Italia / / Italy,AS,,18677,Channel Partner,SMB,,,,,,3,,vrf,,,Italia / / Italy,none,LGEIS,,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,341,0 6585,0.25,/ Kingsville / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,120,Quotation or Purchase Consultation,etc.,,,/ Kingsville / United States,none,LGEUS,,0,0,,,,,730,0 2019,1.0,/ delhi / India,ID,,46353,,Enterprise,,,,,education,3,Others,interactive signage,,,/ delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -20334,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 -1353,1.0,/ Mumbai / India,ID,,30171,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +20334,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,6505,End Customer,SMB,,1.0,,1.0,information technology,53,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,entry level,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +1353,1.0,/ Mumbai / India,ID,,30171,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 9161,1.0,/dubai/U.A.E,AS,0.0196078431372549,8944,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,multi-split,,,/dubai/U.A.E,partner,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25,1 12566,0.75,/ Nizwa / Oman,AS,,26467,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/ Nizwa / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727,0 9607,1.0,/ Dubai / U.A.E,ID,,183,Channel Partner,SMB,,,,,others,888,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ Dubai / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219,0 14682,0.25,/ Uberlândia - MG / Brazil,AS,,21974,End Customer,SMB,,,,,engineering,3,,,,,/ Uberlândia - MG / Brazil,intern,LGESP,,0,0,,,,,97,0 -20638,1.0,/ Maracanaú / Brazil,ID,0.0695652173913043,17462,End Customer,SMB,1.0,,,,engineering,42,Quotation or Purchase Consultation,led signage,,,/ Maracanaú / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,1 +20638,1.0,/ Maracanaú / Brazil,ID,0.0695652173913043,17462,End Customer,SMB,1.0,,,,engineering,42,Quotation or Purchase Consultation,led signage,,,/ Maracanaú / Brazil,associate/analyst,LGESP,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,,167,0 7121,0.75,/ bocaue / Philippines,AS,,11579,End Customer,Enterprise,,,,,operations,34,,multi-split,,,/ bocaue / Philippines,manager,LGEPH,more than a year,0,0,,,,,135,0 14629,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,105,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 7363,1.0,/Pathanamthitta/India,AS,,28106,End Customer,Enterprise,,,,,business development,62,Quotation or Purchase Consultation,multi-split,,,/Pathanamthitta/India,manager,LGEIL,less than 3 months,0,0,,,,,34,1 7490,1.0,/ Sohag / Egypt,AS,,36798,End Customer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Sohag / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 9057,0.5,/ / Hong Kong,ID,0.1184210526315789,35696,End Customer,SMB,,,,,purchasing,56,Request for Partnership,video wall signage,,,/ / Hong Kong,manager,LGEHK,,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337,1 -9958,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9958,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 4291,0.25,/ Mohali / India,AS,,47466,End Customer,Enterprise,19.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,/ Mohali / India,none,LGEIL,,0,0,,,,,95,0 2508,1.0,/ Jaunpur / India,ID,,38860,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Jaunpur / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 6707,0.25,14300 Cherry Lane Ct / MD / United States,AS,,23020,,SMB,0.0,,,,,241,Services,,,,14300 Cherry Lane Ct / MD / United States,none,LGEUS,,0,0,,,,,731,0 18087,0.5,/ / Peru,ID,0.0327868852459016,4189,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ / Peru,ceo/founder,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -19118,1.0,//Germany,IT,0.2307692307692307,7722,Channel Partner,SMB,,,,,,461,Quotation or Purchase Consultation,medical display,Surgical Monitors,,//Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,0 +19118,1.0,//Germany,IT,0.2307692307692307,7722,Channel Partner,SMB,,,,,,461,Quotation or Purchase Consultation,medical display,Surgical Monitors,,//Germany,ceo/founder,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 16812,0.75,/ Makati / Philippines,AS,,45711,End Customer,Enterprise,3.0,,,,program and project management,3,,multi-split,,,/ Makati / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 13217,0.25,/ JAKARTA / Indonesia,AS,,13207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ JAKARTA / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670,0 11268,1.0,/ Jaggayyapeta / India,ID,,37680,,Enterprise,,,,,education,24,Others,interactive signage,,,/ Jaggayyapeta / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 14121,0.25,/ ba / Brazil,AS,,10915,Specifier/ Influencer,Enterprise,,,,,support,3,,,,,/ ba / Brazil,entry level,LGESP,,0,0,,,,,97,0 -10452,1.0,/Belo Horizonte/Brazil,ID,0.0749486652977412,10005,End Customer,Enterprise,1.0,1.0,,1.0,administrative,50,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/Belo Horizonte/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,0 +10452,1.0,/Belo Horizonte/Brazil,ID,0.0749486652977412,10005,End Customer,Enterprise,1.0,1.0,,1.0,administrative,50,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/Belo Horizonte/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Banking,167,1 13845,0.25,/ São Paulo / Brazil,AS,,13164,Channel Partner,SMB,129.0,,,,sales,3,,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 -3465,1.0,/Bongaon/India,ID,,44918,,Enterprise,,,,,education,40,Quotation or Purchase Consultation,interactive digital board,,,/Bongaon/India,director,LGEIL,less than 3 months,0,0,,,,,223,0 +3465,1.0,/Bongaon/India,ID,,44918,,Enterprise,,,,,education,40,Quotation or Purchase Consultation,interactive digital board,,,/Bongaon/India,director,LGEIL,less than 3 months,0,0,,,,,223,1 6923,0.25,242 n New York / KS / United States,AS,,11434,,Enterprise,,,,,,81,Product Information,,,,242 n New York / KS / United States,none,LGEUS,,0,0,,,,,731,0 13697,0.5,/ Salvador / Brazil,AS,,15791,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Salvador / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 13342,0.25,/ Umbergaon / India,AS,,47466,End Customer,Enterprise,19.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Umbergaon / India,none,LGEIL,,0,0,,,,,77,0 12625,0.75,/ Ho chi minh / Vietnam,AS,,10088,End Customer,Enterprise,,,,,,3,,vrf,,,/ Ho chi minh / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,643,0 15353,0.25,/ İzmir Urla / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,112,Quotation or Purchase Consultation,heating,,,/ İzmir Urla / Türkiye,none,LGETK,,0,0,,,,,103,0 12460,1.0,/ ปทุมธานี / Thailand,AS,,47380,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ ปทุมธานี / Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 -19921,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,1 +19921,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,0 7100,1.0,/ Pasig City / Philippines,AS,,9626,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ Pasig City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,135,0 3122,0.5,//India,ID,,24902,End Customer,SMB,,,,,information technology,41,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),//India,none,LGEIL,less than 3 months,0,0,,,,,148,1 6820,0.25,100 racoosin drive / PA / United States,AS,,27519,,SMB,,,,,,60,Product Information,,,,100 racoosin drive / PA / United States,none,LGEUS,,0,0,,,,,730,0 @@ -1338,7 +1338,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2528,1.0,/ viramgam / India,ID,,37399,,Enterprise,,,,,administrative,12,Quotation or Purchase Consultation,interactive signage,,,/ viramgam / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 17479,1.0,/ / Germany,IT,,30549,End Customer,SMB,,,,,,248,Quotation or Purchase Consultation,laptop,,,/ / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428,1 3071,0.5,/ Rudrapur / India,ID,,36318,,Enterprise,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Rudrapur / India,ceo/founder,LGEIL,,0,0,,,,,174,0 -20962,0.25,/ / Argentina,ID,0.0476190476190476,10335,Channel Partner,Enterprise,3.0,,,,sales,3,,,,LSVP(Digital Signage),/ / Argentina,manager,LGEAR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 +20962,0.25,/ / Argentina,ID,0.0476190476190476,10335,Channel Partner,Enterprise,3.0,,,,sales,3,,,,LSVP(Digital Signage),/ / Argentina,manager,LGEAR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,0 8902,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185,0 7651,0.75,/ / Germany,IT,,13437,,Enterprise,2.0,,,,arts and design,87,OEM/ODM Request,laptop,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,9 months ~ 1 year,0,0,,,,,428,0 19170,1.0,/ Monterrey / Mexico,ID,0.0538922155688622,3938,End Customer,Enterprise,,,,,others,103,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/ Monterrey / Mexico,others,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,188,0 @@ -1347,7 +1347,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20644,1.0,/ / Mexico,ID,0.0695652173913043,41880,,Enterprise,9.0,,,,arts and design,3,Others,,,,/ / Mexico,manager,LGEMS,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,189,0 9900,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 9002,0.5,/ / India,ID,0.0289256198347107,24592,End Customer,SMB,,,,,sales,21,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / India,manager,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,174,0 -277,1.0,/ / Egypt,ID,0.075,40219,End Customer,SMB,,1.0,,1.0,marketing,52,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,associate/analyst,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,0 +277,1.0,/ / Egypt,ID,0.075,40219,End Customer,SMB,,1.0,,1.0,marketing,52,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,associate/analyst,LGEEG,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,234,1 18148,0.0,/ / Peru,ID,0.0327868852459016,20566,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 11577,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174,0 14526,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97,0 @@ -1357,14 +1357,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20932,0.0,/ / Peru,ID,0.0476190476190476,13853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 8386,0.25,/ Miami Gardens / United States,ID,0.3902439024390244,30456,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Miami Gardens / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 20832,1.0,/ Goiânia / Brazil,ID,0.0476190476190476,20972,End Customer,Enterprise,,,,,arts and design,86,Quotation or Purchase Consultation,led signage,Ultra Light Series,,/ Goiânia / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 -9307,1.0,/ barkot uttarkashi / India,AS,,38313,End Customer,Enterprise,,,,,operations,84,Quotation or Purchase Consultation,vrf,,,/ barkot uttarkashi / India,manager,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,17,1 -10017,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -1703,1.0,/Lucknow/India,ID,,40630,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,147,0 +9307,1.0,/ barkot uttarkashi / India,AS,,38313,End Customer,Enterprise,,,,,operations,84,Quotation or Purchase Consultation,vrf,,,/ barkot uttarkashi / India,manager,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,17,0 +10017,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +1703,1.0,/Lucknow/India,ID,,40630,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Lucknow/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,147,1 17837,1.0,//Vietnam,ID,0.2142857142857142,1608,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,manager,LGEVH,more than a year,0,0,0.0005719551277132,0.048629531388152,education,,581,1 19753,1.0,/TELOLOAPAN/Mexico,ID,0.0732484076433121,15904,Channel Partner,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,,/TELOLOAPAN/Mexico,manager,LGEMS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,263,0 2933,1.0,/ / Saudi Arabia,ID,,2081,End Customer,SMB,,,,,information technology,67,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,295,0 18635,0.0,/ / Peru,ID,0.0327868852459016,27983,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -11223,1.0,/ Panchkula / India,ID,,30184,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive signage,,,/ Panchkula / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,0 +11223,1.0,/ Panchkula / India,ID,,30184,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive signage,,,/ Panchkula / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,1 21063,1.0,/ / Mexico,ID,0.0476190476190476,26951,End Customer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,189,0 7867,0.25,Cloud IT / / United States,IT,,13257,,Enterprise,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 19620,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 @@ -1374,7 +1374,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14112,0.25,/ Rio de Janeiro / Brazil,AS,,27122,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97,0 20272,1.0,/Goslar/Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,electronics & telco,288,Quotation or Purchase Consultation,,,,/Goslar/Germany,ceo/founder,LGEDG,less than 3 months,0,0,0.0011827288932506,,retail,,428,1 8652,0.25,/ San Antonio / United States,ID,0.1666666666666666,27239,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ San Antonio / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 -1479,1.0,//United States,ID,,33494,Specifier/ Influencer,SMB,,,,,program and project management,26,Technical Consultation,led signage,Transparent LED Film,LAT140,//United States,manager,LGEUS,9 months ~ 1 year,0,0,,,,,332,0 +1479,1.0,//United States,ID,,33494,Specifier/ Influencer,SMB,,,,,program and project management,26,Technical Consultation,led signage,Transparent LED Film,LAT140,//United States,manager,LGEUS,9 months ~ 1 year,0,0,,,,,332,1 1991,1.0,/Nagpur/India,ID,,37680,,SMB,,,,,consulting,4,Quotation or Purchase Consultation,interactive digital board,,,/Nagpur/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 5487,0.5,/Joinville/Brazil,AS,,5647,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 9281,0.25,/ Greensboro / United States,ID,,11512,,Enterprise,,1.0,,1.0,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greensboro / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 @@ -1391,7 +1391,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13268,0.25,/jakarta/Indonesia,AS,,13373,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/jakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 3368,1.0,/ / India,ID,,12391,End Customer,SMB,,,,,entrepreneurship,120,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 2391,0.75,3623 E 3892 N / Kimberly /,ID,,44436,End Customer,Enterprise,,,,,,351,Quotation or Purchase Consultation,,,,3623 E 3892 N / Kimberly /,none,LGEUS,less than 3 months,0,0,,,,,567,1 -10720,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,6978,End Customer,SMB,,1.0,,1.0,others,17,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG-B,/ Rio de Janeiro / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,0 +10720,1.0,/ Rio de Janeiro / Brazil,ID,0.0749486652977412,6978,End Customer,SMB,,1.0,,1.0,others,17,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG-B,/ Rio de Janeiro / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,1 517,0.25,Corporate / /,ID,0.0446428571428571,42287,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 17775,1.0,/ DHARPALLY Dist Nizamabad / India,ID,0.0311958405545927,21175,Specifier/ Influencer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,Interactive,55TR3DK/65TR3DK,/ DHARPALLY Dist Nizamabad / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),277,0 3083,0.75,/ MOHALI / India,ID,,5142,Channel Partner,SMB,138.0,,,,business development,34,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ MOHALI / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -1401,54 +1401,54 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 804,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 2173,1.0,/ Pune / India,ID,,30004,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 1272,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 -16796,1.0,/Cavite/Philippines,AS,,22433,,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +16796,1.0,/Cavite/Philippines,AS,,22433,,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 17947,0.0,/ / India,ID,0.0311958405545927,15401,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 10930,0.0,/ / Peru,ID,0.0749486652977412,46357,,Enterprise,,1.0,,1.0,arts and design,11,,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,258,0 -20314,1.0,/ / Mexico,ID,0.1241217798594847,29328,End Customer,Enterprise,,1.0,,1.0,program and project management,97,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +20314,1.0,/ / Mexico,ID,0.1241217798594847,29328,End Customer,Enterprise,,1.0,,1.0,program and project management,97,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,1 19335,1.0,/ Ceará/Fortaleza / Brazil,AS,0.0037878787878787,35778,Specifier/ Influencer,Enterprise,,,,,support,148,Quotation or Purchase Consultation,vrf,,,/ Ceará/Fortaleza / Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 15199,0.5,/ Villavicencio / Colombia,AS,,7330,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 -9926,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9926,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3044,1.0,/ Hyderabad / India,ID,,30466,End Customer,Enterprise,,,,,education,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 17076,1.0,/ DOHA / Qatar,AS,,12633,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ DOHA / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 9150,1.0,/ srinagar / India,AS,0.0289855072463768,766,End Customer,SMB,,,,,sales,124,Quotation or Purchase Consultation,single-split,,,/ srinagar / India,manager,LGEIL,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,115,0 14940,0.25,/ / Thailand,AS,,47386,,Enterprise,,,,,community and social services,3,,,,,/ / Thailand,others,LGETH,,0,0,,,,,753,0 13219,0.25,/ BANDUNG / Indonesia,AS,,4518,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ BANDUNG / Indonesia,manager,LGEIN,,0,0,,,,,670,0 20460,0.0,7130 Spring Meadows West Dr Hospitality / Holland / United States,ID,,44621,End Customer,SMB,0.0,1.0,,1.0,,3,,hotel tv,,,7130 Spring Meadows West Dr Hospitality / Holland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -21253,1.0,/ MIAMI / United States,ID,0.4,16645,End Customer,SMB,,,,,consulting,33,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ MIAMI / United States,manager,LGEUS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,310,0 -20453,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +21253,1.0,/ MIAMI / United States,ID,0.4,16645,End Customer,SMB,,,,,consulting,33,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ MIAMI / United States,manager,LGEUS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,310,1 +20453,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 20774,1.0,/ Contagem / Brazil,ID,0.0476190476190476,17274,End Customer,SMB,1.0,,,,purchasing,86,Quotation or Purchase Consultation,led signage,,,/ Contagem / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 -16307,0.25,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +16307,0.25,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,"VIA FRANCESCO SAVERIO MASCIA, 7 / Castellammare di Stabia / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 10193,1.0,/ São Paulo / Brazil,AS,0.0039370078740157,6753,Specifier/ Influencer,Enterprise,,,,,engineering,524,Product Information,multi-split,,,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,97,0 -8195,1.0,/ / Vietnam,ID,0.2142857142857142,10992,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +8195,1.0,/ / Vietnam,ID,0.2142857142857142,10992,,Enterprise,,,,,business development,12,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,manager,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,1 14697,0.5,/ brasilia / Brazil,AS,,28319,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ brasilia / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 4348,0.25,/ Manjeri / India,AS,,454,End Customer,Enterprise,,,,,,198,Quotation or Purchase Consultation,vrf,,,/ Manjeri / India,none,LGEIL,,0,0,,,,,34,0 15308,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,230,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103,0 11132,1.0,/ Lucknow / India,ID,,37083,,Enterprise,,,,,media and communication,3,Others,interactive signage,,,/ Lucknow / India,others,LGEIL,more than a year,0,0,,,,,174,0 6927,0.25,708 Cayuga Street / NY / United States,AS,,8936,,SMB,,,,,,201,Product Information,,,,708 Cayuga Street / NY / United States,none,LGEUS,,0,0,,,,,731,0 -16379,0.25,Via Dei Faggella 30 / Roma (RM) / Italy,AS,,40432,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,Via Dei Faggella 30 / Roma (RM) / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16379,0.25,Via Dei Faggella 30 / Roma (RM) / Italy,AS,,40432,Specifier/ Influencer,Enterprise,,,,,consulting,3,,vrf,,,Via Dei Faggella 30 / Roma (RM) / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 7175,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,11,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 12039,0.5,//,ID,,315,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,360,0 -20448,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +20448,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 16825,0.75,/ / Philippines,AS,,3828,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 17653,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263,0 20693,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324,0 -10059,0.25,One Dell Parkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,One Dell Parkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 +10059,0.25,One Dell Parkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,One Dell Parkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 5654,0.5,/ São Paulo / Brazil,AS,,44394,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -10773,1.0,/ / Hong Kong,ID,0.0843373493975903,19387,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +10773,1.0,/ / Hong Kong,ID,0.0843373493975903,19387,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 81,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34,0 17937,0.0,/ / India,ID,0.0311958405545927,44898,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 10338,1.0,/ Porto Feliz / SP / Brazil,AS,0.0039370078740157,18155,End Customer,SMB,,,,,marketing,456,Quotation or Purchase Consultation,multi-split,,,/ Porto Feliz / SP / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,0 1367,1.0,/ Namakkal / India,ID,,24290,,Enterprise,,,,,quality assurance,66,Quotation or Purchase Consultation,interactive signage,,,/ Namakkal / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 602,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -2990,1.0,/ / Hong Kong,ID,,34789,Specifier/ Influencer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,337,0 +2990,1.0,/ / Hong Kong,ID,,34789,Specifier/ Influencer,SMB,,,,,purchasing,160,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,98UM5J,/ / Hong Kong,associate/analyst,LGEHK,less than 3 months,0,0,,,,,337,1 14891,0.5,/ Rio de janeiro / Brazil,AS,,28898,End Customer,Enterprise,0.0,,,,operations,3,,vrf,,,/ Rio de janeiro / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 -11892,0.5,/Unnao/India,ID,,16977,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Unnao/India,"academic coordinator/ post graduate teacher (accountancy, business studies)/ tgt (ict)",LGEIL,,0,0,,,,,147,0 +11892,0.5,/Unnao/India,ID,,16977,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Unnao/India,"academic coordinator/ post graduate teacher (accountancy, business studies)/ tgt (ict)",LGEIL,,0,0,,,,,147,1 15811,0.5,/ San Pedro Sula / Honduras,AS,,21676,End Customer,Enterprise,,,,,business development,3,,single-split,,,/ San Pedro Sula / Honduras,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 -9982,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9982,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 12178,1.0,/ / Argentina,ID,,13114,,SMB,0.0,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,partner,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 13575,0.0,/ Assam / India,AS,,3883,End Customer,SMB,4.0,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 -10034,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -10695,1.0,/ Campinas / Brazil,ID,0.0749486652977412,15725,End Customer,SMB,,1.0,,1.0,information technology,74,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Campinas / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,406,0 +10034,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10695,1.0,/ Campinas / Brazil,ID,0.0749486652977412,15725,End Customer,SMB,,1.0,,1.0,information technology,74,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Campinas / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,406,1 14156,0.5,/ Salvador / Brazil,AS,,30339,Specifier/ Influencer,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 12818,0.5,/ Malang / Indonesia,AS,,11137,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Malang / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,743,0 2866,0.75,/ Yukon / Canada,ID,,8677,End Customer,Enterprise,,,,,arts and design,212,Quotation or Purchase Consultation,video wall signage,,,/ Yukon / Canada,none,LGECI,9 months ~ 1 year,0,0,,,,,573,0 @@ -1461,7 +1461,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20400,0.0,/ / Peru,ID,0.1241217798594847,27353,,Enterprise,,1.0,,1.0,human resources,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 6287,0.25,/ Salvador / Brazil,AS,,43712,,Enterprise,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 14856,0.25,/ São Paulo / Brazil,AS,,1436,End Customer,SMB,0.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -20627,1.0,/Lins - SP/Brazil,ID,0.0695652173913043,22957,End Customer,Enterprise,,,,,program and project management,59,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/Lins - SP/Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,0 +20627,1.0,/Lins - SP/Brazil,ID,0.0695652173913043,22957,End Customer,Enterprise,,,,,program and project management,59,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/Lins - SP/Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 13493,0.0,/ / India,AS,,35044,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 5166,0.5,/Joinville/Brazil,AS,,12086,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Joinville/Brazil,others,LGESP,,0,0,,,,,97,0 20289,1.0,/ madrid / Colombia,ID,0.1241217798594847,40676,Channel Partner,SMB,,1.0,,1.0,finance,40,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ madrid / Colombia,partner,LGECB,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,187,0 @@ -1469,22 +1469,22 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11843,0.5,/ gurugram / India,ID,,29960,,Enterprise,,,,,education,3,Others,,,,/ gurugram / India,others,LGEIL,,0,0,,,,,174,0 15003,0.5,/ Santiago / Chile,AS,,42019,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 10455,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,45234,Channel Partner,SMB,,1.0,,1.0,program and project management,227,Quotation or Purchase Consultation,video wall signage,,,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 -4140,0.25,"/ Binan, laguna / Philippines",AS,,22415,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,"/ Binan, laguna / Philippines",none,LGEPH,,0,0,,,,,0,1 +4140,0.25,"/ Binan, laguna / Philippines",AS,,22415,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,"/ Binan, laguna / Philippines",none,LGEPH,,0,0,,,,,0,0 15386,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,132,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103,0 8858,1.0,/ Siliguri / India,ID,0.0289256198347107,28779,End Customer,Enterprise,,,,,others,187,Technical Consultation,standard signage,,,/ Siliguri / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,223,1 11882,0.5,/Jodhpur/India,ID,,44306,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Jodhpur/India,educator,LGEIL,,0,0,,,,,174,0 -4011,1.0,/ Gumaca / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/ Gumaca / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +4011,1.0,/ Gumaca / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,consulting,8,Quotation or Purchase Consultation,vrf,,,/ Gumaca / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 20703,0.5,/ / Switzerland,IT,,43598,End Customer,Enterprise,,,,,information technology,3,Usage or Technical Consultation,cloud device,Zero Clients,,/ / Switzerland,manager,LGEDG,,0,0,0.0002153634176709,,factory,Pharmaceutical Factory,919,0 6246,0.25,/ São Paulo / Brazil,AS,,31170,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 17592,1.0,/ / Mexico,ID,0.0806916426512968,31466,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,others,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 14144,0.25,/ Am / Brazil,AS,,12430,Specifier/ Influencer,Enterprise,,,,,others,3,,,,,/ Am / Brazil,entry level,LGESP,,0,0,,,,,97,0 15622,0.25,"/ Chihuahua, chihuahua / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,,,,"/ Chihuahua, chihuahua / Mexico",none,LGEMS,,0,0,,,,,42,0 -19567,1.0,/MAringa /Brazil,ID,0.0732484076433121,11645,End Customer,Enterprise,53.0,,,,others,146,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/MAringa /Brazil,others,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,487,0 -19552,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Curitiba / Brazil,manager,LGESP,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,278,1 +19567,1.0,/MAringa /Brazil,ID,0.0732484076433121,11645,End Customer,Enterprise,53.0,,,,others,146,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/MAringa /Brazil,others,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,487,1 +19552,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,69,Quotation or Purchase Consultation,video wall signage,,,/ Curitiba / Brazil,manager,LGESP,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,278,0 12338,1.0,/ QUEZON CITY / Philippines,AS,,29010,Specifier/ Influencer,Enterprise,,,,,support,16,Quotation or Purchase Consultation,vrf,,,/ QUEZON CITY / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,135,0 7427,1.0,/ DUBAI / U.A.E,AS,,34722,End Customer,SMB,,,,,program and project management,67,Quotation or Purchase Consultation,etc.,,,/ DUBAI / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 16158,0.25,/ SINGAPORE / Singapore,AS,,24228,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 -11015,1.0,/Primavera do Leste/Brazil,ID,0.0749486652977412,4899,Service Partner,SMB,,1.0,,1.0,others,1036,Quotation or Purchase Consultation,led signage,,,/Primavera do Leste/Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 +11015,1.0,/Primavera do Leste/Brazil,ID,0.0749486652977412,4899,Service Partner,SMB,,1.0,,1.0,others,1036,Quotation or Purchase Consultation,led signage,,,/Primavera do Leste/Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 17712,1.0,/ BAHIA / Brazil,AS,0.0118577075098814,24717,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,single-split,,,/ BAHIA / Brazil,director,LGESP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),97,0 6324,0.25,/ abu dhabi / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,328,Quotation or Purchase Consultation,etc.,,,/ abu dhabi / U.A.E,none,LGEGF,,0,0,,,,,25,0 786,0.25,/ Mount Clare / United States,ID,0.0446428571428571,42034,,SMB,,1.0,,1.0,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mount Clare / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 @@ -1493,7 +1493,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8011,1.0,/ LUCKNOW / India,ID,0.0330578512396694,47466,End Customer,Enterprise,4.0,,,,administrative,49,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ LUCKNOW / India,manager,LGEIL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",356,1 4750,0.25,/Mumbai/India,AS,,38241,Specifier/ Influencer,SMB,,,,,engineering,6,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 13118,1.0,/São Paulo/SP/Brazil,AS,,24814,End Customer,SMB,,,,,engineering,286,Quotation or Purchase Consultation,etc.,,,/São Paulo/SP/Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97,0 -270,1.0,/ / Türkiye,ID,0.075,19474,Specifier/ Influencer,SMB,,1.0,,1.0,marketing,980,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Türkiye,manager,LGETK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,285,0 +270,1.0,/ / Türkiye,ID,0.075,19474,Specifier/ Influencer,SMB,,1.0,,1.0,marketing,980,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / Türkiye,manager,LGETK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,285,1 4288,0.25,/ Vizianagaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Vizianagaram / India,none,LGEIL,,0,0,,,,,116,0 516,0.25,Corporate / /,ID,0.0446428571428571,5415,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 19156,0.5,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",IT,0.2307692307692307,4389,Channel Partner,SMB,0.0,,,,pathologist,3,Usage or Technical Consultation,medical display,All Medical Displays,,"211, Strovolos Ave., ͥϥӥɥϥ ɥåɥϥ / Strovolos / Cyprus",manager,LGEHS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,862,1 @@ -1503,22 +1503,22 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15528,0.5,/ / Mexico,AS,,38821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 5400,0.5,/são paulo/Brazil,AS,,4639,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/são paulo/Brazil,others,LGESP,,0,0,,,,,97,0 8601,0.25,71 Auburn St Medical / Concord / United States,IT,0.6428571428571429,14200,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,,,,71 Auburn St Medical / Concord / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,834,1 -8134,1.0,/ Lane Cove West / Australia,AS,0.0181818181818181,39595,Specifier/ Influencer,SMB,,,,,others,235,Product Information,multi-split,,,/ Lane Cove West / Australia,director,LGEAP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,138,1 +8134,1.0,/ Lane Cove West / Australia,AS,0.0181818181818181,39595,Specifier/ Influencer,SMB,,,,,others,235,Product Information,multi-split,,,/ Lane Cove West / Australia,director,LGEAP,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,138,0 4474,0.25,/ chinsurah / India,AS,,47466,End Customer,Enterprise,19.0,,,,,1,Quotation or Purchase Consultation,multi-split,,,/ chinsurah / India,none,LGEIL,,0,0,,,,,115,0 1655,1.0,/ delhi / India,ID,,11857,,Enterprise,,,,,arts and design,12,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -8947,1.0,/ / U.A.E,ID,0.0491803278688524,39315,End Customer,Enterprise,,,,,media and communication,709,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GW,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),219,0 -16808,0.75,/ Quezon City / Philippines,AS,,23341,End Customer,SMB,13.0,,,,sales,3,,,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 -7923,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 -4340,0.25,/ South West Delhi / India,AS,,5181,End Customer,Enterprise,,,,,,29,Quotation or Purchase Consultation,multi-split,,,/ South West Delhi / India,none,LGEIL,,0,0,,,,,9,1 -3020,1.0,/ Ludhiana / India,ID,,40344,,SMB,,,,,real estate,2,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,manager,LGEIL,less than 3 months,0,0,,,,,165,0 -3576,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,0 +8947,1.0,/ / U.A.E,ID,0.0491803278688524,39315,End Customer,Enterprise,,,,,media and communication,709,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GW,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),219,1 +16808,0.75,/ Quezon City / Philippines,AS,,23341,End Customer,SMB,13.0,,,,sales,3,,,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +7923,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,0 +4340,0.25,/ South West Delhi / India,AS,,5181,End Customer,Enterprise,,,,,,29,Quotation or Purchase Consultation,multi-split,,,/ South West Delhi / India,none,LGEIL,,0,0,,,,,9,0 +3020,1.0,/ Ludhiana / India,ID,,40344,,SMB,,,,,real estate,2,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,manager,LGEIL,less than 3 months,0,0,,,,,165,1 +3576,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,1 3971,1.0,/ Sharjah / U.A.E,AS,,2173,Specifier/ Influencer,SMB,,,,,engineering,256,Quotation or Purchase Consultation,single-split,,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 10694,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 7615,1.0,/ Dhaka / Bangladesh,AS,,11331,Specifier/ Influencer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,multi-split,,,/ Dhaka / Bangladesh,c-level executive,LGESL,less than 3 months,0,0,,,,,110,0 8259,0.25,/ / Australia,ID,0.2142857142857142,42278,End Customer,SMB,,,,,program and project management,31,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 15934,0.25,/ / El Salvador,AS,,37611,End Customer,Enterprise,,,,,others,3,,single-split,,,/ / El Salvador,none,LGEPS,less than 3 months,0,0,,,,,654,0 1674,1.0,/ Hyderabad / India,ID,,40137,,Enterprise,,,,,information technology,5,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -8177,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,0 +8177,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,1 7364,1.0,/Gurgaon/India,AS,,5984,End Customer,SMB,,,,,finance,151,Quotation or Purchase Consultation,vrf,,,/Gurgaon/India,manager,LGEIL,less than 3 months,0,0,,,,,88,0 9750,0.25,6265 Rivers Ave Cloud IT / North Charleston / United States,IT,,39513,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6265 Rivers Ave Cloud IT / North Charleston / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 17325,0.75,/ Ecatepec de Morelos / Mexico,AS,,9139,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Ecatepec de Morelos / Mexico,director,LGEMS,more than a year,0,0,,,,,42,0 @@ -1526,24 +1526,24 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9412,0.75,/ Pune / India,ID,0.036036036036036,41707,Solution Eco-Partner,SMB,,,,,consulting,136,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,22XE1J-B,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148,1 12508,0.75,/ Bangkok / Thailand,AS,,23815,End Customer,Enterprise,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 19809,0.25,/ / Brazil,ID,0.0732484076433121,869,End Customer,SMB,51.0,,,,operations,3,,,,,/ / Brazil,director,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 -9286,0.25,/ Anglet / France,ID,0.0169491525423728,6936,Service Partner,Enterprise,,1.0,,1.0,others,324,Quotation or Purchase Consultation,pro:centric,Pro:Centric Direct,,/ Anglet / France,none,LGEFS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,931,1 +9286,0.25,/ Anglet / France,ID,0.0169491525423728,6936,Service Partner,Enterprise,,1.0,,1.0,others,324,Quotation or Purchase Consultation,pro:centric,Pro:Centric Direct,,/ Anglet / France,none,LGEFS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,931,0 8724,0.25,/ Kolkata / India,AS,0.0677966101694915,11549,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Kolkata / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,2,1 -2457,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,1 +2457,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,0 1664,1.0,/Vadodara/India,ID,,4162,,Enterprise,,,,,arts and design,53,Quotation or Purchase Consultation,interactive digital board,,,/Vadodara/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 9574,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 5531,0.5,/ São Paulo / Brazil,AS,,25892,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 16911,0.75,/Surabaya/Indonesia,AS,,11103,,Enterprise,19.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 -7696,0.75,/ / United States,IT,,42440,,SMB,,,,,purchasing,122,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 +7696,0.75,/ / United States,IT,,42440,,SMB,,,,,purchasing,122,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,1 14162,0.25,/ MANAUS AM / Brazil,AS,,14578,Specifier/ Influencer,SMB,7.0,,,,engineering,3,,,,,/ MANAUS AM / Brazil,director,LGESP,,0,0,,,,,97,0 8876,1.0,/Brasília/Brazil,ID,0.0732484076433121,11220,Service Partner,Enterprise,,,,,arts and design,2,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Brasília/Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,279,0 3344,0.5,/ / Hong Kong,ID,,16069,End Customer,SMB,1.0,,,,program and project management,130,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,none,LGEHK,9 months ~ 1 year,0,0,,,,,337,0 2756,1.0,/ / United Kingdom,ID,,21071,End Customer,SMB,,,,,arts and design,711,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,185,0 7234,1.0,/ Makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,engineering,13,Quotation or Purchase Consultation,etc.,,,/ Makati / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 2885,0.75,8537 Six Forks Road Suite 600 / Raleigh /,ID,,3597,End Customer,SMB,,,,,,81,Quotation or Purchase Consultation,,,,8537 Six Forks Road Suite 600 / Raleigh /,none,LGEUS,less than 3 months,0,0,,,,,353,0 -4261,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,1 +4261,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,0 11006,1.0,/ sao paulo / Brazil,ID,0.0749486652977412,44890,Specifier/ Influencer,SMB,,1.0,,1.0,administrative,31,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ sao paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,480,1 11677,0.0,/ / India,ID,,29084,,SMB,,,,,engineering,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -1217,1.0,/ Germany / United Kingdom,IT,,46582,Specifier/ Influencer,SMB,,,1.0,1.0,information technology,225,Others,monitor,,,/ Germany / United Kingdom,director,LGEDG,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,429,0 +1217,1.0,/ Germany / United Kingdom,IT,,46582,Specifier/ Influencer,SMB,,,1.0,1.0,information technology,225,Others,monitor,,,/ Germany / United Kingdom,director,LGEDG,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,429,1 2317,1.0,/ / Türkiye,ID,,4364,End Customer,SMB,,,,,media and communication,54,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 14914,0.25,/ / Thailand,AS,,47392,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,manager,LGETH,,0,0,,,,,753,0 7657,0.75,/ / United States,IT,,22847,,SMB,,,,,purchasing,115,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 @@ -1554,43 +1554,43 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 813,0.25,Corporate / /,ID,0.0446428571428571,42256,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 356,0.5,/Miami/United States,ID,0.0446428571428571,38328,End Customer,SMB,,1.0,,1.0,information technology,113,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,,/Miami/United States,director,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,360,1 8717,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10,1 -8969,1.0,/ / Hungary,ID,,38333,Channel Partner,SMB,,,,,others,511,Request for Partnership,led signage,LG Indoor LED,,/ / Hungary,ceo/founder,LGEMK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,158,0 +8969,1.0,/ / Hungary,ID,,38333,Channel Partner,SMB,,,,,others,511,Request for Partnership,led signage,LG Indoor LED,,/ / Hungary,ceo/founder,LGEMK,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,158,1 2903,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310,0 10239,1.0,/ MT / Tabapora / Brazil,AS,0.0039370078740157,20672,End Customer,SMB,,,,,information technology,164,Quotation or Purchase Consultation,control,,,/ MT / Tabapora / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Telecommunication,966,1 20160,1.0,/ MANILA / Philippines,AS,0.0227272727272727,46443,End Customer,Enterprise,,,,,engineering,92,Quotation or Purchase Consultation,chiller,,,/ MANILA / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,61,1 -12803,1.0,/ Las pinas city / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,11,Quotation or Purchase Consultation,vrf,,,/ Las pinas city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 -11527,1.0,/Santiago/Chile,ID,,362,End Customer,SMB,,,,,information technology,76,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,,,,,580,0 +12803,1.0,/ Las pinas city / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,11,Quotation or Purchase Consultation,vrf,,,/ Las pinas city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 +11527,1.0,/Santiago/Chile,ID,,362,End Customer,SMB,,,,,information technology,76,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/Santiago/Chile,manager,LGECL,less than 3 months,0,0,,,,,580,1 3490,1.0,/ chandigarh / India,ID,,37680,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive signage,,,/ chandigarh / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 13662,0.5,/ Serra Espírito Santo / Brazil,AS,,45590,End Customer,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,/ Serra Espírito Santo / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -9171,1.0,/port melbourne/Australia,IT,,10713,End Customer,SMB,0.0,,,,information technology,107,Quotation or Purchase Consultation,notebook,,,/port melbourne/Australia,manager,LGEAP,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,922,0 +9171,1.0,/port melbourne/Australia,IT,,10713,End Customer,SMB,0.0,,,,information technology,107,Quotation or Purchase Consultation,notebook,,,/port melbourne/Australia,manager,LGEAP,less than 3 months,1,0,0.0011827288932506,,retail,Electronics & Telco,922,1 4988,0.5,/ / Brazil,AS,,6001,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,director,LGESP,,0,0,,,,,97,0 16546,0.0,/ / Italy,AS,,6177,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 4805,0.25,//India,AS,,42202,End Customer,SMB,,,,,administrative,22,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,9,1 6715,0.25,3100 woodsboro ct Norman / OK / United States,AS,,12180,,Enterprise,,,,,,65,Services,,,,3100 woodsboro ct Norman / OK / United States,none,LGEUS,,0,0,,,,,731,0 15848,0.5,/ Managua / Nicaragua,AS,,39341,Specifier/ Influencer,Enterprise,,,,,business development,3,,etc.,,,/ Managua / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654,0 -7225,0.75,/ Camarines norte / Philippines,AS,,26245,Specifier/ Influencer,Enterprise,,,,,others,2,,,,,/ Camarines norte / Philippines,trainee,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7225,0.75,/ Camarines norte / Philippines,AS,,26245,Specifier/ Influencer,Enterprise,,,,,others,2,,,,,/ Camarines norte / Philippines,trainee,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 9118,1.0,/ Hyderabad / India,AS,0.0289855072463768,6215,End Customer,Enterprise,,,,,business development,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),4,1 7675,0.75,/ / Thailand,IT,,25354,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,monitor,,,/ / Thailand,none,LGETH,less than 3 months,0,0,,,,,826,0 14071,0.25,/ PORTO ALEGRE / Brazil,AS,,35299,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ PORTO ALEGRE / Brazil,entry level,LGESP,,0,0,,,,,97,0 -15770,0.0,Bövingen 25 / Much / Germany,AS,,26343,,SMB,,,,,engineering,3,,,,,Bövingen 25 / Much / Germany,none,LGEDG,,0,0,,,,,126,1 +15770,0.0,Bövingen 25 / Much / Germany,AS,,26343,,SMB,,,,,engineering,3,,,,,Bövingen 25 / Much / Germany,none,LGEDG,,0,0,,,,,126,0 8527,0.25,/ Clarksville / United States,ID,,40161,,Enterprise,,,,,,28,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Clarksville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 19958,1.0,/ Resistencia / Argentina,ID,0.0732484076433121,1,End Customer,Enterprise,,,,,entrepreneurship,6,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ Resistencia / Argentina,manager,LGEAR,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,325,0 -10015,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10015,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 13594,0.0,/ Patna / India,AS,,29942,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672,0 12452,0.75,/ กรุงเทพ / Thailand,AS,,47389,Specifier/ Influencer,Enterprise,,,,,others,16,,vrf,,,/ กรุงเทพ / Thailand,ceo/founder,LGETH,less than 3 months,0,0,,,,,748,0 10279,1.0,/ São Paulo - Jundiai / Brazil,AS,0.0039370078740157,5210,End Customer,Enterprise,,,,,purchasing,413,Quotation or Purchase Consultation,single-split,,,/ São Paulo - Jundiai / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Airline,97,0 3767,0.5,/ Jaipur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,single-split,one way - 1 nos.,,/ Jaipur / India,none,LGEIL,,0,0,,,,,48,0 12433,0.75,/ Rio de janeiro / Brazil,AS,,9223,Specifier/ Influencer,Enterprise,,,,,administrative,3,,multi-split,,,/ Rio de janeiro / Brazil,intern,LGESP,9 months ~ 1 year,0,0,,,,,97,0 -18941,1.0,/ ES/Vila Velha / Brazil,AS,0.0151515151515151,38763,Specifier/ Influencer,Enterprise,,,,,engineering,100,Quotation or Purchase Consultation,vrf,,,/ ES/Vila Velha / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,1 +18941,1.0,/ ES/Vila Velha / Brazil,AS,0.0151515151515151,38763,Specifier/ Influencer,Enterprise,,,,,engineering,100,Quotation or Purchase Consultation,vrf,,,/ ES/Vila Velha / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,0 13861,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 -21043,0.0,/ / Spain,ID,0.025,20592,End Customer,Enterprise,,,,,support,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 -10868,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,operations,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,1 -19833,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +21043,0.0,/ / Spain,ID,0.025,20592,End Customer,Enterprise,,,,,support,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 +10868,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,operations,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,0 +19833,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 17511,0.5,/ / United Kingdom,IT,,22445,End Customer,Enterprise,,,,,radiology professional,3,Usage or Technical Consultation,,,,/ / United Kingdom,others,LGEUK,,0,0,,,,,781,0 16378,0.25,"Via Alessandro Fleming, 187 / Artena / Italy",AS,,21598,Specifier/ Influencer,Enterprise,1.0,,,,consulting,3,,vrf,,,"Via Alessandro Fleming, 187 / Artena / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 7961,0.25,777 Williams Rd Education / Salinas / United States,IT,,2486,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,777 Williams Rd Education / Salinas / United States,none,LGEUS,,0,0,,,,,374,0 14358,0.25,/ Mato Grosso do Sul / Ponta Porã / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,160,Quotation or Purchase Consultation,,,,/ Mato Grosso do Sul / Ponta Porã / Brazil,none,LGESP,,0,0,,,,,97,0 -20737,0.75,cra 1d 68-01 / Cedula de ciudadania / Colombia,AS,,37964,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,cra 1d 68-01 / Cedula de ciudadania / Colombia,ceo/founder,LGECB,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,962,1 +20737,0.75,cra 1d 68-01 / Cedula de ciudadania / Colombia,AS,,37964,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,cra 1d 68-01 / Cedula de ciudadania / Colombia,ceo/founder,LGECB,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,962,0 9568,0.0,/ / United States,ID,0.8333333333333334,12647,,Enterprise,,,,,program and project management,98,,,,,/ / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,591,1 7423,1.0,/ / Australia,AS,,27826,Specifier/ Influencer,SMB,,,,,engineering,197,Quotation or Purchase Consultation,vrf,,,/ / Australia,others,LGEAP,more than a year,0,0,,,,,139,0 19244,0.5,/ / Peru,ID,0.0538922155688622,40976,End Customer,Enterprise,,,,,media and communication,8,Technical Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,0 @@ -1604,28 +1604,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6221,0.25,/ Piracicaba / Brazil,AS,,23911,,Enterprise,,,,,others,3,,multi-split,,,/ Piracicaba / Brazil,others,LGESP,,0,0,,,,,97,0 16383,0.25,Via Aurora 18 a / Fonte Nuova / Italy,AS,,7985,End Customer,SMB,8.0,,,,support,3,,vrf,,,Via Aurora 18 a / Fonte Nuova / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 6279,0.25,/ São Caetano do Sul / Brazil,AS,,10013,,SMB,,,,,others,3,,multi-split,,,/ São Caetano do Sul / Brazil,others,LGESP,,0,0,,,,,97,0 -16287,0.25,Via Lenin Sormano 4 / Favria / Italy,AS,,40502,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,Via Lenin Sormano 4 / Favria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 -16432,0.25,Via Circumvallazione Esterna 89 / Casoria / Italy,AS,,27707,Channel Partner,SMB,4.0,,,,sales,3,,vrf,,,Via Circumvallazione Esterna 89 / Casoria / Italy,manager,LGEIS,,0,0,,,,,341,1 +16287,0.25,Via Lenin Sormano 4 / Favria / Italy,AS,,40502,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,Via Lenin Sormano 4 / Favria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +16432,0.25,Via Circumvallazione Esterna 89 / Casoria / Italy,AS,,27707,Channel Partner,SMB,4.0,,,,sales,3,,vrf,,,Via Circumvallazione Esterna 89 / Casoria / Italy,manager,LGEIS,,0,0,,,,,341,0 16955,1.0,/ PR/Curitiba / Brazil,AS,,7038,End Customer,Enterprise,,,,,purchasing,68,Quotation or Purchase Consultation,single-split,,,/ PR/Curitiba / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 11444,0.75,/ Bhayander West / India,ID,,33549,Service Partner,Enterprise,,,,,support,10,Customer Suggestions,webos,,,/ Bhayander West / India,none,LGEIL,3 months ~ 6 months,0,0,,,,,148,0 -1167,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1167,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 4874,0.25,/ Rio de Janeiro RJ / Brazil,AS,,7752,,Enterprise,,,,,others,2,,,,,/ Rio de Janeiro RJ / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 13654,0.5,/ conselheiro Lafaiete/ MG / Brazil,AS,,35233,End Customer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ conselheiro Lafaiete/ MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -7330,0.5,/ Tangerang Selatan / Indonesia,AS,,33838,End Customer,Enterprise,1.0,,,,engineering,2,,vrf,,,/ Tangerang Selatan / Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 -10531,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,33050,End Customer,Enterprise,,1.0,,1.0,engineering,19,Quotation or Purchase Consultation,one:quick series,One:Quick Works,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,406,0 +7330,0.5,/ Tangerang Selatan / Indonesia,AS,,33838,End Customer,Enterprise,1.0,,,,engineering,2,,vrf,,,/ Tangerang Selatan / Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,122,0 +10531,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,33050,End Customer,Enterprise,,1.0,,1.0,engineering,19,Quotation or Purchase Consultation,one:quick series,One:Quick Works,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,406,1 15592,0.5,/ Monterrey / Mexico,AS,,40903,Specifier/ Influencer,SMB,,,,,operations,3,,chiller,,,/ Monterrey / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 -4304,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 +4304,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,0 6752,0.25,4463 Printers Ct / MD / United States,AS,,39537,,SMB,,,,,,159,Product Information,,,,4463 Printers Ct / MD / United States,none,LGEUS,,0,0,,,,,731,0 2991,1.0,/ / Hong Kong,ID,,10322,Service Partner,SMB,,,,,media and communication,68,Technical Consultation,special signage,,,/ / Hong Kong,director,LGEHK,less than 3 months,0,0,,,,,337,0 14813,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97,0 -16800,0.75,/ Angeles / Philippines,AS,,26374,,SMB,,,,,engineering,12,,vrf,,,/ Angeles / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59,1 +16800,0.75,/ Angeles / Philippines,AS,,26374,,SMB,,,,,engineering,12,,vrf,,,/ Angeles / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59,0 20196,1.0,/São Paulo/Brazil,AS,0.004,35049,End Customer,SMB,,,,,purchasing,506,Quotation or Purchase Consultation,etc.,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 1891,1.0,/ Mumbai / India,ID,,23090,,Enterprise,,,,,marketing,7,Technical Consultation,interactive signage,,,/ Mumbai / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 -11455,1.0,/VITÓRIA DA CONQUISTA/Brazil,ID,,20055,End Customer,Enterprise,,,,,purchasing,83,Quotation or Purchase Consultation,hotel tv,,,/VITÓRIA DA CONQUISTA/Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,487,0 +11455,1.0,/VITÓRIA DA CONQUISTA/Brazil,ID,,20055,End Customer,Enterprise,,,,,purchasing,83,Quotation or Purchase Consultation,hotel tv,,,/VITÓRIA DA CONQUISTA/Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,487,1 2201,1.0,/ HUTTI / India,ID,,9618,,Enterprise,,,,,education,5,Technical Consultation,interactive signage,,,/ HUTTI / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 8444,0.25,815 San Pascual Ave Education / Los Angeles / United States,IT,,25856,,SMB,0.0,,,,,202,Quotation or Purchase Consultation,,,,815 San Pascual Ave Education / Los Angeles / United States,none,LGEUS,,0,0,0.0005719551277132,,education,K12 Kindergarten & Schools,374,1 16733,0.25,/ ROMA / Italy,AS,,4241,Channel Partner,SMB,18.0,,,,sales,3,,vrf,,,/ ROMA / Italy,others,LGEIS,,0,0,,,,,341,0 -9993,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9993,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20281,1.0,/ LIMA / Peru,IT,,44464,Channel Partner,SMB,,,,,sales,220,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ LIMA / Peru,ceo/founder,LGEPR,more than a year,0,0,0.0011827288932506,,retail,Electronics & Telco,190,0 4791,0.25,/Noida/India,AS,,39614,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9,1 2445,1.0,/ / Saudi Arabia,ID,,17024,End Customer,SMB,,,,,media and communication,39,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 @@ -1633,8 +1633,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20100,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,9,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 3085,0.5,/ Kannur / India,ID,,24467,,Enterprise,,,,,administrative,115,Quotation or Purchase Consultation,,,,/ Kannur / India,associate/analyst,LGEIL,,0,0,,,,,174,0 7140,1.0,/ / Philippines,AS,,1702,End Customer,SMB,0.0,,,,others,26,Quotation or Purchase Consultation,,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -21220,0.5,/ / Italy,IT,,38781,Channel Partner,SMB,,,,,support,3,,medical display,,,/ / Italy,manager,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843,1 -1948,1.0,/ PUNE / India,ID,,36667,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ PUNE / India,director,LGEIL,less than 3 months,0,0,,,,,148,0 +21220,0.5,/ / Italy,IT,,38781,Channel Partner,SMB,,,,,support,3,,medical display,,,/ / Italy,manager,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843,0 +1948,1.0,/ PUNE / India,ID,,36667,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ PUNE / India,director,LGEIL,less than 3 months,0,0,,,,,148,1 7182,0.75,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,19,,vrf,,,"112 SOL Building Amorsolo St. Legaspi Village, Makati City Manila, Philippines / Taguig City / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 1295,0.25,Cloud IT / Nyc / United States,IT,0.0434782608695652,37040,End Customer,Enterprise,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Nyc / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 2481,1.0,/ bhopal / India,ID,,14778,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ bhopal / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 @@ -1645,7 +1645,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19152,0.5,56 Quarry Rd Medical / Trumbull / United States,IT,0.6428571428571429,1393,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,medical display,Diagnostic Monitors,,56 Quarry Rd Medical / Trumbull / United States,director,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Clinic,834,1 12386,1.0,/ Jakarta / Indonesia,AS,,44587,Specifier/ Influencer,SMB,,,,,information technology,47,Product Information,etc.,,,/ Jakarta / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,774,0 2488,1.0,/Kolkata/India,ID,,23280,,Enterprise,,,,,business development,10,Quotation or Purchase Consultation,interactive digital board,,,/Kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -1004,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1004,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 7544,1.0,/ / Egypt,AS,,5460,End Customer,Enterprise,2.0,,,,others,43,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 20468,0.0,755 Crossover Ln Hospitality / Memphis / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,755 Crossover Ln Hospitality / Memphis / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 4995,0.5,/ Belém / Brazil,AS,,15886,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Belém / Brazil,director,LGESP,,0,0,,,,,97,0 @@ -1656,36 +1656,36 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8754,1.0,/Tennant Creek/Australia,ID,,5560,End Customer,SMB,,,,,information technology,33,Quotation or Purchase Consultation,webos,,,/Tennant Creek/Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,157,0 18564,0.0,/ / Peru,ID,0.0327868852459016,9591,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 13000,0.75,/Reynosa/Mexico,AS,,9149,,SMB,,,,,sales,3,,chiller,,,/Reynosa/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,,,,,42,0 -16045,0.25,/ Budapest / Hungary,AS,,32620,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Budapest / Hungary,others,LGEMK,,0,0,,,,,960,1 +16045,0.25,/ Budapest / Hungary,AS,,32620,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Budapest / Hungary,others,LGEMK,,0,0,,,,,960,0 2231,1.0,/ Gorakhpur / India,ID,,12618,,Enterprise,,,,,education,7,Others,interactive signage,,,/ Gorakhpur / India,others,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 20316,1.0,/ Tegucigalpa / Honduras,ID,0.1241217798594847,38811,Specifier/ Influencer,SMB,,1.0,,1.0,engineering,39,Request for Partnership,,,,/ Tegucigalpa / Honduras,ceo/founder,LGEPS,9 months ~ 1 year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,240,0 13608,0.25,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",AS,,17695,End Customer,SMB,,,,,engineering,3,,,,,"Av. Guanabara 95 SA8, Jardim S?o Vicente, Itupeva S?o Paulo / São Paulo / SP / Brazil",ceo/founder,LGESP,,0,0,,,,,97,0 -2494,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 -20292,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +2494,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 +20292,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,1 8593,0.25,919 Hidden Ridge Tx Cloud IT / Irving / United States,IT,0.6428571428571429,8672,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,919 Hidden Ridge Tx Cloud IT / Irving / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 19203,1.0,/Perote veracruz/Mexico,ID,0.0538922155688622,30306,End Customer,Enterprise,,,,,other,35,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,,/Perote veracruz/Mexico,other,LGEMS,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,188,0 16239,0.0,/ / Greece,AS,,22675,,SMB,10.0,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732,0 16211,0.25,/ / Greece,AS,,16495,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ / Greece,entry level,LGEHS,,0,0,,,,,732,0 -10860,0.0,São Paulo / / Brazil,ID,0.0749486652977412,869,End Customer,SMB,51.0,1.0,,1.0,sales,3,,,,,São Paulo / / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 -17618,1.0,/Santa Fe/ san lorenzo/Argentina,ID,0.0806916426512968,9857,Specifier/ Influencer,Enterprise,1.0,,,,administrative,75,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV77D,/Santa Fe/ san lorenzo/Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,345,0 +10860,0.0,São Paulo / / Brazil,ID,0.0749486652977412,869,End Customer,SMB,51.0,1.0,,1.0,sales,3,,,,,São Paulo / / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,0 +17618,1.0,/Santa Fe/ san lorenzo/Argentina,ID,0.0806916426512968,9857,Specifier/ Influencer,Enterprise,1.0,,,,administrative,75,Quotation or Purchase Consultation,video wall signage,Ultra Narrow Bezel Video Wall,55LV77D,/Santa Fe/ san lorenzo/Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,345,1 17267,1.0,/ Elsherouk / Egypt,AS,,13814,End Customer,Enterprise,,,,,others,33,Quotation or Purchase Consultation,,,,/ Elsherouk / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 7393,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76,0 -1232,1.0,/ BLACKPOOL / United Kingdom,IT,,27546,End Customer,SMB,,,1.0,1.0,others,129,Quotation or Purchase Consultation,laptop,,,/ BLACKPOOL / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,0,0.0030792876608617,,corporate / office,Construction,431,0 -10022,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +1232,1.0,/ BLACKPOOL / United Kingdom,IT,,27546,End Customer,SMB,,,1.0,1.0,others,129,Quotation or Purchase Consultation,laptop,,,/ BLACKPOOL / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,0,0.0030792876608617,,corporate / office,Construction,431,1 +10022,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9915,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 13110,0.75,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",AS,,4218,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"1 Travessa Francisco Pereira, Pitua?i Bahia / Lauro de Freitas / Brazil",associate/analyst,LGESP,9 months ~ 1 year,0,0,,,,,97,0 4871,0.25,/ SÃO PAULO / Brazil,AS,,42845,,Enterprise,,,,,,3,,multi-split,,,/ SÃO PAULO / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -8084,0.5,/Esslingen/Germany,ID,0.0135135135135135,40285,Service Partner,SMB,,,,,engineering,169,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Esslingen/Germany,none,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,326,1 +8084,0.5,/Esslingen/Germany,ID,0.0135135135135135,40285,Service Partner,SMB,,,,,engineering,169,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Esslingen/Germany,none,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,326,0 15357,0.25,/ Samsun / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,30,Quotation or Purchase Consultation,multi-split,,,/ Samsun / Türkiye,none,LGETK,,0,0,,,,,103,0 12258,0.75,/ Santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,administrative,3,,vrf,,,/ Santiago / Chile,others,LGECL,3 months ~ 6 months,0,0,,,,,728,0 5022,0.25,/ São Paulo / Brazil,AS,,6764,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 15776,0.0,/ / Germany,AS,,14497,,SMB,,,,,operations,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 20318,0.75,/ /,ID,0.1241217798594847,14415,,Enterprise,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ /,none,LGEPS,less than 3 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,238,0 -19920,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,1 +19920,0.25,/ / China,ID,0.1184210526315789,38225,Channel Partner,SMB,,,,,,3,,led signage,,,/ / China,manager,LGECH,,0,1,0.0011827288932506,0.0498402555910543,retail,,379,0 11052,1.0,/ HERMOSILLO / Mexico,ID,0.0749486652977412,1712,Specifier/ Influencer,Enterprise,,1.0,,1.0,business development,91,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/ HERMOSILLO / Mexico,director,LGEMS,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,188,0 -4306,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,1 +4306,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,0 18400,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -10498,1.0,/ Pune / India,ID,0.0575342465753424,20652,End Customer,Enterprise,,1.0,,1.0,consulting,23,Quotation or Purchase Consultation,one:quick series,One:Quick works,55CT5WJ,/ Pune / India,director,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,148,0 +10498,1.0,/ Pune / India,ID,0.0575342465753424,20652,End Customer,Enterprise,,1.0,,1.0,consulting,23,Quotation or Purchase Consultation,one:quick series,One:Quick works,55CT5WJ,/ Pune / India,director,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,148,1 14393,0.25,/ VENANCIO AIRES / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,,,,/ VENANCIO AIRES / Brazil,none,LGESP,,0,0,,,,,97,0 8739,1.0,/DUBAI/U.A.E,AS,0.0496894409937888,2016,Specifier/ Influencer,Enterprise,,,,,engineering,144,Quotation or Purchase Consultation,etc.,,,/DUBAI/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,25,0 2374,0.75,1 Bloomfield Ave / Mountain Lakes /,ID,,15189,Channel Partner,SMB,,,,,,59,Quotation or Purchase Consultation,,,,1 Bloomfield Ave / Mountain Lakes /,none,LGEUS,less than 3 months,0,0,,,,,360,0 @@ -1697,12 +1697,12 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16965,0.75,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",AS,,21575,,SMB,,,,,business development,48,,vrf,,,"RUA KEISUKE KOZA, 189 S?O PAULO / São Paulo / Brazil",manager,LGESP,6 months ~ 9 months,0,0,,,,,97,0 12138,1.0,/ ahmedabad / India,ID,,23657,,Enterprise,2.0,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ ahmedabad / India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 6132,0.25,/ São Paulo / Brazil,AS,,39563,,Enterprise,,,,,media and communication,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -20805,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,1 +20805,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,0 17281,1.0,/ / Egypt,AS,,47249,End Customer,Enterprise,,,,,others,7,Quotation or Purchase Consultation,,,,/ / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 11156,0.75,14 Kings VW / San Antonio / TX,ID,,3968,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,14 Kings VW / San Antonio / TX,none,LGEUS,3 months ~ 6 months,0,0,,,,,205,0 19848,0.5,/ / Brazil,ID,0.0732484076433121,8997,,Enterprise,,,,,real estate,13,Quotation or Purchase Consultation,,,,/ / Brazil,partner,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,279,0 15478,0.25,/ Hà Nội / Vietnam,AS,,46312,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Hà Nội / Vietnam,others,LGEVH,,0,0,,,,,760,0 -8827,1.0,/ Delhi cant / India,AS,0.0714285714285714,36939,End Customer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,vrf,,,/ Delhi cant / India,partner,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,608,0 +8827,1.0,/ Delhi cant / India,AS,0.0714285714285714,36939,End Customer,Enterprise,,,,,engineering,23,Quotation or Purchase Consultation,vrf,,,/ Delhi cant / India,partner,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,608,1 2307,0.75,/United Kingdom /United Kingdom,ID,,3971,End Customer,Enterprise,,,,,accounting,35,Quotation or Purchase Consultation,led signage,,,/United Kingdom /United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 17589,1.0,//Mexico,ID,0.0806916426512968,25309,,Enterprise,53.0,,,,other,3,Other,,,,//Mexico,other,LGEMS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 8467,1.0,/Hanumangarh /India,AS,0.4615384615384615,27625,End Customer,SMB,,,,,entrepreneurship,72,Quotation or Purchase Consultation,vrf,,,/Hanumangarh /India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 @@ -1713,9 +1713,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10382,1.0,/Sumaré /Brazil,AS,0.0039370078740157,35477,End Customer,SMB,,,,,purchasing,44,Quotation or Purchase Consultation,single-split,,,/Sumaré /Brazil,others,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,0 11219,1.0,/ Lucknow / India,ID,,204,,Enterprise,,,,,business development,27,Others,interactive signage,,,/ Lucknow / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 20923,0.0,/ / Peru,ID,0.0476190476190476,3345,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 -17477,1.0,/ Wuppertal / Germany,IT,,24354,End Customer,SMB,,,,,,187,Quotation or Purchase Consultation,,,,/ Wuppertal / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428,0 +17477,1.0,/ Wuppertal / Germany,IT,,24354,End Customer,SMB,,,,,,187,Quotation or Purchase Consultation,,,,/ Wuppertal / Germany,entry level,LGEDG,less than 3 months,0,0,,,,,428,1 10426,1.0,/Tulum/Mexico,AS,0.0039370078740157,12259,,Enterprise,,,,,program and project management,40,Quotation or Purchase Consultation,etc.,,,/Tulum/Mexico,vice president,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42,0 -11075,0.75,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,ID,0.0749486652977412,10335,Channel Partner,SMB,3.0,1.0,,1.0,sales,3,,,,,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,manager,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,325,1 +11075,0.75,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,ID,0.0749486652977412,10335,Channel Partner,SMB,3.0,1.0,,1.0,sales,3,,,,,Manuel Ugarte 1667 5P / Buenos Aires / Argentina,manager,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,325,0 3224,0.5,9000 Orion Dr. NE /Lacey/,ID,,20541,Specifier/ Influencer,SMB,0.0,,,,,183,Quotation or Purchase Consultation,,,,9000 Orion Dr. NE /Lacey/,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 12769,1.0,/ / Singapore,AS,,39786,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,control,,,/ / Singapore,entry level,LGESL,less than 3 months,0,0,,,,,73,0 2246,1.0,/ / U.A.E,ID,,46594,End Customer,Enterprise,,,,,sales,48,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 @@ -1737,28 +1737,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8625,1.0,/ / U.A.E,ID,,15133,End Customer,Enterprise,,,,,engineering,49,Technical Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,227,0 20948,0.0,/ / Peru,ID,0.0476190476190476,15760,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 9706,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -11421,1.0,/ Kolkata / India,ID,,13808,Channel Partner,Enterprise,,,,,education,11,Quotation or Purchase Consultation,webos,,,/ Kolkata / India,ceo/founder,LGEIL,more than a year,0,0,,,,,223,0 -7603,1.0,/COORPAROO/Australia,AS,,24084,End Customer,SMB,,,,,purchasing,339,Quotation or Purchase Consultation,etc.,,,/COORPAROO/Australia,manager,LGESL,less than 3 months,0,0,,,,,714,0 -10680,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +11421,1.0,/ Kolkata / India,ID,,13808,Channel Partner,Enterprise,,,,,education,11,Quotation or Purchase Consultation,webos,,,/ Kolkata / India,ceo/founder,LGEIL,more than a year,0,0,,,,,223,1 +7603,1.0,/COORPAROO/Australia,AS,,24084,End Customer,SMB,,,,,purchasing,339,Quotation or Purchase Consultation,etc.,,,/COORPAROO/Australia,manager,LGESL,less than 3 months,0,0,,,,,714,1 +10680,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 5450,0.5,/São Paulo/Brazil,AS,,6587,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 11796,0.5,/ Chennai / India,ID,,28418,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,c-level executive,LGEIL,,0,0,,,,,149,1 13376,0.25,/ New Delhi / India,AS,,36892,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,115,0 21237,0.25,/ / Italy,IT,,15287,Channel Partner,SMB,,,,,sales,3,,medical display,,,/ / Italy,director,LGEIS,,0,0,1.2765902883450302e-05,,transportation,Others,843,0 16392,0.25,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",AS,,1564,Channel Partner,Enterprise,0.0,,,,others,3,,vrf,,,"VIA DEGLI IPPOCASTANI,1 / BASTIA UMBRA / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 -10051,0.25,1 Dell Pkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1 Dell Pkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 -10009,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10051,0.25,1 Dell Pkway Cloud IT / Nashville / United States,IT,,19252,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1 Dell Pkway Cloud IT / Nashville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +10009,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 1600,1.0,/Ahmedabad/India,ID,,24449,,SMB,,,,,business development,1,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 540,0.25,Corporate / /,ID,0.0446428571428571,25152,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 1820,1.0,/Mumbai/India,ID,,42382,,Enterprise,,,,,marketing,10,Quotation or Purchase Consultation,interactive digital board,,,/Mumbai/India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 1519,1.0,/ Mumbai / India,ID,,1262,,Enterprise,,,,,education,81,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 19060,1.0,/ Rio de Janeiro / Brazil,ID,0.2692307692307692,21956,End Customer,SMB,,,,,information technology,179,Quotation or Purchase Consultation,hospital tv,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572,1 -19992,1.0,/ mumbai / India,AS,0.0289855072463768,36606,Specifier/ Influencer,Enterprise,0.0,,,,business development,16,Quotation or Purchase Consultation,vrf,,,/ mumbai / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,76,1 +19992,1.0,/ mumbai / India,AS,0.0289855072463768,36606,Specifier/ Influencer,Enterprise,0.0,,,,business development,16,Quotation or Purchase Consultation,vrf,,,/ mumbai / India,director,LGEIL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,76,0 13641,0.5,/ Marabá PA / Brazil,AS,,41143,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ Marabá PA / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -7273,0.75,/ Quezon City / Philippines,AS,,11579,Specifier/ Influencer,Enterprise,,,,,engineering,11,,vrf,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 -3103,0.25,/ Coimbatore / India,ID,,22785,Service Partner,Enterprise,,,,,administrative,8,Quotation or Purchase Consultation,one:quick series,,,/ Coimbatore / India,none,LGEIL,,0,0,,,,,149,0 -7307,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 +7273,0.75,/ Quezon City / Philippines,AS,,11579,Specifier/ Influencer,Enterprise,,,,,engineering,11,,vrf,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 +3103,0.25,/ Coimbatore / India,ID,,22785,Service Partner,Enterprise,,,,,administrative,8,Quotation or Purchase Consultation,one:quick series,,,/ Coimbatore / India,none,LGEIL,,0,0,,,,,149,1 +7307,0.75,/ Jakarta / Indonesia,AS,,34023,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,entry level,LGEIN,9 months ~ 1 year,0,0,,,,,122,0 9586,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 -19192,1.0,/ paris / France,ID,,18787,Service Partner,SMB,,,,,engineering,759,Others,software solution,,,/ paris / France,manager,LGEFS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,261,0 +19192,1.0,/ paris / France,ID,,18787,Service Partner,SMB,,,,,engineering,759,Others,software solution,,,/ paris / France,manager,LGEFS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,261,1 1758,1.0,/ Darbhanga / India,ID,,45029,,SMB,,,,,accounting,13,Technical Consultation,interactive signage,,,/ Darbhanga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 12749,1.0,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,16,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,ceo/founder,LGESL,less than 3 months,0,0,,,,,715,0 12172,0.75,/ / Mexico,ID,,30709,,Enterprise,,,,,support,3,Customer Suggestions,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 @@ -1766,21 +1766,21 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12238,1.0,/ Cranbourne / Australia,AS,,12511,Specifier/ Influencer,SMB,1.0,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ Cranbourne / Australia,director,LGEAP,less than 3 months,0,0,,,,,689,0 19074,1.0,/ Valparaiso / Viña del Mar / Chile,ID,0.2692307692307692,36870,End Customer,SMB,,,,,information technology,24,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Valparaiso / Viña del Mar / Chile,others,LGECL,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,580,1 11353,0.75,/ / Peru,ID,,46629,,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,258,0 -8218,1.0,/ /,ID,0.3902439024390244,17207,End Customer,SMB,,,,,information technology,90,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),569,0 +8218,1.0,/ /,ID,0.3902439024390244,17207,End Customer,SMB,,,,,information technology,90,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),569,1 21297,0.25,/ New York / United States,ID,0.4,43943,,SMB,,,,,,5,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ New York / United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,194,0 19543,1.0,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,IT,,40326,End Customer,Enterprise,,,,,military and protective services,3,Quotation or Purchase Consultation,,,,Bldg 14 Saufley Road / NASNI Coronado / CA / United States,others,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,Military,556,0 15646,0.5,/ Tulancingo de Bravo / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Tulancingo de Bravo / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 -9340,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +9340,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,1 11532,0.75,/ / Mexico,ID,,9859,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,more than a year,0,0,,,,,189,0 3427,1.0,/ fhfu / India,ID,,17537,,Enterprise,,,,,human resources,4,Technical Consultation,interactive signage,,,/ fhfu / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 12594,0.75,/ BARRANQUILLA / Colombia,AS,,1836,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ BARRANQUILLA / Colombia,associate/analyst,LGECB,less than 3 months,0,0,,,,,39,0 -8045,1.0,/ / U.A.E,ID,0.043103448275862,41103,End Customer,SMB,,,,,sales,127,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,1 +8045,1.0,/ / U.A.E,ID,0.043103448275862,41103,End Customer,SMB,,,,,sales,127,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 13895,0.5,/ Rio de Janeiro / Brazil,AS,,10972,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,entry level,LGESP,,0,0,,,,,97,0 -3960,1.0,/471606/India,AS,,32190,End Customer,Enterprise,5.0,,,,purchasing,35,Quotation or Purchase Consultation,multi-split,,,/471606/India,others,LGEIL,less than 3 months,0,0,,,,,123,0 +3960,1.0,/471606/India,AS,,32190,End Customer,Enterprise,5.0,,,,purchasing,35,Quotation or Purchase Consultation,multi-split,,,/471606/India,others,LGEIL,less than 3 months,0,0,,,,,123,1 4227,0.25,/ Kolhapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,21,Quotation or Purchase Consultation,ventilation,,,/ Kolhapur / India,none,LGEIL,,0,0,,,,,751,0 18445,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -17221,1.0,/ Ho Chi Minh / Vietnam,AS,,35623,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 -17845,1.0,/ / Vietnam,ID,0.2142857142857142,46910,,Enterprise,,,,,operations,10,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +17221,1.0,/ Ho Chi Minh / Vietnam,AS,,35623,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 +17845,1.0,/ / Vietnam,ID,0.2142857142857142,46910,,Enterprise,,,,,operations,10,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,0,0.0005719551277132,0.048629531388152,education,,324,1 14256,0.25,/ São Paulo / Brazil,AS,,3916,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 15864,0.5,/ Panama / Panama,AS,,17804,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 13958,0.5,/ Recife pe / Brazil,AS,,24548,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 @@ -1794,17 +1794,17 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14487,0.25,/ Amazonas / Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,93,Quotation or Purchase Consultation,single-split,,,/ Amazonas / Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 3051,0.75,1233 20th St NW / Washington /,ID,,22107,Channel Partner,SMB,,,,,,120,Quotation or Purchase Consultation,,,,1233 20th St NW / Washington /,none,LGEUS,9 months ~ 1 year,0,0,,,,,205,0 6629,0.25,/ / United States,AS,,5546,,Enterprise,,,,,,45,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,731,0 -16872,0.75,/ Quezon City / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +16872,0.75,/ Quezon City / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 13076,0.75,/ Cortes / Honduras,AS,,35592,Specifier/ Influencer,SMB,19.0,,,,sales,3,,multi-split,,,/ Cortes / Honduras,partner,LGEPS,6 months ~ 9 months,0,0,,,,,654,0 12962,0.75,/ MEDELLIN / Colombia,AS,,44572,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ MEDELLIN / Colombia,associate/analyst,LGECB,3 months ~ 6 months,0,0,,,,,650,0 -10842,0.25,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,1 -8220,1.0,/ New York / United States,ID,0.3902439024390244,30690,End Customer,SMB,,,,,administrative,109,Quotation or Purchase Consultation,interactive signage,,,/ New York / United States,others,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333,0 +10842,0.25,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,sales,3,,,,,/ / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,0 +8220,1.0,/ New York / United States,ID,0.3902439024390244,30690,End Customer,SMB,,,,,administrative,109,Quotation or Purchase Consultation,interactive signage,,,/ New York / United States,others,LGEUS,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,333,1 612,0.25,Corporate / /,ID,0.0446428571428571,9454,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 16968,1.0,/ São Paulo/ Guarujá / Brazil,AS,,20326,End Customer,Enterprise,,,,,administrative,238,Quotation or Purchase Consultation,vrf,,,/ São Paulo/ Guarujá / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97,0 8880,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227,1 2738,1.0,/ / South Africa,ID,,5761,End Customer,Enterprise,,,,,finance,59,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 20154,0.25,/ Beograd / Serbia,AS,,28218,Specifier/ Influencer,SMB,,,,,,3,,etc.,"VRF,Single-Split,Chiller",,/ Beograd / Serbia,ceo/founder,LGEMK,,0,0,0.0011827288932506,0.0115830115830115,retail,,766,0 -4780,0.25,//India,AS,,3848,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608,0 +4780,0.25,//India,AS,,3848,Specifier/ Influencer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608,1 10237,1.0,/New Delhi /India,AS,0.0888888888888888,3448,Specifier/ Influencer,Enterprise,,,,,purchasing,14,Quotation or Purchase Consultation,etc.,,,/New Delhi /India,vice president,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,9,1 5706,0.5,/ São Paulo / Brazil,AS,,43872,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 11790,0.25,/ Mysore / India,ID,,36821,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Mysore / India,none,LGEIL,,0,0,,,,,174,0 @@ -1812,21 +1812,21 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3635,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 19063,1.0,/ Salvador / Brazil,ID,0.2692307692307692,24795,Specifier/ Influencer,Enterprise,,,,,arts and design,70,Quotation or Purchase Consultation,oled signage,,,/ Salvador / Brazil,partner,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 7215,1.0,/ Quezon City / Philippines,AS,,14986,End Customer,Enterprise,,,,,operations,53,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,partner,LGEPH,3 months ~ 6 months,0,0,,,,,46,0 -41,1.0,/ Raipur / India,AS,0.0888888888888888,16062,End Customer,Enterprise,,,,,administrative,33,Quotation or Purchase Consultation,vrf,,,/ Raipur / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Investment,123,0 -19059,1.0,/ Ourinhos / Brazil,ID,0.2692307692307692,3276,End Customer,Enterprise,,,,,healthcare services,88,Quotation or Purchase Consultation,hospital tv,,,/ Ourinhos / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,0 +41,1.0,/ Raipur / India,AS,0.0888888888888888,16062,End Customer,Enterprise,,,,,administrative,33,Quotation or Purchase Consultation,vrf,,,/ Raipur / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Investment,123,1 +19059,1.0,/ Ourinhos / Brazil,ID,0.2692307692307692,3276,End Customer,Enterprise,,,,,healthcare services,88,Quotation or Purchase Consultation,hospital tv,,,/ Ourinhos / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 7173,1.0,/ Manila / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,9,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -778,0.25,/ Mesquite / United States,ID,0.0446428571428571,44794,,SMB,,1.0,,1.0,,139,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mesquite / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,205,1 +778,0.25,/ Mesquite / United States,ID,0.0446428571428571,44794,,SMB,,1.0,,1.0,,139,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Mesquite / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,205,0 16582,0.0,VIA SAVIO 1960 / CESENA / Italy,AS,,1562,Channel Partner,SMB,,,,,,3,,vrf,,,VIA SAVIO 1960 / CESENA / Italy,none,LGEIS,,0,0,,,,,341,0 -4016,1.0,/ Cavite / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,48,Quotation or Purchase Consultation,etc.,,,/ Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +4016,1.0,/ Cavite / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,48,Quotation or Purchase Consultation,etc.,,,/ Cavite / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 10698,0.75,/ / Brazil,ID,0.0749486652977412,9667,,SMB,,1.0,,1.0,administrative,120,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,342,0 1527,1.0,/ Dehradun / India,ID,,33078,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 13199,0.5,/Leyte/Philippines,AS,,32343,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 -16345,0.25,ca' zusto 52 / vigodarzere / Italy,AS,,42701,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,ca' zusto 52 / vigodarzere / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16345,0.25,ca' zusto 52 / vigodarzere / Italy,AS,,42701,Specifier/ Influencer,SMB,,,,,administrative,3,,vrf,,,ca' zusto 52 / vigodarzere / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 11394,0.75,7752 alrabiah Quds st /Qatif/,ID,,41651,Channel Partner,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,7752 alrabiah Quds st /Qatif/,none,LGEUS,less than 3 months,0,0,,,,,194,0 -9653,1.0,/ Camarines sur / Philippines,AS,,35720,End Customer,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,single-split,,,/ Camarines sur / Philippines,manager,LGEPH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,0,0 -10683,1.0,/Paulínia/Brazil,ID,0.0749486652977412,34629,End Customer,Enterprise,4.0,1.0,,1.0,operations,132,Quotation or Purchase Consultation,led signage,,,/Paulínia/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,0 +9653,1.0,/ Camarines sur / Philippines,AS,,35720,End Customer,Enterprise,,,,,engineering,131,Quotation or Purchase Consultation,single-split,,,/ Camarines sur / Philippines,manager,LGEPH,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,0,1 +10683,1.0,/Paulínia/Brazil,ID,0.0749486652977412,34629,End Customer,Enterprise,4.0,1.0,,1.0,operations,132,Quotation or Purchase Consultation,led signage,,,/Paulínia/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,1 12015,0.5,/ / Argentina,ID,,41451,,Enterprise,2.0,,,,arts and design,3,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,,0,0,,,,,325,0 -8138,1.0,/Al Khobar/Saudi Arabia,AS,0.0485436893203883,27881,End Customer,SMB,,,,,engineering,118,Product Information,single-split,,,/Al Khobar/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,44,1 +8138,1.0,/Al Khobar/Saudi Arabia,AS,0.0485436893203883,27881,End Customer,SMB,,,,,engineering,118,Product Information,single-split,,,/Al Khobar/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,44,0 2535,1.0,/ Surat / India,ID,,664,,Enterprise,,,,,education,1,Technical Consultation,interactive signage,,,/ Surat / India,manager,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 16779,0.5,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,AS,,33350,End Customer,SMB,,,,,engineering,3,Product Information,,,,VIA MAZZINI N 4 / CN - Monasterolo di Savigliano / Italy,others,LGEIS,,0,0,,,,,341,0 20090,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,64,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,9 months ~ 1 year,0,0,0.0011827288932506,0.0115830115830115,retail,,775,0 @@ -1834,7 +1834,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7161,1.0,/ Pasig City / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ Pasig City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 7229,1.0,/ CALOOCAN CITY / Philippines,AS,,25940,,Enterprise,0.0,,,,engineering,11,Quotation or Purchase Consultation,vrf,,,/ CALOOCAN CITY / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 7548,1.0,/ Cairo / Egypt,AS,,8612,End Customer,Enterprise,,,,,others,4,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 -10869,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,278,1 +10869,0.0,/ / Brazil,ID,0.0749486652977412,869,Channel Partner,SMB,51.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,278,0 15096,0.5,/ Santiago centro / Chile,AS,,39210,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Santiago centro / Chile,trainee,LGECL,less than 3 months,0,0,,,,,728,0 8627,1.0,/ / Mexico,ID,0.0538922155688622,37270,Service Partner,Enterprise,,,,,arts and design,133,Quotation or Purchase Consultation,led signage,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,188,0 3171,0.5,//United States,ID,,16285,End Customer,SMB,,,,,product management,178,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//United States,associate/analyst,LGEUS,,0,0,,,,,377,0 @@ -1843,14 +1843,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1175,0.5,/ / United States,ID,0.0446428571428571,28161,End Customer,SMB,,1.0,,1.0,engineering,35,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,c-level executive,LGEUS,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,377,1 20440,0.0,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,1780 Hughes Landing Blvd Hospitality / The Woodlands / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 3355,0.25,/ / Singapore,ID,,25241,End Customer,SMB,,,,,sales,55,Quotation or Purchase Consultation,standard signage,,,/ / Singapore,none,LGESL,,0,0,,,,,198,0 -8912,1.0,/ Providenciales / Turks and Caicos Islands,ID,0.0732484076433121,2645,End Customer,Enterprise,65.0,,,,purchasing,289,Quotation or Purchase Consultation,hotel tv,,,/ Providenciales / Turks and Caicos Islands,manager,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,239,0 +8912,1.0,/ Providenciales / Turks and Caicos Islands,ID,0.0732484076433121,2645,End Customer,Enterprise,65.0,,,,purchasing,289,Quotation or Purchase Consultation,hotel tv,,,/ Providenciales / Turks and Caicos Islands,manager,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,239,1 14040,0.5,/ Jaboatão dos Guararapes / Brazil,AS,,30384,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes / Brazil,entry level,LGESP,,0,0,,,,,97,0 10102,0.75,/ / Oman,ID,0.037037037037037,2857,End Customer,Enterprise,,,,,marketing,77,Quotation or Purchase Consultation,led signage,Ultra Light Series,GSCD100,/ / Oman,none,LGEGF,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,282,0 -3271,0.5,/ FT HUACHUCA /,ID,,22446,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,0 +3271,0.5,/ FT HUACHUCA /,ID,,22446,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,1 9225,1.0,/ / Poland,ID,0.0169491525423728,44682,End Customer,Enterprise,,1.0,,1.0,administrative,81,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,520,1 16909,0.75,/Surabaya /Indonesia,AS,,33963,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Surabaya /Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 10258,0.75,/ Bogotá / Colombia,AS,0.0039370078740157,13518,Channel Partner,SMB,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,650,0 -10871,0.0,/ / Brazil,ID,0.0749486652977412,869,Specifier/ Influencer,SMB,51.0,1.0,,1.0,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,1 +10871,0.0,/ / Brazil,ID,0.0749486652977412,869,Specifier/ Influencer,SMB,51.0,1.0,,1.0,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,278,0 9550,1.0,1020 Owen Loop South General/Eugene/United States,ID,0.8333333333333334,36110,End Customer,SMB,0.0,,,,purchasing,265,Quotation or Purchase Consultation,led signage,"LG Miraclass, 4K Resolution, 5m Screen",LDAA012,1020 Owen Loop South General/Eugene/United States,director,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,499,1 14622,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,122,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97,0 694,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 @@ -1858,7 +1858,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5503,0.5,/AMERICANA/Brazil,AS,,16929,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/AMERICANA/Brazil,others,LGESP,,0,0,,,,,97,0 5515,0.5,/ Rio de janeiro / Brazil,AS,,7904,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 3677,0.75,/ Yogyakarta / Indonesia,AS,,11161,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,0 -9950,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9950,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 15855,0.5,/ Tegucigalpa / Honduras,AS,,38811,Specifier/ Influencer,SMB,,,,,research,3,,etc.,,,/ Tegucigalpa / Honduras,manager,LGEPS,more than a year,0,0,,,,,654,0 12371,0.75,/Yogyakarta/Indonesia,AS,,32749,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Yogyakarta/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 20837,1.0,/ Monterrey / Argentina,ID,0.0476190476190476,13922,End Customer,Enterprise,,,,,purchasing,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Monterrey / Argentina,director,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,0 @@ -1869,17 +1869,17 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6265,0.25,/ Salvador / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 16649,0.25,Via amato amati 16 / Roma / Italy,AS,,9439,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Via amato amati 16 / Roma / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 14615,0.25,/ Paraná / Londrina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,85,Quotation or Purchase Consultation,single-split,,,/ Paraná / Londrina / Brazil,none,LGESP,,0,0,,,,,97,0 -11653,0.5,/ Sirsa / India,ID,,8955,,SMB,,,,,marketing,3,Technical Consultation,interactive signage,,,/ Sirsa / India,director,LGEIL,,0,0,,,,,165,0 +11653,0.5,/ Sirsa / India,ID,,8955,,SMB,,,,,marketing,3,Technical Consultation,interactive signage,,,/ Sirsa / India,director,LGEIL,,0,0,,,,,165,1 4329,0.25,/ Hyderabad / India,AS,,23887,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 17659,1.0,/ Jersey City / United States,ID,0.3333333333333333,15259,,SMB,0.0,,,,,3,Others,,,,/ Jersey City / United States,partner,LGEUS,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 20278,1.0,/ Lisbon / Portugal,IT,,44111,Service Partner,SMB,,,,,marketing,134,Quotation or Purchase Consultation,monitor,,,/ Lisbon / Portugal,director,LGEPT,less than 3 months,0,0,0.0011827288932506,,retail,Electronics & Telco,338,0 -993,0.25,Corporate / /,ID,0.0446428571428571,6686,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +993,0.25,Corporate / /,ID,0.0446428571428571,6686,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 17400,1.0,/ جده / Saudi Arabia,AS,,29164,End Customer,SMB,,,,,purchasing,187,Quotation or Purchase Consultation,single-split,,,/ جده / Saudi Arabia,manager,LGESJ,more than a year,0,0,,,,,6,1 -10012,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -20406,0.5,/ / Argentina,ID,0.1241217798594847,29809,End Customer,SMB,,1.0,,1.0,engineering,3,Quotation or Purchase Consultation,,,,/ / Argentina,director,LGEAR,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,325,1 +10012,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +20406,0.5,/ / Argentina,ID,0.1241217798594847,29809,End Customer,SMB,,1.0,,1.0,engineering,3,Quotation or Purchase Consultation,,,,/ / Argentina,director,LGEAR,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,325,0 15718,0.0,/ / Uruguay,AS,,4601,,Enterprise,32.0,,,,,3,,vrf,,,/ / Uruguay,none,LGEPR,,0,0,,,,,125,0 175,1.0,/Abudhabi/U.A.E,ID,0.075,28250,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,332,Technical Consultation,high brightness signage,Outdoor Display,22XE1J-B,/Abudhabi/U.A.E,manager,LGEGF,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,308,0 -11573,0.5,/ Chandigarh / India,ID,,46309,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,,0,0,,,,,165,0 +11573,0.5,/ Chandigarh / India,ID,,46309,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,,0,0,,,,,165,1 18236,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 8698,1.0,/Dubai/U.A.E,AS,0.0496894409937888,37492,Specifier/ Influencer,Enterprise,,,,,arts and design,84,Quotation or Purchase Consultation,etc.,,,/Dubai/U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,25,1 8802,0.25,/ Chico / United States,ID,0.6153846153846154,5700,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Chico / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,194,0 @@ -1889,7 +1889,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4580,0.25,/ hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,222,Quotation or Purchase Consultation,vrf,,,/ hyderabad / India,none,LGEIL,,0,0,,,,,115,0 18384,0.0,/ / Peru,ID,0.0327868852459016,19799,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 5775,0.5,/ São Paulo / Brazil,AS,,4640,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -10451,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5919,End Customer,SMB,,1.0,,1.0,engineering,50,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,43UL3J-B,/São Paulo/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,0 +10451,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5919,End Customer,SMB,,1.0,,1.0,engineering,50,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,43UL3J-B,/São Paulo/Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,1 2951,1.0,/ / Saudi Arabia,ID,,34248,End Customer,SMB,,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 8701,1.0,/ Hamilton ON / Canada,AS,,19292,Specifier/ Influencer,SMB,,,,,administrative,122,Quotation or Purchase Consultation,multi-split,,,/ Hamilton ON / Canada,others,LGECI,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,142,0 16636,0.25,via A. Manzoni 212 / Napoli / Italy,AS,,21589,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,via A. Manzoni 212 / Napoli / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 @@ -1907,9 +1907,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7580,1.0,/ New York / United States,AS,,22747,Specifier/ Influencer,Enterprise,,,,,engineering,497,Others,vrf,,,/ New York / United States,entry level,LGEUS,3 months ~ 6 months,0,0,,,,,731,0 14756,0.5,/ São Paulo / Brazil,AS,,38023,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,partner,LGESP,,0,0,,,,,97,0 6706,0.25,PO Box 701362 San Antonio / TX / United States,AS,,12477,,Enterprise,,,,,,229,Services,,,,PO Box 701362 San Antonio / TX / United States,none,LGEUS,,0,0,,,,,731,0 -9116,1.0,/ cavite/dasmariñas / Philippines,AS,0.0227272727272727,19517,Specifier/ Influencer,Enterprise,,,,,operations,123,Quotation or Purchase Consultation,vrf,,,/ cavite/dasmariñas / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,,0,1 -1146,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -2371,1.0,/ /,ID,,25728,End Customer,Enterprise,,,,,information technology,152,Others,,,,/ /,associate/analyst,LGEUS,3 months ~ 6 months,0,0,,,,,448,0 +9116,1.0,/ cavite/dasmariñas / Philippines,AS,0.0227272727272727,19517,Specifier/ Influencer,Enterprise,,,,,operations,123,Quotation or Purchase Consultation,vrf,,,/ cavite/dasmariñas / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,,0,0 +1146,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +2371,1.0,/ /,ID,,25728,End Customer,Enterprise,,,,,information technology,152,Others,,,,/ /,associate/analyst,LGEUS,3 months ~ 6 months,0,0,,,,,448,1 10071,0.25,9250 W Flagler St Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,9250 W Flagler St Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15131,0.5,/ Santiago / Chile,AS,,35753,End Customer,SMB,,,,,information technology,3,,multi-split,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 13499,0.0,/ / India,AS,,38144,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 @@ -1919,10 +1919,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8270,0.25,/ / Australia,ID,0.2142857142857142,39959,End Customer,SMB,,,,,information technology,8,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 8192,0.75,/ / Chile,ID,0.0327868852459016,35386,,SMB,1.0,,,,business development,4,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580,1 644,0.25,Corporate / /,ID,0.0446428571428571,28180,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -12813,0.75,/ Bekasi / Indonesia,AS,,34047,Channel Partner,Enterprise,6.0,,,,others,12,,vrf,,,/ Bekasi / Indonesia,director,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +12813,0.75,/ Bekasi / Indonesia,AS,,34047,Channel Partner,Enterprise,6.0,,,,others,12,,vrf,,,/ Bekasi / Indonesia,director,LGEIN,3 months ~ 6 months,0,0,,,,,122,0 8734,1.0,/kolkata/India,AS,0.0677966101694915,20424,End Customer,Enterprise,48.0,,,,others,39,Quotation or Purchase Consultation,vrf,,,/kolkata/India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,2,1 8901,1.0,/ / United Kingdom,ID,,44934,End Customer,Enterprise,,,,,support,80,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (EU/CIS),/ / United Kingdom,manager,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),185,0 -7236,1.0,/ / Philippines,AS,,14596,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7236,1.0,/ / Philippines,AS,,14596,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 8049,1.0,/ / U.A.E,ID,0.043103448275862,41638,End Customer,SMB,,,,,operations,111,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,c-level executive,LGEGF,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,209,0 3685,0.75,/ Bandung / Indonesia,AS,,33950,Specifier/ Influencer,SMB,,,,,engineering,5,,vrf,,,/ Bandung / Indonesia,entry level,LGEIN,less than 3 months,0,0,,,,,670,0 16542,0.0,"Via Carlo Buttarelli, 6 / Roma / Italy",AS,,14125,Channel Partner,SMB,,,,,,3,,vrf,,,"Via Carlo Buttarelli, 6 / Roma / Italy",none,LGEIS,,0,0,,,,,341,0 @@ -1931,101 +1931,101 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8073,1.0,/ Maharashtra / Pune / India,ID,0.0330578512396694,19854,End Customer,Enterprise,1.0,,,,engineering,142,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Maharashtra / Pune / India,others,LGEIL,more than a year,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,148,1 5473,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 6719,0.25,255 BOCA GRANDE BLVD / FL / United States,AS,,37863,,SMB,,,,,,200,Services,,,,255 BOCA GRANDE BLVD / FL / United States,none,LGEUS,,0,0,,,,,731,0 -17866,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,13772,End Customer,Enterprise,,,,,education,440,Request for Partnership,interactive signage,TR3DJ Series,75TR3DJ,/ Rio de Janeiro / Brazil,director,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,0 +17866,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,13772,End Customer,Enterprise,,,,,education,440,Request for Partnership,interactive signage,TR3DJ Series,75TR3DJ,/ Rio de Janeiro / Brazil,director,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,1 5208,0.5,/ São Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 6532,0.5,/Elmansoura/Egypt,AS,,15569,End Customer,Enterprise,,,,,others,75,Quotation or Purchase Consultation,heating,,,/Elmansoura/Egypt,trainee,LGEEG,,0,0,,,,,51,0 -8212,1.0,/ Muzaffarpur / India,ID,0.0311958405545927,37419,End Customer,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Muzaffarpur / India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,164,0 -4834,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34,1 +8212,1.0,/ Muzaffarpur / India,ID,0.0311958405545927,37419,End Customer,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Muzaffarpur / India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,164,1 +4834,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,130,Quotation or Purchase Consultation,vrf,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34,0 5641,0.5,/ Brasília / Brazil,AS,,26305,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Brasília / Brazil,others,LGESP,,0,0,,,,,97,0 17294,0.75,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,AS,,42656,,SMB,,,,,information technology,3,,multi-split,,,PROL CORREGIDORA NORTE 1116 OF 301 QUER?TARO /QUERETARO/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 10702,1.0,/São Paulo/Brazil,ID,0.0749486652977412,2572,Service Partner,Enterprise,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,intern,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 8787,0.0,//United States,ID,0.6153846153846154,42993,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,374,1 17039,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 20093,1.0,/Chaitén/Chile,AS,0.004,42677,Specifier/ Influencer,Enterprise,,,,,sales,82,Quotation or Purchase Consultation,etc.,,,/Chaitén/Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,124,0 -10439,0.5,/ Den Haag / Belgium,AS,,17312,End Customer,Enterprise,0.0,,,,,284,Usage or Technical Consultation,,,,/ Den Haag / Belgium,none,LGEBN,,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,892,0 -3066,0.75,/ DKI Jakarta / Indonesia,ID,,34328,Service Partner,Enterprise,,,,,consulting,177,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ DKI Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,313,0 +10439,0.5,/ Den Haag / Belgium,AS,,17312,End Customer,Enterprise,0.0,,,,,284,Usage or Technical Consultation,,,,/ Den Haag / Belgium,none,LGEBN,,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,892,1 +3066,0.75,/ DKI Jakarta / Indonesia,ID,,34328,Service Partner,Enterprise,,,,,consulting,177,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ DKI Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,313,1 15220,0.5,/ Santa Marta / Colombia,AS,,47466,End Customer,Enterprise,16.0,,,,,289,Quotation or Purchase Consultation,multi-split,,,/ Santa Marta / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 716,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -19032,1.0,/ / Hong Kong,ID,,43847,End Customer,SMB,0.0,,,,others,53,Quotation or Purchase Consultation,hospital tv,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,469,0 +19032,1.0,/ / Hong Kong,ID,,43847,End Customer,SMB,0.0,,,,others,53,Quotation or Purchase Consultation,hospital tv,,,/ / Hong Kong,others,LGEHK,6 months ~ 9 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,469,1 2902,0.75,/ Miami / FL,ID,,1082,Specifier/ Influencer,SMB,,,,,consulting,432,Quotation or Purchase Consultation,,,,/ Miami / FL,none,LGEUS,more than a year,0,0,,,,,310,0 11326,0.75,/ Ankara / Türkiye,ID,,19093,End Customer,Enterprise,,,,,business development,43,Others,webos,,,/ Ankara / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285,0 10830,0.25,/ Azamgarh / India,ID,0.0575342465753424,30991,Channel Partner,Enterprise,0.0,1.0,,1.0,,3,,oled signage,,,/ Azamgarh / India,ceo/founder,LGEIL,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 2099,1.0,/ new delhi / India,ID,,29415,,SMB,,,,,real estate,54,Quotation or Purchase Consultation,interactive signage,,,/ new delhi / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -9674,1.0,/ / United Kingdom,IT,,16126,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,manager,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,431,0 +9674,1.0,/ / United Kingdom,IT,,16126,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,manager,LGEUK,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,431,1 2037,0.75,/ Kochi / India,ID,,8049,End Customer,SMB,,,,,marketing,13,Quotation or Purchase Consultation,oled signage,,,/ Kochi / India,none,LGEIL,less than 3 months,0,0,,,,,224,0 -7123,1.0,/ NCR / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ NCR / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,0,1 +7123,1.0,/ NCR / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,vrf,,,/ NCR / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,0,0 19546,1.0,/ Maceió / Brazil,ID,0.0732484076433121,25720,End Customer,Enterprise,,,,,others,346,Quotation or Purchase Consultation,led signage,,,/ Maceió / Brazil,ceo/founder,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 15537,0.25,/ Cdmx / Mexico,AS,,21620,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,/ Cdmx / Mexico,manager,LGEMS,,0,0,,,,,42,0 8476,1.0,/menofia /Egypt,AS,,29577,,Enterprise,,,,,business development,198,Others,chiller,,,/menofia /Egypt,others,LGEEG,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,51,0 7943,0.25,42 Merritt Road Education / South Glens Falls / United States,IT,,39518,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,42 Merritt Road Education / South Glens Falls / United States,none,LGEUS,,0,0,,,,,374,0 -17535,0.25,//Germany,IT,,34535,,SMB,,,,,,16,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,1 +17535,0.25,//Germany,IT,,34535,,SMB,,,,,,16,Request a Demo,medical display,Diagnostic Monitors,,//Germany,none,LGEDG,,0,0,,,,,838,0 2004,1.0,/ jaipur / India,ID,,22812,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ jaipur / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 7640,0.75,/Dubai/U.A.E,IT,,22181,End Customer,SMB,,,,,engineering,98,Quotation or Purchase Consultation,monitor,,,/Dubai/U.A.E,none,LGEGF,3 months ~ 6 months,0,0,,,,,308,0 11246,1.0,/ Kanuta / India,ID,,38906,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Kanuta / India,vice president,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 11879,0.5,/Noida/India,ID,,42367,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Noida/India,math and physics teacher,LGEIL,,0,0,,,,,174,0 -20330,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20330,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 21075,1.0,/ sao paulo vargen grande do sul / Brazil,AS,,40912,End Customer,Enterprise,,,,,purchasing,25,Quotation or Purchase Consultation,ventilation,,,/ sao paulo vargen grande do sul / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 15843,0.5,/ Panama / Panama,AS,,35247,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 10776,1.0,/ / Hong Kong,ID,0.0843373493975903,26233,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 11003,1.0,/Cebu City/Philippines,ID,0.0843373493975903,837,,Enterprise,0.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,manager,LGEPH,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,268,0 18888,0.75,/ / Brazil,ID,0.0327868852459016,5238,,SMB,,,,,administrative,26,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,406,0 19717,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,45766,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ São Paulo / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,167,1 -3228,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18243,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,0 +3228,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18243,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,1 6530,0.5,/ Al ayat / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,entrepreneurship,105,Quotation or Purchase Consultation,etc.,,,/ Al ayat / Egypt,trainee,LGEEG,,0,0,,,,,51,0 13806,0.25,/ São paulo / Brazil,AS,,3915,End Customer,Enterprise,12.0,,,,support,3,,,,,/ São paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 -8922,1.0,/ / United States,ID,0.1186440677966101,12106,End Customer,SMB,,,,,business development,726,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,334,0 +8922,1.0,/ / United States,ID,0.1186440677966101,12106,End Customer,SMB,,,,,business development,726,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,334,1 16854,1.0,"/ Laoag City, Ilocos Norte / Philippines",AS,,16276,Specifier/ Influencer,Enterprise,,,,,administrative,26,Quotation or Purchase Consultation,vrf,,,"/ Laoag City, Ilocos Norte / Philippines",partner,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 12867,1.0,/ SE / Brazil,AS,,39173,End Customer,Enterprise,,,,,purchasing,117,Quotation or Purchase Consultation,etc.,,,/ SE / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,0,,,,,97,0 -10617,1.0,/ Juarez / Mexico,ID,0.0749486652977412,25116,End Customer,Enterprise,0.0,1.0,,1.0,information technology,243,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Juarez / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,203,0 +10617,1.0,/ Juarez / Mexico,ID,0.0749486652977412,25116,End Customer,Enterprise,0.0,1.0,,1.0,information technology,243,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Juarez / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,203,1 19908,0.25,/ Greenville / United States,ID,0.1186440677966101,42087,,SMB,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Greenville / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,194,0 -10685,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,4907,End Customer,SMB,,1.0,,1.0,information technology,60,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,0 +10685,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,4907,End Customer,SMB,,1.0,,1.0,information technology,60,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,1 1361,1.0,/ Kochi / India,ID,,34214,,Enterprise,4.0,,,,consulting,19,Technical Consultation,interactive signage,,,/ Kochi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 15696,0.5,/ México / Mexico,AS,,13285,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ México / Mexico,others,LGEMS,less than 3 months,0,0,,,,,42,0 13208,0.25,/Cainta/Philippines,AS,,27737,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/Cainta/Philippines,none,LGEPH,,0,0,,,,,0,1 -18428,0.0,/ / Peru,ID,0.0327868852459016,44124,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +18428,0.0,/ / Peru,ID,0.0327868852459016,44124,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 13333,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,etc.,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 -10219,1.0,CDC / Hà Nội / Vietnam,AS,0.0666666666666666,8053,Specifier/ Influencer,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,CDC / Hà Nội / Vietnam,others,LGEVH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,963,0 +10219,1.0,CDC / Hà Nội / Vietnam,AS,0.0666666666666666,8053,Specifier/ Influencer,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,CDC / Hà Nội / Vietnam,others,LGEVH,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,963,1 10064,0.25,2985 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,2985 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 12439,1.0,/ BRASÍLIA/DF / Brazil,AS,,10692,End Customer,Enterprise,,,,,others,133,Quotation or Purchase Consultation,single-split,,,/ BRASÍLIA/DF / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 -15788,0.0,/ Weikersheim /,AS,,45393,,SMB,,,,,entrepreneurship,3,,,,,/ Weikersheim /,none,LGEDG,,0,0,,,,,126,1 +15788,0.0,/ Weikersheim /,AS,,45393,,SMB,,,,,entrepreneurship,3,,,,,/ Weikersheim /,none,LGEDG,,0,0,,,,,126,0 16934,1.0,/ MG / Brazil,AS,,2082,End Customer,Enterprise,34.0,,,,administrative,532,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,ceo/founder,LGESP,more than a year,0,0,,,,,97,0 10600,1.0,/ / Colombia,ID,0.0749486652977412,4396,End Customer,Enterprise,,1.0,,1.0,operations,52,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ / Colombia,others,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344,0 17149,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 20298,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 1545,1.0,/Rajpura/India,ID,,45148,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive digital board,,,/Rajpura/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 20513,0.75,/ Ciudad de México / Mexico,AS,,9509,Specifier/ Influencer,Enterprise,,,,,engineering,60,,vrf,,,/ Ciudad de México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,42,0 -1704,1.0,/ Gandhinagar / India,ID,,19896,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Gandhinagar / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,166,0 +1704,1.0,/ Gandhinagar / India,ID,,19896,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive signage,,,/ Gandhinagar / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,166,1 8461,1.0,/ Metro Manila / Philippines,AS,,1026,Specifier/ Influencer,Enterprise,,,,,engineering,102,Quotation or Purchase Consultation,multi-split,,,/ Metro Manila / Philippines,manager,LGEPH,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,121,0 7137,1.0,/ Rizal / Philippines,AS,,37372,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 6692,0.25,2366 Slate St Rocka Village 2 / FL / United States,AS,,33386,,Enterprise,,,,,,125,Services,,,,2366 Slate St Rocka Village 2 / FL / United States,none,LGEUS,,0,0,,,,,731,0 15831,0.5,/ Ciudad de Panama / Panama,AS,,9843,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,chiller,,,/ Ciudad de Panama / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 -1386,1.0,/ Gwalior / India,ID,,25098,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Gwalior / India,director,LGEIL,less than 3 months,0,0,,,,,222,0 -1274,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +1386,1.0,/ Gwalior / India,ID,,25098,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ Gwalior / India,director,LGEIL,less than 3 months,0,0,,,,,222,1 +1274,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 9460,1.0,/ / India,ID,0.3333333333333333,38397,Service Partner,Enterprise,,,,,marketing,131,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,174,0 18850,0.25,/ helena / United States,ID,0.3902439024390244,7598,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ helena / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,205,0 -19832,0.0,/ / Brazil,ID,0.0732484076433121,7527,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 -9921,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19832,0.0,/ / Brazil,ID,0.0732484076433121,7527,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 +9921,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2490,1.0,/ Gulbarga / India,ID,,17775,,SMB,0.0,,,,consulting,14,Quotation or Purchase Consultation,,,,/ Gulbarga / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 220,1.0,/ Makkah / Saudi Arabia,ID,0.075,2176,End Customer,SMB,,1.0,,1.0,information technology,129,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Makkah / Saudi Arabia,others,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,209,0 15044,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 -8500,1.0,/Uttar Pradesh /India,ID,0.0833333333333333,10756,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Uttar Pradesh /India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,147,0 +8500,1.0,/Uttar Pradesh /India,ID,0.0833333333333333,10756,Channel Partner,Enterprise,,,,,consulting,2,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB018,/Uttar Pradesh /India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,147,1 7620,1.0,/ / Singapore,AS,,17627,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,more than a year,0,0,,,,,73,0 7738,0.0,/ / Germany,IT,,2581,End Customer,Enterprise,0.0,,,,,224,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 94,1.0,/ Melbourne / Australia,AS,0.0666666666666666,46201,Specifier/ Influencer,SMB,0.0,,,,engineering,96,Usage or Technical Consultation,vrf,,,/ Melbourne / Australia,others,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,139,1 -20296,1.0,/ GWALIOR / India,ID,,42481,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,8,Quotation or Purchase Consultation,hotel tv,,,/ GWALIOR / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 +20296,1.0,/ GWALIOR / India,ID,,42481,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,8,Quotation or Purchase Consultation,hotel tv,,,/ GWALIOR / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,1 12723,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 -19629,1.0,/ Saocha / Colombia,ID,0.0732484076433121,46532,Channel Partner,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,accessories,,,/ Saocha / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,344,1 -17870,1.0,/São Paulo/Brazil,ID,0.0327868852459016,32440,End Customer,Enterprise,,,,,administrative,25,Request for Partnership,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,342,0 +19629,1.0,/ Saocha / Colombia,ID,0.0732484076433121,46532,Channel Partner,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,accessories,,,/ Saocha / Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,344,0 +17870,1.0,/São Paulo/Brazil,ID,0.0327868852459016,32440,End Customer,Enterprise,,,,,administrative,25,Request for Partnership,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,342,1 19790,1.0,/ Buenos Aires/Mar del Plata / Argentina,ID,0.0732484076433121,6308,Channel Partner,Enterprise,,,,,business development,106,Quotation or Purchase Consultation,hotel tv,UT577H Series,55UT577H (NA),/ Buenos Aires/Mar del Plata / Argentina,c-level executive,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 3358,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479,0 12069,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 19260,1.0,/ São João de Meriti / Brazil,ID,0.0538922155688622,23427,End Customer,Enterprise,,,,,purchasing,147,Quotation or Purchase Consultation,led signage,,,/ São João de Meriti / Brazil,others,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487,1 2233,1.0,/ / Brazil,ID,,32276,End Customer,Enterprise,35.0,,,,administrative,1,Others,webos,,,/ / Brazil,partner,LGESP,more than a year,0,0,,,,,342,0 10492,1.0,/ / Hong Kong,ID,0.0843373493975903,29986,End Customer,SMB,,1.0,,1.0,others,11,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 -19819,0.0,/ / Brazil,ID,0.0732484076433121,45479,Channel Partner,SMB,143.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,317,1 +19819,0.0,/ / Brazil,ID,0.0732484076433121,45479,Channel Partner,SMB,143.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,317,0 11542,0.25,/ / Indonesia,ID,,1507,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Indonesia,partner,LGEIN,,0,0,,,,,313,0 8621,1.0,/ Jaipur / India,ID,0.0172413793103448,17264,End Customer,Enterprise,,,,,accounting,67,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,partner,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,173,1 -19677,0.5,/ / Peru,ID,0.0732484076433121,38621,End Customer,Enterprise,,,,,sales,3,,,,,/ / Peru,none,LGEPR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,1 +19677,0.5,/ / Peru,ID,0.0732484076433121,38621,End Customer,Enterprise,,,,,sales,3,,,,,/ / Peru,none,LGEPR,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,258,0 3309,0.25,//United States,ID,,20390,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310,0 859,0.25,Corporate / /,ID,0.0446428571428571,37242,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 2959,1.0,/ / Saudi Arabia,ID,,21777,End Customer,SMB,,,,,information technology,60,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 @@ -2035,10 +2035,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7346,0.75,/ Bandung / Indonesia,AS,,33881,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 15047,0.5,/ santiago / Chile,AS,,28752,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ santiago / Chile,associate/analyst,LGECL,more than a year,0,0,,,,,728,0 12070,0.5,//United States,ID,,22945,End Customer,SMB,,,,,other,34,Quotation or Purchase Consultation,video wall signage,,,//United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,310,0 -330,0.5,/ / India,ID,0.0575342465753424,34659,End Customer,Enterprise,,1.0,,1.0,legal,7,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,315,0 +330,0.5,/ / India,ID,0.0575342465753424,34659,End Customer,Enterprise,,1.0,,1.0,legal,7,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,315,1 13368,0.25,/ Noida / India,AS,,870,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 3322,0.25,//United States,ID,,45171,,SMB,,,,,,79,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,567,1 -16876,0.75,/ San juan / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,3,,vrf,,,/ San juan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +16876,0.75,/ San juan / Philippines,AS,,46211,End Customer,SMB,0.0,,,,arts and design,3,,vrf,,,/ San juan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 17759,1.0,/ goiania / Brazil,ID,0.0327868852459016,22333,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,LAEB015,/ goiania / Brazil,entry level,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342,1 17383,0.75,/ guayaquil / Ecuador,AS,,8640,Specifier/ Influencer,Enterprise,,,,,engineering,56,,vrf,,,/ guayaquil / Ecuador,intern,LGEPS,more than a year,0,0,,,,,654,0 8516,0.25,/ / Costa Rica,ID,0.2692307692307692,38732,,SMB,,,,,business development,6,,,,,/ / Costa Rica,ceo/founder,LGEPS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,875,1 @@ -2046,24 +2046,24 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8296,0.0,/ / Peru,ID,0.0327868852459016,13690,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 16165,0.25,/ SINGAPORE / Singapore,AS,,45995,Specifier/ Influencer,Enterprise,21.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 14289,0.25,/ Alagoas / Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,241,Quotation or Purchase Consultation,vrf,,,/ Alagoas / Maceió / Brazil,none,LGESP,,0,0,,,,,97,0 -10626,1.0,/ LIMA / Peru,ID,0.0749486652977412,22240,End Customer,SMB,,1.0,,1.0,information technology,161,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ LIMA / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,525,0 +10626,1.0,/ LIMA / Peru,ID,0.0749486652977412,22240,End Customer,SMB,,1.0,,1.0,information technology,161,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ LIMA / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,525,1 6147,0.25,/ Santana de Parnaiba / Brazil,AS,,16805,,Enterprise,,,,,others,3,,multi-split,,,/ Santana de Parnaiba / Brazil,others,LGESP,,0,0,,,,,97,0 13065,0.75,/ Alajuela / Costa Rica,AS,,9185,End Customer,SMB,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,entry level,LGEPS,more than a year,0,0,,,,,654,0 -8965,1.0,/Guaynabo/Puerto Rico,ID,0.0732484076433121,3917,End Customer,SMB,,,,,administrative,212,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Guaynabo/Puerto Rico,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,239,0 +8965,1.0,/Guaynabo/Puerto Rico,ID,0.0732484076433121,3917,End Customer,SMB,,,,,administrative,212,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/Guaynabo/Puerto Rico,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,239,1 21285,0.0,/ / Peru,ID,0.0422535211267605,14670,,Enterprise,3.0,,,,others,3,,,,,/ / Peru,none,LGEPR,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 19368,0.25,/ Caceres MT / Brazil,AS,0.0037878787878787,39469,Specifier/ Influencer,Enterprise,,,,,operations,19,,vrf,,,/ Caceres MT / Brazil,entry level,LGESP,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 7856,0.25,1005 State Street Education / East St. Louis / United States,IT,,13401,,SMB,,,,,,213,Quotation or Purchase Consultation,,,,1005 State Street Education / East St. Louis / United States,none,LGEUS,,0,0,,,,,374,0 200,1.0,/ / Panama,ID,0.0749486652977412,22311,Service Partner,SMB,,1.0,,1.0,marketing,50,Quotation or Purchase Consultation,led signage,LED Cinema,,/ / Panama,ceo/founder,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,327,0 16813,0.75,/ Makati City / Philippines,AS,,21156,,Enterprise,0.0,,,,accounting,3,,,,,/ Makati City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 -7146,0.75,/ Bicol / Philippines,AS,,27716,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Bicol / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +7146,0.75,/ Bicol / Philippines,AS,,27716,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Bicol / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 14670,0.25,/ Paraná/Curitiba / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,vrf,,,/ Paraná/Curitiba / Brazil,none,LGESP,,0,0,,,,,97,0 18434,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 13005,0.75,/ México / Mexico,AS,,18453,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ México / Mexico,entry level,LGEMS,3 months ~ 6 months,0,0,,,,,42,0 -10535,1.0,/ Chapecó / Brazil,ID,0.0749486652977412,3896,End Customer,SMB,,1.0,,1.0,arts and design,52,Quotation or Purchase Consultation,led signage,High Brightness Series,,/ Chapecó / Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,316,0 +10535,1.0,/ Chapecó / Brazil,ID,0.0749486652977412,3896,End Customer,SMB,,1.0,,1.0,arts and design,52,Quotation or Purchase Consultation,led signage,High Brightness Series,,/ Chapecó / Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,316,1 5115,0.5,/ São paulo / Brazil,AS,,6153,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 20386,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 3774,0.25,/ Prayagraj / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Prayagraj / India,none,LGEIL,,0,0,,,,,735,0 -203,1.0,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,ID,0.0749486652977412,2645,End Customer,SMB,65.0,1.0,,1.0,administrative,183,Quotation or Purchase Consultation,hotel tv,,,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,239,0 +203,1.0,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,ID,0.0749486652977412,2645,End Customer,SMB,65.0,1.0,,1.0,administrative,183,Quotation or Purchase Consultation,hotel tv,,,300 Las Vistas Shopping Village Ave. Felisa Rincón Ste.31 / San Juan / Puerto Rico,entry level,LGEPS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,239,1 4554,0.25,/ Patna / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,multi-split,,,/ Patna / India,none,LGEIL,,0,0,,,,,115,0 17135,0.75,/Santiago/Chile,AS,,17096,,SMB,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,9 months ~ 1 year,0,0,,,,,100,0 6177,0.25,/ São Paulo / Brazil,AS,,34490,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -2075,31 +2075,31 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19980,1.0,/ Mogi das Cruzes / Brazil,AS,0.004,14502,End Customer,Enterprise,,,,,support,67,Quotation or Purchase Consultation,single-split,,,/ Mogi das Cruzes / Brazil,c-level executive,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 1818,1.0,/ delhi / India,ID,,43021,,Enterprise,,,,,administrative,32,Quotation or Purchase Consultation,interactive signage,,,/ delhi / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 1578,1.0,/jaypur/India,ID,,7204,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,interactive digital board,,,/jaypur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -10948,0.25,/ / Argentina,ID,0.0749486652977412,10272,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Argentina,partner,LGEAR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325,1 +10948,0.25,/ / Argentina,ID,0.0749486652977412,10272,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Argentina,partner,LGEAR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325,0 9598,0.25,/ Plano / United States,ID,0.8333333333333334,40059,,SMB,,,,,,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ Plano / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,194,0 20481,0.0,201 Murfreesboro Hospitality / Manchester / United States,ID,,3969,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,201 Murfreesboro Hospitality / Manchester / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,1 5151,0.5,/ Rio de Janeiro / Brazil,AS,,39741,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 -15477,0.25,/ Ho Chi Minh / Vietnam,AS,,35621,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,,0,0,,,,,1046,1 -16069,0.25,"HONDURAS,TEGUCIGALPA / DC / United States",AS,,25079,,Enterprise,,,,,,64,Services,,,,"HONDURAS,TEGUCIGALPA / DC / United States",none,LGEUS,,0,0,,,,,731,1 -16460,0.25,"Piazzale S. Giuseppe, 10 / Padova / Italy",AS,,40449,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"Piazzale S. Giuseppe, 10 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341,1 -347,0.25,/ / Germany,ID,0.0199004975124378,2804,End Customer,SMB,,1.0,,1.0,,60,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,359,1 -3329,0.25,/ Bay City / United States,ID,,19103,,Enterprise,,,,,,85,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bay City / United States,none,LGEUS,,0,0,,,,,566,0 +15477,0.25,/ Ho Chi Minh / Vietnam,AS,,35621,Specifier/ Influencer,SMB,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,others,LGEVH,,0,0,,,,,1046,0 +16069,0.25,"HONDURAS,TEGUCIGALPA / DC / United States",AS,,25079,,Enterprise,,,,,,64,Services,,,,"HONDURAS,TEGUCIGALPA / DC / United States",none,LGEUS,,0,0,,,,,731,0 +16460,0.25,"Piazzale S. Giuseppe, 10 / Padova / Italy",AS,,40449,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"Piazzale S. Giuseppe, 10 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341,0 +347,0.25,/ / Germany,ID,0.0199004975124378,2804,End Customer,SMB,,1.0,,1.0,,60,Quotation or Purchase Consultation,,,,/ / Germany,none,LGEDG,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,359,0 +3329,0.25,/ Bay City / United States,ID,,19103,,Enterprise,,,,,,85,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bay City / United States,none,LGEUS,,0,0,,,,,566,1 19555,1.0,/ são josé dos campos / Brazil,ID,0.0732484076433121,35097,End Customer,SMB,,,,,information technology,435,Quotation or Purchase Consultation,standard signage,UH5F-H Series,86UH5F-H,/ são josé dos campos / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,480,1 13257,0.25,/Jakarta /Indonesia,AS,,3310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta /Indonesia,none,LGEIN,,0,0,,,,,670,0 6314,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,163,Quotation or Purchase Consultation,chiller,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25,0 -8490,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,0 +8490,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,1 18025,0.25,/ / Australia,ID,0.2142857142857142,26611,End Customer,SMB,,,,,education,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 2529,1.0,/Chennai/India,ID,,32866,,SMB,2.0,,,,marketing,32,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,manager,LGEIL,less than 3 months,0,0,,,,,149,1 -3808,1.0,/ Delhi / India,AS,,4447,End Customer,SMB,,,,,marketing,228,Quotation or Purchase Consultation,ventilation,,,/ Delhi / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,9,0 +3808,1.0,/ Delhi / India,AS,,4447,End Customer,SMB,,,,,marketing,228,Quotation or Purchase Consultation,ventilation,,,/ Delhi / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,9,1 14413,0.25,/ Santa Catarina / Barra Velha / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,,,,/ Santa Catarina / Barra Velha / Brazil,none,LGESP,,0,0,,,,,97,0 9105,1.0,/Dubai/U.A.E,AS,0.0196078431372549,27319,End Customer,SMB,,,,,operations,35,Quotation or Purchase Consultation,multi-split,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,25,1 3201,0.25,/ / United States,ID,,6812,,SMB,,,,,,344,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 20484,0.25,/ / Hong Kong,ID,,33359,Channel Partner,SMB,39.0,1.0,,1.0,,3,,hotel tv,,,/ / Hong Kong,partner,LGEHK,,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,248,0 -20458,0.0,Hospitality / / United States,ID,,48,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +20458,0.0,Hospitality / / United States,ID,,48,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 10204,1.0,/Santa Rita do Sapucaí/Brazil,AS,0.0039370078740157,3163,End Customer,SMB,,,,,legal,157,Quotation or Purchase Consultation,etc.,,,/Santa Rita do Sapucaí/Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Law Firm,97,0 17423,0.75,/ / Singapore,AS,,23956,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73,0 9805,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -4260,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,1 +4260,0.25,/ Bhubaneswar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,9,Quotation or Purchase Consultation,multi-split,,,/ Bhubaneswar / India,none,LGEIL,,0,0,,,,,3,0 11903,0.5,/Kanpur /India,ID,,11863,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Kanpur /India,pgt chemistry,LGEIL,,0,0,,,,,174,0 1206,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423,0 4795,0.25,/New Delhi/India,AS,,38527,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,1 @@ -2108,14 +2108,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12878,1.0,/ Tangará da Serra / Brazil,AS,,8522,End Customer,Enterprise,,,,,administrative,60,Quotation or Purchase Consultation,single-split,,,/ Tangará da Serra / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 19996,1.0,/ Rio verde / Brazil,AS,0.004,2378,End Customer,Enterprise,,,,,sales,54,Quotation or Purchase Consultation,,,,/ Rio verde / Brazil,ceo/founder,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97,0 11728,0.0,/ / India,ID,,47284,,Enterprise,,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -10779,1.0,/ Macaé / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,others,385,Request for Partnership,led signage,,,/ Macaé / Brazil,ceo/founder,LGESP,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +10779,1.0,/ Macaé / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,others,385,Request for Partnership,led signage,,,/ Macaé / Brazil,ceo/founder,LGESP,more than a year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,278,0 13373,0.25,/ Noida / India,AS,,3849,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Noida / India,none,LGEIL,,0,0,,,,,115,0 -16842,0.75,/ / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +16842,0.75,/ / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 14266,0.25,/ Brasilia / Brazil,AS,,10105,Channel Partner,Enterprise,61.0,,,,operations,3,,,,,/ Brasilia / Brazil,director,LGESP,,0,0,,,,,97,0 10042,0.25,Cloud IT / / United States,IT,,6229,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 4276,0.25,/ Dhanbad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Dhanbad / India,none,LGEIL,,0,0,,,,,600,1 -8733,1.0,/ trichy / India,AS,0.0677966101694915,39802,End Customer,SMB,,,,,entrepreneurship,36,Quotation or Purchase Consultation,multi-split,,,/ trichy / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 -20331,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +8733,1.0,/ trichy / India,AS,0.0677966101694915,39802,End Customer,SMB,,,,,entrepreneurship,36,Quotation or Purchase Consultation,multi-split,,,/ trichy / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 +20331,1.0,/ GRAMADO / Brazil,ID,0.1241217798594847,20073,End Customer,SMB,,1.0,,1.0,administrative,116,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,,/ GRAMADO / Brazil,manager,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 2776,1.0,/ / Türkiye,ID,,46783,End Customer,SMB,,,,,information technology,39,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,0,0,,,,,285,0 162,1.0,/ / India,ID,0.0575342465753424,18392,End Customer,Enterprise,,1.0,,1.0,engineering,25,Technical Consultation,hotel tv,4K UHD Smart TV,43UQ801C (INDIA),/ / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174,0 321,0.25,/ / India,ID,0.0575342465753424,751,End Customer,Enterprise,,1.0,,1.0,,242,,webos,,,/ / India,manager,LGEIL,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,174,0 @@ -2125,14 +2125,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 205,1.0,1020 S Bailey st / Palmer / AK / United States,ID,0.0446428571428571,27207,End Customer,SMB,,1.0,,1.0,media and communication,72,Quotation or Purchase Consultation,oled signage,T-OLED,,1020 S Bailey st / Palmer / AK / United States,associate/analyst,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Finance,331,1 625,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 12372,0.75,/Sleman/Indonesia,AS,,12925,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Sleman/Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 -20446,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +20446,0.0,7601 Penn Ave S Hospitality / Richfield / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,7601 Penn Ave S Hospitality / Richfield / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 4352,0.25,/ 500008 / India,AS,,19144,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ 500008 / India,none,LGEIL,,0,0,,,,,4,1 16070,0.25,56 Nobel Avenue / KS / United States,AS,,4854,,Enterprise,,,,,,20,Usage or Technical Consultation,,,,56 Nobel Avenue / KS / United States,none,LGEUS,,0,0,,,,,731,0 1808,1.0,/ Jaipur / India,ID,,3441,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,75TR3DK,/ Jaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,1 8508,1.0,/ Riyadh / Saudi Arabia,ID,,5721,End Customer,Enterprise,17.0,,,,marketing,126,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,209,0 -1336,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 -16904,0.75,/jakrta/Indonesia,AS,,44044,,SMB,1.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/jakrta/Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,670,1 -11387,0.75,/ Érd / Hungary,ID,,28547,End Customer,SMB,,,,,purchasing,497,Quotation or Purchase Consultation,,,,/ Érd / Hungary,none,LGEMK,less than 3 months,0,0,,,,,158,0 +1336,0.25,Cloud IT / / United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 +16904,0.75,/jakrta/Indonesia,AS,,44044,,SMB,1.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/jakrta/Indonesia,none,LGEIN,9 months ~ 1 year,0,0,,,,,670,0 +11387,0.75,/ Érd / Hungary,ID,,28547,End Customer,SMB,,,,,purchasing,497,Quotation or Purchase Consultation,,,,/ Érd / Hungary,none,LGEMK,less than 3 months,0,0,,,,,158,1 20842,1.0,/ Fraiburgo / Brazil,ID,0.0476190476190476,8764,Specifier/ Influencer,Enterprise,,,,,research,690,Others,interactive signage,Interactive Digital Board,75TC3D,/ Fraiburgo / Brazil,intern,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 9754,0.25,P.O. Box 1820 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 1820 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 3104,0.25,/ Pune / India,ID,,647,End Customer,Enterprise,32.0,,,,marketing,28,Quotation or Purchase Consultation,led signage,,,/ Pune / India,none,LGEIL,,0,0,,,,,148,0 @@ -2141,21 +2141,21 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12162,1.0,/ / Mexico,ID,,21710,,Enterprise,,,,,real estate,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,189,0 9489,1.0,/ Lagos / Nigeria,AS,0.4444444444444444,26355,Specifier/ Influencer,Enterprise,,,,,administrative,1120,Quotation or Purchase Consultation,chiller,,,/ Lagos / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Power Plant,12,1 20312,0.75,/ / Mexico,ID,0.1241217798594847,27976,,Enterprise,,1.0,,1.0,entrepreneurship,7,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 -16022,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,1 +16022,0.0,/ Gyál / Hungary,AS,,27514,Specifier/ Influencer,Enterprise,,,,,others,21,,,,,/ Gyál / Hungary,none,LGEMK,,0,0,,,,,960,0 15354,0.25,/ Gaziantep İslahiye / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Gaziantep İslahiye / Türkiye,none,LGETK,,0,0,,,,,103,0 -19960,1.0,//Argentina,ID,0.0732484076433121,26372,,SMB,,,,,marketing,178,Technical Consultation,led signage,LG LED All-in-One Essential Series,,//Argentina,associate/analyst,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 +19960,1.0,//Argentina,ID,0.0732484076433121,26372,,SMB,,,,,marketing,178,Technical Consultation,led signage,LG LED All-in-One Essential Series,,//Argentina,associate/analyst,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,1 7392,1.0,/ Mumbai / India,AS,,13096,End Customer,Enterprise,,,,,healthcare services,11,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,76,0 -12369,0.5,/ Jakarta / Indonesia,AS,,33252,Channel Partner,Enterprise,,,,,marketing,36,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 -16586,0.0,/ / Italy,AS,,40460,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,1 +12369,0.5,/ Jakarta / Indonesia,AS,,33252,Channel Partner,Enterprise,,,,,marketing,36,,vrf,,,/ Jakarta / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +16586,0.0,/ / Italy,AS,,40460,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 3087,0.75,/ Chennai / India,ID,,1580,End Customer,SMB,,,,,healthcare services,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,149,0 14477,0.25,/ Goiânia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,153,Quotation or Purchase Consultation,multi-split,,,/ Goiânia / Brazil,none,LGESP,,0,0,,,,,97,0 6882,0.25,71 Bethel St / PA / United States,AS,,30126,,Enterprise,,,,,,27,Product Information,,,,71 Bethel St / PA / United States,none,LGEUS,,0,0,,,,,731,0 11559,0.5,/ Bengaluru / India,ID,,6274,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Bengaluru / India,ceo/founder,LGEIL,,0,0,,,,,174,0 3483,1.0,/ Ahmedabad / India,ID,,34667,,Enterprise,,,,,community and social services,12,Quotation or Purchase Consultation,interactive signage,,,/ Ahmedabad / India,director,LGEIL,more than a year,0,0,,,,,174,0 -9970,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9970,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 783,0.25,/ Baton Rouge / United States,ID,0.0446428571428571,5636,,Enterprise,,1.0,,1.0,,1,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Baton Rouge / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 135,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 -16726,0.25,/ / Italy,AS,,15478,End Customer,SMB,61.0,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +16726,0.25,/ / Italy,AS,,15478,End Customer,SMB,61.0,,,,purchasing,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,0 20444,0.0,7750 Wisconsin Avenue Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Avenue Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 10074,0.25,2995 Drew St Cloud IT / Clearwater / United States,IT,,5660,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,2995 Drew St Cloud IT / Clearwater / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 8526,0.25,/Global/United States,ID,,3002,,SMB,,,,,,89,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Global/United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 @@ -2163,26 +2163,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10950,0.25,/ Bad Lippspringe / Germany,ID,0.0199004975124378,36285,End Customer,SMB,,1.0,,1.0,administrative,294,Quotation or Purchase Consultation,standard signage,,,/ Bad Lippspringe / Germany,none,LGEDG,,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,326,1 21267,0.25,/ / India,ID,,18892,Channel Partner,SMB,,,,,,3,,led signage,,,/ / India,manager,LGEIL,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,174,0 11541,0.5,/Bacood sta mesa manila/Philippines,ID,,11009,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bacood sta mesa manila/Philippines,associate/analyst,LGEPH,,0,0,,,,,268,0 -7103,0.75,/ Taguig / Philippines,AS,,23210,End Customer,Enterprise,,,,,engineering,14,,vrf,,,/ Taguig / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7103,0.75,/ Taguig / Philippines,AS,,23210,End Customer,Enterprise,,,,,engineering,14,,vrf,,,/ Taguig / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 1477,1.0,/ / Canada,ID,,11739,Channel Partner,SMB,,,,,administrative,22,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / Canada,ceo/founder,LGECI,less than 3 months,0,0,,,,,171,0 4927,0.25,/ São Paulo / Brazil,AS,,18600,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 3928,0.75,/ Yogyakarta / Indonesia,AS,,11083,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Yogyakarta / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 17521,0.0,/ / Germany,IT,,22558,,SMB,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 17005,1.0,/Distrito Federal/Brazil,AS,,16976,End Customer,SMB,,,,,engineering,294,Quotation or Purchase Consultation,vrf,,,/Distrito Federal/Brazil,director,LGESP,3 months ~ 6 months,0,0,,,,,680,0 -19480,1.0,/ / Argentina,ID,0.0544217687074829,44385,,SMB,,,,,administrative,26,Others,,,,/ / Argentina,others,LGEAR,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,325,1 +19480,1.0,/ / Argentina,ID,0.0544217687074829,44385,,SMB,,,,,administrative,26,Others,,,,/ / Argentina,others,LGEAR,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,325,0 21175,1.0,/ SP / Brazil,AS,,17569,Specifier/ Influencer,Enterprise,,,,,others,332,Product Information,vrf,,,/ SP / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 11576,0.5,/ Lucknow / India,ID,,41180,,Enterprise,,,,,education,21,Technical Consultation,interactive signage,,,/ Lucknow / India,ceo/founder,LGEIL,,0,0,,,,,174,0 3663,0.75,/ Laspinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,4,,single-split,,,/ Laspinas / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 -8179,1.0,/ Kottayam / India,ID,0.0311958405545927,22316,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Kottayam / India,vice president,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,224,0 +8179,1.0,/ Kottayam / India,ID,0.0311958405545927,22316,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Kottayam / India,vice president,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,224,1 18451,0.0,/ / Peru,ID,0.0327868852459016,14399,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7582,1.0,/ Lakewood / United States,AS,,32644,End Customer,Enterprise,,,,,program and project management,33,Quotation or Purchase Consultation,vrf,,,/ Lakewood / United States,partner,LGEUS,3 months ~ 6 months,0,0,,,,,731,0 21131,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680,0 17208,1.0,/ Hcmc / Vietnam,AS,,27093,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcmc / Vietnam,director,LGEVH,less than 3 months,0,0,,,,,1046,0 15369,0.25,/ Malatya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,213,Quotation or Purchase Consultation,heating,,,/ Malatya / Türkiye,none,LGETK,,0,0,,,,,103,0 10754,1.0,/ / Mexico,ID,0.0749486652977412,23593,,Enterprise,,1.0,,1.0,consulting,3,Technical Consultation,,,,/ / Mexico,partner,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,189,0 -3899,1.0,/ Dasmariñas / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,16,Quotation or Purchase Consultation,etc.,,,/ Dasmariñas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +3899,1.0,/ Dasmariñas / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,16,Quotation or Purchase Consultation,etc.,,,/ Dasmariñas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 15562,0.5,/ Merida / Mexico,AS,,13740,Specifier/ Influencer,Enterprise,,,,,administrative,3,,vrf,,,/ Merida / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 -20599,0.25,/ SINGAPORE / Singapore,AS,0.1363636363636363,33214,Specifier/ Influencer,SMB,10.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,1 +20599,0.25,/ SINGAPORE / Singapore,AS,0.1363636363636363,33214,Specifier/ Influencer,SMB,10.0,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,0.0002153634176709,0.0369127516778523,factory,,73,0 20692,1.0,/ / Vietnam,ID,0.1818181818181818,11235,,SMB,,,,,program and project management,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0002153634176709,0.0609243697478991,factory,,324,0 3675,0.75,/ Jakarta / Indonesia,AS,,34058,Channel Partner,SMB,,,,,engineering,2,,multi-split,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,723,0 3612,1.0,/ / U.A.E,AS,,35322,Specifier/ Influencer,Enterprise,,,,,engineering,24,Quotation or Purchase Consultation,vrf,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 @@ -2193,7 +2193,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9736,0.25,1101 Market St # 1101 Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St # 1101 Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 18101,0.0,/ / Peru,ID,0.0327868852459016,20914,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 7092,1.0,/ Cebu / Philippines,AS,,21739,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -9987,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9987,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9121,1.0,/ Mumbi / India,AS,0.0289855072463768,6034,End Customer,SMB,,,,,purchasing,94,Quotation or Purchase Consultation,multi-split,,,/ Mumbi / India,manager,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,90,1 8909,1.0,/ / Argentina,ID,0.0732484076433121,29990,,SMB,16.0,,,,administrative,10,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 7278,0.75,/ Cabuyao / Philippines,AS,,22923,End Customer,Enterprise,,,,,administrative,14,,single-split,,,/ Cabuyao / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 @@ -2214,28 +2214,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12049,0.5,/ /,ID,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,564,1 4391,0.25,/ Jabalpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,54,Quotation or Purchase Consultation,multi-split,,,/ Jabalpur / India,none,LGEIL,,0,0,,,,,123,0 10232,0.75,/ Balikpapan / Indonesia,AS,0.0666666666666666,1910,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Balikpapan / Indonesia,others,LGEIN,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,955,1 -18149,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 -19822,0.0,/ / Brazil,ID,0.0732484076433121,45907,End Customer,SMB,,,,,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 -15182,0.25,/ Pomorskie / Warzno / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,70,Quotation or Purchase Consultation,heating,,,/ Pomorskie / Warzno / Poland,none,LGEPL,,0,0,,,,,1044,1 +18149,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +19822,0.0,/ / Brazil,ID,0.0732484076433121,45907,End Customer,SMB,,,,,sales,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 +15182,0.25,/ Pomorskie / Warzno / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,70,Quotation or Purchase Consultation,heating,,,/ Pomorskie / Warzno / Poland,none,LGEPL,,0,0,,,,,1044,0 14489,0.25,/ Manaus/Am / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,125,Quotation or Purchase Consultation,etc.,,,/ Manaus/Am / Brazil,none,LGESP,,0,0,,,,,97,0 -17765,0.75,/ / Brazil,ID,0.0327868852459016,43879,,Enterprise,,,,,media and communication,22,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,1 -19623,1.0,/ São Manuel / Brazil,ID,0.0732484076433121,47466,Service Partner,Enterprise,53.0,,,,research,200,Quotation or Purchase Consultation,led signage,,,/ São Manuel / Brazil,others,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +17765,0.75,/ / Brazil,ID,0.0327868852459016,43879,,Enterprise,,,,,media and communication,22,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 +19623,1.0,/ São Manuel / Brazil,ID,0.0732484076433121,47466,Service Partner,Enterprise,53.0,,,,research,200,Quotation or Purchase Consultation,led signage,,,/ São Manuel / Brazil,others,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 9543,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291,1 18922,0.75,/ Hochiminh / Vietnam,AS,,44471,Specifier/ Influencer,SMB,,,,,engineering,3,,multi-split,,,/ Hochiminh / Vietnam,ceo/founder,LGEVH,more than a year,0,0,0.0005719551277132,0.0514705882352941,education,,1046,1 -3636,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,,,,/ Laguna / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +3636,0.75,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,,,,/ Laguna / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 11194,1.0,/ Pune / India,ID,,18150,,Enterprise,,,,,community and social services,29,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -2464,1.0,/ BHOPAL / India,ID,,24541,Service Partner,Enterprise,,,,,information technology,360,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ BHOPAL / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 -10873,0.0,/ / Brazil,ID,0.0749486652977412,31626,,SMB,,1.0,,1.0,information technology,27,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,316,1 +2464,1.0,/ BHOPAL / India,ID,,24541,Service Partner,Enterprise,,,,,information technology,360,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ BHOPAL / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,1 +10873,0.0,/ / Brazil,ID,0.0749486652977412,31626,,SMB,,1.0,,1.0,information technology,27,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,316,0 9756,0.25,1915 Rexford Rd Cloud IT / Charlotte / United States,IT,,30632,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,1915 Rexford Rd Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 7079,1.0,/ Cebu city / Philippines,AS,,21739,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -9937,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9937,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9647,1.0,/ Englewood Cliffs / United States,AS,,16896,End Customer,SMB,,,,,operations,227,Quotation or Purchase Consultation,ess,,,/ Englewood Cliffs / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,,731,0 9839,0.25,Cloud IT / Darien / United States,IT,,32892,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Darien / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -10863,0.0,/ / Brazil,ID,0.0749486652977412,3340,Channel Partner,Enterprise,87.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10863,0.0,/ / Brazil,ID,0.0749486652977412,3340,Channel Partner,Enterprise,87.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 14200,0.25,/ São Paulo/SP / Brazil,AS,,22488,Specifier/ Influencer,SMB,29.0,,,,operations,3,,,,,/ São Paulo/SP / Brazil,director,LGESP,,0,0,,,,,97,0 6127,0.25,/ Americana / Brazil,AS,,37265,,SMB,,,,,arts and design,3,,multi-split,,,/ Americana / Brazil,others,LGESP,,0,0,,,,,97,0 19010,1.0,/ campo mourão / Brazil,AS,0.0681818181818181,698,End Customer,Enterprise,,,,,purchasing,161,Quotation or Purchase Consultation,single-split,,,/ campo mourão / Brazil,director,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97,0 -4193,0.25,/ Kottayam / India,AS,0.0677966101694915,451,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +4193,0.25,/ Kottayam / India,AS,0.0677966101694915,451,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 3910,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,associate/analyst,LGEPH,3 months ~ 6 months,0,0,,,,,47,0 17796,0.75,/ / Brazil,ID,0.0327868852459016,9676,,SMB,,,,,others,24,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 2760,1.0,/ Oxfordshire / United Kingdom,ID,,4826,Channel Partner,Enterprise,0.0,,,,engineering,46,Technical Consultation,standard signage,UHD TV Signage,55UR640S (EU/CIS),/ Oxfordshire / United Kingdom,others,LGEUK,less than 3 months,0,0,,,,,185,0 @@ -2244,8 +2244,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16670,0.25,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,AS,,11912,Channel Partner,SMB,,,,,sales,3,,vrf,,,VIA CASTELGOMBERTO 96 ITALIA / TORINO / Italy,partner,LGEIS,,0,0,,,,,341,0 16030,0.0,/ София / Bulgaria,AS,,46967,Specifier/ Influencer,Enterprise,,,,,others,51,,,,,/ София / Bulgaria,none,LGEMK,,0,0,,,,,710,0 943,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 -2461,0.75,//Italy,ID,,14240,Service Partner,SMB,,,,,product management,970,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//Italy,none,LGEIS,less than 3 months,0,0,,,,,571,0 -19186,0.5,/ / Peru,ID,0.0538922155688622,32240,Solution Eco-Partner,Enterprise,,,,,others,6,,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,1 +2461,0.75,//Italy,ID,,14240,Service Partner,SMB,,,,,product management,970,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//Italy,none,LGEIS,less than 3 months,0,0,,,,,571,1 +19186,0.5,/ / Peru,ID,0.0538922155688622,32240,Solution Eco-Partner,Enterprise,,,,,others,6,,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,258,0 18468,0.0,/ / Peru,ID,0.0327868852459016,20874,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 17966,0.0,/ / India,ID,0.0311958405545927,16892,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 8799,0.25,/ Blue Mountain / United States,ID,0.6153846153846154,23061,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Blue Mountain / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,205,0 @@ -2253,18 +2253,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20830,1.0,/ Bento Gonçalves / Brazil,ID,0.0476190476190476,22546,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,software solution,,,/ Bento Gonçalves / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 3429,1.0,/ Tripoli / India,ID,,7639,,Enterprise,4.0,,,,consulting,5,Technical Consultation,interactive signage,,,/ Tripoli / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 11082,0.75,/ / Hong Kong,ID,0.0843373493975903,22993,End Customer,Enterprise,,1.0,,1.0,marketing,27,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ / Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 -9339,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +9339,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,1 20680,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310,0 -21049,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 -9994,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -19828,0.0,/ / Brazil,ID,0.0732484076433121,8164,Channel Partner,SMB,13.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +21049,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +9994,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +19828,0.0,/ / Brazil,ID,0.0732484076433121,8164,Channel Partner,SMB,13.0,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 21096,0.75,/ sumatra barat / Indonesia,AS,,33998,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ sumatra barat / Indonesia,others,LGEIN,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,774,0 2788,1.0,/ / Türkiye,ID,,8372,End Customer,SMB,,,,,marketing,42,Quotation or Purchase Consultation,oled signage,,,/ / Türkiye,director,LGETK,3 months ~ 6 months,0,0,,,,,285,0 11323,1.0,/ istanbul / Türkiye,ID,,21801,End Customer,SMB,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,,,/ istanbul / Türkiye,manager,LGETK,less than 3 months,0,0,,,,,219,0 17783,0.75,/ / Brazil,ID,0.0327868852459016,18660,,SMB,,,,,education,32,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 -16344,0.25,Via Trevignano 23 / Montebelluna / Italy,AS,,40462,Specifier/ Influencer,SMB,4.0,,,,administrative,3,,vrf,,,Via Trevignano 23 / Montebelluna / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16344,0.25,Via Trevignano 23 / Montebelluna / Italy,AS,,40462,Specifier/ Influencer,SMB,4.0,,,,administrative,3,,vrf,,,Via Trevignano 23 / Montebelluna / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 1183,0.5,//Hong Kong,ID,0.0843373493975903,40231,End Customer,SMB,,1.0,,1.0,legal,494,Quotation or Purchase Consultation,video wall signage,,,//Hong Kong,none,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,337,1 -10741,1.0,/ Las Condes / Mexico,ID,0.0749486652977412,38889,End Customer,Enterprise,,1.0,,1.0,arts and design,142,Quotation or Purchase Consultation,video wall signage,,,/ Las Condes / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,257,0 +10741,1.0,/ Las Condes / Mexico,ID,0.0749486652977412,38889,End Customer,Enterprise,,1.0,,1.0,arts and design,142,Quotation or Purchase Consultation,video wall signage,,,/ Las Condes / Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,257,1 7398,0.75,/ SÃO PAULO / Brazil,AS,,12311,Specifier/ Influencer,SMB,,,,,engineering,2,,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,0,0,,,,,97,0 3383,1.0,/ Ludhiana / India,ID,,27949,,SMB,,,,,business development,61,Quotation or Purchase Consultation,interactive signage,,,/ Ludhiana / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,165,1 14149,0.5,/ Guaiba / Brazil,AS,,18617,End Customer,SMB,,,,,administrative,3,,etc.,,,/ Guaiba / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 @@ -2281,10 +2281,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5797,0.5,/ São paulo / Brazil,AS,,17047,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 13062,0.75,/ Cuenca / Ecuador,AS,,10208,Specifier/ Influencer,SMB,,,,,engineering,3,,single-split,,,/ Cuenca / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 14089,0.25,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,operations,45,,vrf,,,/ São Paulo / Brazil,entry level,LGESP,,0,0,,,,,97,0 -10861,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10861,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 10275,1.0,/ SÃO PAULO / Brazil,AS,0.0039370078740157,22436,End Customer,SMB,0.0,,,,business development,35,Quotation or Purchase Consultation,vrf,,,/ SÃO PAULO / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 10117,1.0,/London/United Kingdom,ID,,33552,Service Partner,Enterprise,,,,,arts and design,214,Request for Partnership,high brightness signage,Window Facing Display,49XS4F-B,/London/United Kingdom,director,LGEUK,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,185,0 -18276,0.0,/ / Peru,ID,0.0327868852459016,44313,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 +18276,0.0,/ / Peru,ID,0.0327868852459016,44313,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 5377,0.5,/São Paulo/Brazil,AS,,11764,,SMB,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 21197,1.0,/ Triunfo / Brazil,AS,,8514,Specifier/ Influencer,Enterprise,,,,,business development,218,Quotation or Purchase Consultation,single-split,,,/ Triunfo / Brazil,others,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 6569,0.0,/ Niš / Serbia,AS,,24317,Specifier/ Influencer,SMB,,,,,others,14,,,,,/ Niš / Serbia,none,LGEMK,,0,0,,,,,766,0 @@ -2293,7 +2293,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3689,0.75,/ Purwokerto / Indonesia,AS,,11108,End Customer,Enterprise,,,,,engineering,5,,etc.,,,/ Purwokerto / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 7097,1.0,/ / Philippines,AS,,7721,Specifier/ Influencer,SMB,,,,,accounting,4,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 4242,0.25,/ JAGADHRI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,vrf,,,/ JAGADHRI / India,none,LGEIL,,0,0,,,,,95,0 -19348,0.75,/Salta/Argentina,AS,0.0037878787878787,37926,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Salta/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742,1 +19348,0.75,/Salta/Argentina,AS,0.0037878787878787,37926,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Salta/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,742,0 5649,0.5,/ São Paulo / Brazil,AS,,14155,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 4858,0.5,/ Fortaleza / Brazil,AS,,11288,End Customer,Enterprise,,,,,engineering,1,Quotation or Purchase Consultation,chiller,,,/ Fortaleza / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 16877,0.75,/ - Select City - / Philippines,AS,,23182,End Customer,Enterprise,,,,,others,15,,,,,/ - Select City - / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 @@ -2309,9 +2309,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16524,0.0,/ / Italy,AS,,18678,Specifier/ Influencer,SMB,0.0,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 14488,0.25,/ Maringá / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Maringá / Brazil,none,LGESP,,0,0,,,,,97,0 12364,0.5,/ Denpasar / Indonesia,AS,,33811,End Customer,SMB,,,,,engineering,5,,vrf,,,/ Denpasar / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 -10878,0.0,/ / Brazil,ID,0.0749486652977412,47466,Specifier/ Influencer,Enterprise,53.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 -7095,1.0,/ Sta cruz marinduque / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,15,Quotation or Purchase Consultation,single-split,,,/ Sta cruz marinduque / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 -20251,1.0,"/Bogota, colombia./Colombia",AS,0.004,46442,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,1066,Product Information,etc.,,,"/Bogota, colombia./Colombia",manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,649,1 +10878,0.0,/ / Brazil,ID,0.0749486652977412,47466,Specifier/ Influencer,Enterprise,53.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +7095,1.0,/ Sta cruz marinduque / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,15,Quotation or Purchase Consultation,single-split,,,/ Sta cruz marinduque / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 +20251,1.0,"/Bogota, colombia./Colombia",AS,0.004,46442,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,1066,Product Information,etc.,,,"/Bogota, colombia./Colombia",manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,649,0 8932,1.0,/ / Saudi Arabia,ID,0.0491803278688524,9903,Channel Partner,SMB,,,,,purchasing,19,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ / Saudi Arabia,partner,LGESJ,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,209,0 11952,0.0,/ / Brazil,ID,,30130,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 9707,0.25,Cloud IT / Monroe / United States,IT,,14748,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Monroe / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 @@ -2322,35 +2322,35 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19408,0.5,/ Tijuana / Mexico,AS,0.0037878787878787,9212,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,42,0 2196,1.0,/ Ara / India,ID,,36578,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Ara / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 10639,0.25,/ / Peru,ID,0.0749486652977412,10619,End Customer,SMB,0.0,1.0,,1.0,purchasing,35,,hotel tv,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,525,1 -19835,0.0,/ / Brazil,ID,0.0732484076433121,7026,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19835,0.0,/ / Brazil,ID,0.0732484076433121,7026,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 1244,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 9380,1.0,/ Tabuk / Saudi Arabia,AS,0.0202020202020202,14714,End Customer,SMB,,,,,program and project management,119,Quotation or Purchase Consultation,ventilation,,,/ Tabuk / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6,1 -4018,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,59,1 +4018,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,59,0 12099,0.5,/ / Hong Kong,ID,,16354,Service Partner,SMB,,,,,marketing,7,Quotation or Purchase Consultation,standard signage,UH5F Series,43UH5F-B,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,0 4305,0.25,/ Hyderabad / India,AS,,44643,End Customer,Enterprise,19.0,,,,,43,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 16793,1.0,/ Baguio / Philippines,AS,,214,Specifier/ Influencer,Enterprise,,,,,engineering,29,Quotation or Purchase Consultation,multi-split,,,/ Baguio / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 20689,1.0,/Barauna-RN/Brazil,ID,0.0695652173913043,32779,End Customer,SMB,,,,,information technology,93,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Barauna-RN/Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 -8883,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,1 +8883,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,0 3905,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,Enterprise,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47,0 16703,0.25,corso italia 1 / milano / Italy,AS,,4275,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,corso italia 1 / milano / Italy,others,LGEIS,,0,0,,,,,341,0 -19618,1.0,/Londrina/Brazil,ID,0.0732484076433121,44869,End Customer,SMB,0.0,,,,administrative,207,Quotation or Purchase Consultation,led signage,,,/Londrina/Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,279,0 -8983,0.75,/ Los Alamitos / United States,ID,0.1186440677966101,35758,End Customer,SMB,,,,,purchasing,53,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,,/ Los Alamitos / United States,none,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,311,0 +19618,1.0,/Londrina/Brazil,ID,0.0732484076433121,44869,End Customer,SMB,0.0,,,,administrative,207,Quotation or Purchase Consultation,led signage,,,/Londrina/Brazil,others,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,279,1 +8983,0.75,/ Los Alamitos / United States,ID,0.1186440677966101,35758,End Customer,SMB,,,,,purchasing,53,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,,/ Los Alamitos / United States,none,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,311,1 8510,1.0,/ mumbai / India,ID,0.0833333333333333,36304,End Customer,SMB,1.0,,,,finance,22,Quotation or Purchase Consultation,standard signage,UR640S Series,65UR640S,/ mumbai / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,174,0 -10019,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10019,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16003,0.25,/ Lazarevac / Serbia,AS,,2417,Channel Partner,SMB,,,,,,41,,heating,,,/ Lazarevac / Serbia,ceo/founder,LGEMK,,0,0,,,,,766,0 1783,1.0,/ DUMKA / India,ID,,25538,,Enterprise,,,,,education,3,Others,interactive signage,,,/ DUMKA / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 15961,0.5,/ Quito / Ecuador,AS,,21709,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ Quito / Ecuador,trainee,LGEPS,less than 3 months,0,0,,,,,654,0 14115,0.25,/ Recife Pernambuco / Brazil,AS,,33285,End Customer,Enterprise,,,,,entrepreneurship,3,,,,,/ Recife Pernambuco / Brazil,entry level,LGESP,,0,0,,,,,97,0 15378,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 13921,0.25,/ Recife / Brazil,AS,,6802,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ Recife / Brazil,entry level,LGESP,,0,0,,,,,97,0 -10660,1.0,/São Paulo/Brazil,ID,0.0749486652977412,8200,Service Partner,SMB,,1.0,,1.0,administrative,148,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278,0 +10660,1.0,/São Paulo/Brazil,ID,0.0749486652977412,8200,Service Partner,SMB,,1.0,,1.0,administrative,148,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/São Paulo/Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,278,1 17891,0.75,/ / Peru,ID,0.0327868852459016,41815,End Customer,SMB,0.0,,,,education,59,Quotation or Purchase Consultation,led signage,,LAEC018,/ / Peru,director,LGEPR,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 14911,0.25,/ São Paulo / Brazil,AS,,28889,Specifier/ Influencer,Enterprise,20.0,,,,engineering,3,,,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 18599,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 3285,0.25,/ /,ID,,25728,,Enterprise,,,,,,84,,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,448,1 -4806,0.25,/New Delhi/India,AS,,41597,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,129,0 +4806,0.25,/New Delhi/India,AS,,41597,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,129,1 7151,0.75,/ Makati / Philippines,AS,,42837,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Makati / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 -10864,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,278,1 +10864,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,278,0 1495,0.75,/ Jakarta / Indonesia,ID,,33799,End Customer,SMB,,,,,business development,71,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3DK,/ Jakarta / Indonesia,none,LGEIN,6 months ~ 9 months,0,0,,,,,313,0 17856,0.75,/ / Peru,ID,0.0327868852459016,6353,End Customer,Enterprise,,,,,others,29,Others,,,,/ / Peru,none,LGEPR,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,,258,0 20413,0.0,4814 N 113Th St Hospitality / Omaha / United States,ID,,5978,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,4814 N 113Th St Hospitality / Omaha / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 @@ -2369,27 +2369,27 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16094,0.25,/ الطائف / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,vrf,,,/ الطائف / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 8309,0.0,/ / Peru,ID,0.0327868852459016,12855,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 1023,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 -10144,1.0,/ Oklahoma City / United States,ID,0.4,29549,End Customer,SMB,,,,,engineering,200,Quotation or Purchase Consultation,oled signage,,,/ Oklahoma City / United States,c-level executive,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,867,0 +10144,1.0,/ Oklahoma City / United States,ID,0.4,29549,End Customer,SMB,,,,,engineering,200,Quotation or Purchase Consultation,oled signage,,,/ Oklahoma City / United States,c-level executive,LGEUS,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,867,1 8839,0.25,100 Global Innovation Circle Cloud IT / Orlando / United States,IT,,25728,End Customer,Enterprise,,,,,,52,Quotation or Purchase Consultation,,,,100 Global Innovation Circle Cloud IT / Orlando / United States,none,LGEUS,,0,0,9.65915660650443e-05,,government department,General Government Office,448,1 20934,0.0,/ / Peru,ID,0.0476190476190476,30758,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 -19045,1.0,/ Bogotá / Colombia,ID,0.2692307692307692,44487,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,344,1 +19045,1.0,/ Bogotá / Colombia,ID,0.2692307692307692,44487,End Customer,Enterprise,,,,,operations,56,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,others,LGECB,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,344,0 6028,0.5,/ sao paulo / Brazil,AS,,46225,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ sao paulo / Brazil,others,LGESP,,0,0,,,,,97,0 5027,0.25,/ Ba/Teixeira de Freitas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,22,Quotation or Purchase Consultation,single-split,,,/ Ba/Teixeira de Freitas / Brazil,none,LGESP,,0,0,,,,,97,0 -20299,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,22095,End Customer,SMB,,1.0,,1.0,operations,159,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 -9742,0.25,333 E Lemon St Cloud IT / Lakeland / United States,IT,,15833,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,333 E Lemon St Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 -19026,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +20299,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,22095,End Customer,SMB,,1.0,,1.0,operations,159,Quotation or Purchase Consultation,hotel tv,,,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +9742,0.25,333 E Lemon St Cloud IT / Lakeland / United States,IT,,15833,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,333 E Lemon St Cloud IT / Lakeland / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +19026,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 10066,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 2087,1.0,/Ahmedabad/India,ID,,28394,,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,partner,LGEIL,less than 3 months,0,0,,,,,166,1 383,0.25,Corporate / /,ID,0.0446428571428571,28193,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -3101,0.5,/ Mumbai / India,ID,,46791,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,standard signage,UH7F-H Series,,/ Mumbai / India,none,LGEIL,less than 3 months,0,0,,,,,145,1 -20773,1.0,/ Rio de Janeiro / Brazil,ID,0.0476190476190476,9,End Customer,SMB,,,,,administrative,168,Quotation or Purchase Consultation,video wall signage,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 +3101,0.5,/ Mumbai / India,ID,,46791,End Customer,SMB,,,,,operations,43,Quotation or Purchase Consultation,standard signage,UH7F-H Series,,/ Mumbai / India,none,LGEIL,less than 3 months,0,0,,,,,145,0 +20773,1.0,/ Rio de Janeiro / Brazil,ID,0.0476190476190476,9,End Customer,SMB,,,,,administrative,168,Quotation or Purchase Consultation,video wall signage,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 5369,0.5,/São Paulo/Brazil,AS,,39566,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 4141,0.25,/ Davao / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Davao / Philippines,none,LGEPH,,0,0,,,,,121,0 7107,0.75,/ Davao / Philippines,AS,,843,End Customer,Enterprise,,,,,engineering,4,,chiller,,,/ Davao / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 4088,0.25,/ Iloilo / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,25,Quotation or Purchase Consultation,multi-split,,,/ Iloilo / Philippines,none,LGEPH,,0,0,,,,,666,0 18801,0.0,/ / Peru,ID,0.0327868852459016,10715,,Enterprise,,,,,information technology,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 4192,0.25,/ Kottayam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,58,Quotation or Purchase Consultation,vrf,,,/ Kottayam / India,none,LGEIL,,0,0,,,,,34,0 -19135,1.0,/ NEW YORK / United States,IT,0.6428571428571429,45754,End Customer,SMB,,,,,research,14,Quotation or Purchase Consultation,monitor,,,/ NEW YORK / United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,827,0 +19135,1.0,/ NEW YORK / United States,IT,0.6428571428571429,45754,End Customer,SMB,,,,,research,14,Quotation or Purchase Consultation,monitor,,,/ NEW YORK / United States,director,LGEUS,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,827,1 4496,0.25,/ Tirupathi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Tirupathi / India,none,LGEIL,,0,0,,,,,115,0 15121,0.5,"Calle del trigal 255, quilicura / Santiago / Chile",AS,,18870,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,"Calle del trigal 255, quilicura / Santiago / Chile",others,LGECL,less than 3 months,0,0,,,,,728,0 20409,0.25,3713 Sandhurst Drive Hospitality / Flower Mound / United States,ID,,31043,End Customer,SMB,13.0,1.0,,1.0,,3,,hotel tv,,,3713 Sandhurst Drive Hospitality / Flower Mound / United States,director,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 @@ -2397,25 +2397,25 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20025,1.0,/นนทบุรี/Thailand,AS,0.0227272727272727,47357,End Customer,Enterprise,,,,,engineering,16,Others,vrf,,,/นนทบุรี/Thailand,manager,LGETH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,,726,1 17128,0.75,/ santiago / Chile,AS,,21633,Channel Partner,SMB,,,,,engineering,67,,vrf,,,/ santiago / Chile,partner,LGECL,less than 3 months,0,0,,,,,728,0 11263,1.0,/ Gurugram / India,ID,,32341,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,0,0,,,,,181,0 -10485,1.0,/Zacatecas/Mexico,ID,0.0749486652977412,24949,Specifier/ Influencer,SMB,,1.0,,1.0,purchasing,144,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/Zacatecas/Mexico,c-level executive,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Mining,263,1 +10485,1.0,/Zacatecas/Mexico,ID,0.0749486652977412,24949,Specifier/ Influencer,SMB,,1.0,,1.0,purchasing,144,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,55XE4F-M,/Zacatecas/Mexico,c-level executive,LGEMS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Mining,263,0 14757,0.5,/ Florianópolis / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,,63,Quotation or Purchase Consultation,etc.,,,/ Florianópolis / Brazil,partner,LGESP,,0,0,,,,,97,0 6093,0.25,/ Catanduva SP / Brazil,AS,,4935,,Enterprise,,,,,administrative,3,,multi-split,,,/ Catanduva SP / Brazil,others,LGESP,,0,0,,,,,97,0 8354,0.25,Po Box 129 Education / Guntersville / United States,ID,0.3902439024390244,18823,End Customer,SMB,,,,,,38,Quotation or Purchase Consultation,,,,Po Box 129 Education / Guntersville / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,501,1 14002,0.5,/ Santa Cruz do Capibaribe pe / Brazil,AS,,43026,End Customer,Enterprise,12.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Santa Cruz do Capibaribe pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 7253,1.0,/ Cavite / Philippines,AS,,11578,End Customer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Cavite / Philippines,others,LGEPH,more than a year,0,0,,,,,46,0 -9151,1.0,/ Mumbai / India,AS,0.0289855072463768,8005,Specifier/ Influencer,Enterprise,0.0,,,,program and project management,75,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,76,1 +9151,1.0,/ Mumbai / India,AS,0.0289855072463768,8005,Specifier/ Influencer,Enterprise,0.0,,,,program and project management,75,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,3 months ~ 6 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,76,0 8222,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 5248,0.5,/ Sbc / Brazil,AS,,11772,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sbc / Brazil,others,LGESP,,0,0,,,,,97,0 -2136,1.0,/Bangalore/India,ID,,39762,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,trainee,LGEIL,more than a year,0,0,,,,,146,0 +2136,1.0,/Bangalore/India,ID,,39762,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,trainee,LGEIL,more than a year,0,0,,,,,146,1 11329,0.75,/ istanbul / Türkiye,ID,,25810,End Customer,SMB,,,,,entrepreneurship,60,Others,standard signage,UH5F-H Series,75UH5F-H,/ istanbul / Türkiye,none,LGETK,less than 3 months,0,0,,,,,285,0 8067,1.0,/ / Saudi Arabia,ID,0.043103448275862,11413,End Customer,SMB,,,,,operations,55,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295,0 127,1.0,Dana Point / CA / United States,ID,0.0446428571428571,42330,,SMB,,1.0,,1.0,business development,36,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,Dana Point / CA / United States,ceo/founder,LGEUS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,311,1 16260,0.0,/ / Greece,AS,,28894,Specifier/ Influencer,Enterprise,,,,,,3,,heating,,,/ / Greece,none,LGEHS,,0,0,,,,,732,0 20255,1.0,/ İstanbul / Türkiye,AS,0.0196078431372549,31543,End Customer,SMB,,,,,administrative,45,Quotation or Purchase Consultation,etc.,,,/ İstanbul / Türkiye,ceo/founder,LGETK,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,103,0 -11098,1.0,/ Nürnberg / Germany,IT,,46057,End Customer,SMB,,,1.0,1.0,consulting,113,Quotation or Purchase Consultation,,All Monitors,,/ Nürnberg / Germany,partner,LGEDG,less than 3 months,1,0,0.0030792876608617,,corporate / office,,428,0 +11098,1.0,/ Nürnberg / Germany,IT,,46057,End Customer,SMB,,,1.0,1.0,consulting,113,Quotation or Purchase Consultation,,All Monitors,,/ Nürnberg / Germany,partner,LGEDG,less than 3 months,1,0,0.0030792876608617,,corporate / office,,428,1 211,0.5,/ Louisville / United States,ID,0.0446428571428571,10577,,SMB,,1.0,,1.0,,113,Quotation or Purchase Consultation,standard signage,Digital Signage or Commercial TVs,Conference room,/ Louisville / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,333,1 13254,0.25,/Surabaya/Indonesia,AS,,34068,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Surabaya/Indonesia,none,LGEIN,,0,0,,,,,670,0 -17474,1.0,/ / Germany,IT,,42511,End Customer,SMB,,,,,,137,Quotation or Purchase Consultation,,,,/ / Germany,ceo/founder,LGEDG,less than 3 months,0,0,,,,,428,0 +17474,1.0,/ / Germany,IT,,42511,End Customer,SMB,,,,,,137,Quotation or Purchase Consultation,,,,/ / Germany,ceo/founder,LGEDG,less than 3 months,0,0,,,,,428,1 8767,1.0,//India,ID,0.0531914893617021,20706,End Customer,Enterprise,,,,,administrative,124,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,//India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,166,1 634,0.25,Corporate / /,ID,0.0446428571428571,30423,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 120,1.0,/GURUGRAM/India,ID,0.0575342465753424,18236,Service Partner,SMB,,1.0,,1.0,media and communication,154,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/GURUGRAM/India,associate/analyst,LGEIL,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,174,0 @@ -2428,12 +2428,12 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14367,0.25,/ PA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ PA / Brazil,none,LGESP,,0,0,,,,,97,0 17517,0.0,/ / Germany,IT,,43802,End Customer,Enterprise,,,,,,3,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 4913,0.5,/ São Paulo / Brazil,AS,,7883,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 -10489,1.0,/ Buenos Aires / Argentina,ID,0.0749486652977412,20667,End Customer,Enterprise,26.0,1.0,,1.0,arts and design,27,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Buenos Aires / Argentina,partner,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,325,0 +10489,1.0,/ Buenos Aires / Argentina,ID,0.0749486652977412,20667,End Customer,Enterprise,26.0,1.0,,1.0,arts and design,27,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Buenos Aires / Argentina,partner,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,325,1 7040,0.25,/ Riyadh / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,55,Quotation or Purchase Consultation,vrf,,,/ Riyadh / Saudi Arabia,none,LGESJ,,0,0,,,,,45,0 -7281,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7281,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 17518,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 19443,1.0,/ León / Mexico,AS,0.0037878787878787,6413,End Customer,Enterprise,,,,,others,61,Quotation or Purchase Consultation,,,,/ León / Mexico,ceo/founder,LGEMS,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,42,0 -11976,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,1 +11976,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,0 9498,1.0,/ Jammu / India,ID,,36646,Service Partner,Enterprise,,,,,information technology,128,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",,/ Jammu / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 20088,1.0,/ MG / Brazil,AS,0.004,473,End Customer,Enterprise,,,,,others,80,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,others,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 5738,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -2460,14 +2460,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 17877,0.75,/ / Colombia,ID,0.0327868852459016,28288,,Enterprise,3.0,,,,education,16,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 4105,0.25,/ Angeles city / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,101,Quotation or Purchase Consultation,etc.,,,/ Angeles city / Philippines,none,LGEPH,,0,0,,,,,46,0 3357,0.75,/ athens / Greece,ID,,23968,End Customer,Enterprise,,,,,business development,50,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,,/ athens / Greece,ceo/founder,LGEHS,less than 3 months,0,0,,,,,479,0 -10846,0.0,/ / Brazil,ID,0.0749486652977412,39493,Channel Partner,SMB,5.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,317,1 +10846,0.0,/ / Brazil,ID,0.0749486652977412,39493,Channel Partner,SMB,5.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,317,0 9355,1.0,/ Bangalore / India,AS,0.0714285714285714,24077,End Customer,SMB,1.0,,,,engineering,136,Quotation or Purchase Consultation,chiller,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,93,1 10408,1.0,/ Hà Nội / Vietnam,AS,0.0666666666666666,42649,End Customer,Enterprise,,,,,business development,118,Quotation or Purchase Consultation,etc.,,,/ Hà Nội / Vietnam,entry level,LGEVH,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,970,1 20152,0.25,/ Annaba / Algeria,AS,0.0196078431372549,41265,End Customer,Enterprise,,,,,,72,Quotation or Purchase Consultation,multi-split,,,/ Annaba / Algeria,none,LGEAS,,1,0,0.0011827288932506,0.0115830115830115,retail,,739,0 5286,0.5,/Santo André/Brazil,AS,,9497,,SMB,,,,,media and communication,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97,0 19096,0.0,/ / Peru,ID,0.2692307692307692,8271,,Enterprise,,,,,others,30,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,0 4903,0.5,/ São Paulo / Brazil,AS,,5873,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 -1484,0.5,/ Houston / United States,ID,,24333,End Customer,SMB,0.0,,,,sales,397,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,,/ Houston / United States,none,LGEUS,,0,0,,,,,369,0 +1484,0.5,/ Houston / United States,ID,,24333,End Customer,SMB,0.0,,,,sales,397,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,,/ Houston / United States,none,LGEUS,,0,0,,,,,369,1 11144,1.0,//Mexico,ID,,41880,,SMB,9.0,,,,operations,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,6 months ~ 9 months,0,0,,,,,189,0 13137,0.75,/ Santiago / Chile,AS,,14724,Specifier/ Influencer,Enterprise,1.0,,,,engineering,3,,vrf,,,/ Santiago / Chile,manager,LGECL,9 months ~ 1 year,0,0,,,,,728,0 19295,1.0,/Ilopolis RS/Brazil,AS,0.0037878787878787,43178,Specifier/ Influencer,Enterprise,,,,,sales,62,Trainings,etc.,,,/Ilopolis RS/Brazil,entry level,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 @@ -2476,15 +2476,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7371,1.0,/ SHAHABAD MARKANDA / India,AS,,11395,End Customer,Enterprise,,,,,purchasing,15,Quotation or Purchase Consultation,multi-split,,,/ SHAHABAD MARKANDA / India,director,LGEIL,less than 3 months,0,0,,,,,95,0 20715,1.0,/ SAN FRANCISCO / Argentina,ID,0.25,13974,End Customer,Enterprise,,,,,community and social services,46,Quotation or Purchase Consultation,led signage,,,/ SAN FRANCISCO / Argentina,director,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325,0 16852,1.0,/ Taguig / Philippines,AS,,555,End Customer,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,chiller,,,/ Taguig / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -3217,0.25,/ / United States,ID,,22068,,SMB,,,,,,107,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 -20750,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,13674,Specifier/ Influencer,SMB,,,,,information technology,177,Quotation or Purchase Consultation,video wall signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,480,0 +3217,0.25,/ / United States,ID,,22068,,SMB,,,,,,107,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 +20750,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,13674,Specifier/ Influencer,SMB,,,,,information technology,177,Quotation or Purchase Consultation,video wall signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,480,1 3662,0.75,/ NAIC CAVITE / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,,single-split,,,/ NAIC CAVITE / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 6456,0.25,/ Da nang / Vietnam,AS,,11240,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Da nang / Vietnam,c-level executive,LGEVH,,0,0,,,,,761,0 -207,1.0,/ / United States,ID,0.0446428571428571,3375,End Customer,SMB,,1.0,,1.0,others,238,Quotation or Purchase Consultation,led signage,LG Indoor LED,LSBE015,/ / United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,334,0 -1950,1.0,/Bathinda/India,ID,,44586,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bathinda/India,director,LGEIL,less than 3 months,0,0,,,,,165,0 -9209,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,0 +207,1.0,/ / United States,ID,0.0446428571428571,3375,End Customer,SMB,,1.0,,1.0,others,238,Quotation or Purchase Consultation,led signage,LG Indoor LED,LSBE015,/ / United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,334,1 +1950,1.0,/Bathinda/India,ID,,44586,,Enterprise,,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Bathinda/India,director,LGEIL,less than 3 months,0,0,,,,,165,1 +9209,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,1 18231,0.0,/ / Peru,ID,0.0327868852459016,17394,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 -10013,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10013,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16700,0.25,/ / Italy,AS,,5674,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,0 288,0.75,/ / United States,ID,0.0446428571428571,42236,End Customer,SMB,,1.0,,1.0,information technology,215,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,none,LGEUS,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,353,1 17020,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 @@ -2494,10 +2494,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12701,0.75,/ Sancristobal / Dominican Republic,AS,,29821,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Sancristobal / Dominican Republic,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 9709,0.25,1201 West Peachtree Street Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 West Peachtree Street Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15389,0.25,/ İstanbul / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,88,Quotation or Purchase Consultation,heating,,,/ İstanbul / Türkiye,none,LGETK,,0,0,,,,,103,0 -1996,1.0,/ chennai / India,ID,,20356,,Enterprise,,,,,information technology,1,Quotation or Purchase Consultation,,,,/ chennai / India,director,LGEIL,less than 3 months,0,0,,,,,149,0 +1996,1.0,/ chennai / India,ID,,20356,,Enterprise,,,,,information technology,1,Quotation or Purchase Consultation,,,,/ chennai / India,director,LGEIL,less than 3 months,0,0,,,,,149,1 17205,1.0,/ Ho Chi Minh / Vietnam,AS,,34765,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Ho Chi Minh / Vietnam,entry level,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 -18458,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 -7099,1.0,/ Manila / Philippines,AS,,25940,,SMB,0.0,,,,consulting,19,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,120,1 +18458,0.0,/ / Peru,ID,0.0327868852459016,203,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +7099,1.0,/ Manila / Philippines,AS,,25940,,SMB,0.0,,,,consulting,19,Quotation or Purchase Consultation,vrf,,,/ Manila / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,120,0 12525,0.75,/ สมุทรปราการ / Thailand,AS,,30293,Specifier/ Influencer,Enterprise,115.0,,,,engineering,16,,single-split,,,/ สมุทรปราการ / Thailand,trainee,LGETH,less than 3 months,0,0,,,,,726,0 19102,0.0,/ / United States,ID,,19489,,Enterprise,,,,,support,3,,,,,/ / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Fitness,194,0 5144,0.5,/ / Brazil,AS,,17238,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -2508,13 +2508,13 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9396,1.0,/ Dammam / Saudi Arabia,ID,0.1136363636363636,2510,Channel Partner,SMB,,,,,sales,40,Others,led signage,,,/ Dammam / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,209,0 11589,0.5,/ Gurgaon / India,ID,,43320,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Gurgaon / India,ceo/founder,LGEIL,,0,0,,,,,174,0 19596,1.0,/ MARINGÁ / Brazil,ID,0.0732484076433121,26052,End Customer,Enterprise,4.0,,,,others,480,Quotation or Purchase Consultation,video wall signage,,,/ MARINGÁ / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,317,1 -8176,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,0 -10029,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +8176,0.75,/ KASGANJ / India,ID,0.0311958405545927,36454,End Customer,Enterprise,,,,,education,40,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ KASGANJ / India,none,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,276,1 +10029,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3664,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,2,,vrf,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 5026,0.25,/ FORTALEZA / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,,,,/ FORTALEZA / Brazil,none,LGESP,,0,0,,,,,97,0 17814,0.75,/ / Chile,ID,0.0327868852459016,10370,,SMB,,,,,others,3,Others,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,357,0 12565,0.75,/ الظاهره / Oman,AS,,47174,End Customer,Enterprise,,,,,administrative,12,,chiller,,,/ الظاهره / Oman,partner,LGEGF,less than 3 months,0,0,,,,,727,0 -20767,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,0 +20767,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,1 15204,0.5,/ Bogotá / Colombia,AS,,14345,Specifier/ Influencer,Enterprise,,,,,engineering,3,,multi-split,,,/ Bogotá / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 6865,0.25,7 Woodedge Lane / NY / United States,AS,,19804,,Enterprise,11.0,,,,,888,Product Information,,,,7 Woodedge Lane / NY / United States,none,LGEUS,,0,0,,,,,731,0 11332,1.0,/ / Mexico,ID,,31864,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,189,0 @@ -2522,7 +2522,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18903,1.0,//Mexico,ID,0.0327868852459016,21321,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,//Mexico,other,LGEMS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,189,0 9273,0.25,/ Jackson / United States,ID,,22734,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 8040,1.0,/BRENDALE/Australia,ID,0.1162790697674418,33406,Specifier/ Influencer,SMB,,,,,purchasing,274,Quotation or Purchase Consultation,hotel tv,,,/BRENDALE/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,553,1 -11978,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,1 +11978,0.25,SP / / Brazil,ID,,37032,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,SP / / Brazil,none,LGESP,,0,0,,,,,316,0 784,0.25,/ Ontario / United States,ID,0.0446428571428571,22837,,Enterprise,,1.0,,1.0,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Ontario / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 9211,0.75,/ / United Kingdom,ID,0.0169491525423728,38349,End Customer,SMB,,1.0,,1.0,information technology,357,Quotation or Purchase Consultation,hotel tv,,,/ / United Kingdom,none,LGEUK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,514,1 12848,0.5,/ YOGYAKARTA / Indonesia,AS,,11084,Channel Partner,Enterprise,0.0,,,,,25,,vrf,,,/ YOGYAKARTA / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 @@ -2530,45 +2530,45 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11771,0.0,/ / India,ID,,823,,Enterprise,,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 8101,1.0,/ / United Kingdom,ID,0.0135135135135135,25035,Channel Partner,SMB,,,,,arts and design,1051,Request for Partnership,oled signage,Transparent OLED Signage,55EF5F-L,/ / United Kingdom,manager,LGEUK,9 months ~ 1 year,0,0,0.0005432224318428,0.0640703517587939,special purpose,,185,1 378,0.25,Corporate / /,ID,0.0446428571428571,12049,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -16646,0.25,/ Nocera superiore / Italy,AS,,14122,Channel Partner,SMB,1.0,,,,business development,3,,vrf,,,/ Nocera superiore / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 +16646,0.25,/ Nocera superiore / Italy,AS,,14122,Channel Partner,SMB,1.0,,,,business development,3,,vrf,,,/ Nocera superiore / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 11500,0.75,/ / Peru,ID,,21655,,Enterprise,,,,,engineering,3,Technical Consultation,,,,/ / Peru,none,LGEPR,6 months ~ 9 months,0,0,,,,,258,0 -11010,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5630,End Customer,Enterprise,,1.0,,1.0,other,110,Quotation or Purchase Consultation,video wall signage,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,0 -261,1.0,/ / South Africa,ID,0.075,16117,End Customer,SMB,,1.0,,1.0,marketing,108,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,0 +11010,1.0,/São Paulo/Brazil,ID,0.0749486652977412,5630,End Customer,Enterprise,,1.0,,1.0,other,110,Quotation or Purchase Consultation,video wall signage,,,/São Paulo/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,167,1 +261,1.0,/ / South Africa,ID,0.075,16117,End Customer,SMB,,1.0,,1.0,marketing,108,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,1 16282,0.25,Via del Banco di Santo Spirito 3 / ROMA / Italy,AS,,3945,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via del Banco di Santo Spirito 3 / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 16057,0.0,3695 East Pomona Boulevard / Pomona / United States,AS,,31049,,SMB,,,,,business development,3,,ess,"Energy storage, Home automation, PV modules, Solar & water, Solar heating and cooling, hot water, po",,3695 East Pomona Boulevard / Pomona / United States,none,LGEUS,,0,0,,,,,731,0 -9942,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9942,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 520,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 471,0.25,Corporate / /,ID,0.0446428571428571,16040,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 20344,1.0,/ dolnyśląsk / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,others,102,Quotation or Purchase Consultation,hotel tv,,,/ dolnyśląsk / Poland,ceo/founder,LGEPL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169,1 9542,1.0,/ Saint Martin / St Maarten,ID,0.0476190476190476,39977,End Customer,SMB,,,,,administrative,176,Quotation or Purchase Consultation,video wall signage,,,/ Saint Martin / St Maarten,c-level executive,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,291,1 8723,0.25,/ Kolasib / India,AS,0.0677966101694915,446,End Customer,Enterprise,,,,,,36,Quotation or Purchase Consultation,vrf,,,/ Kolasib / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7,1 -2066,1.0,/ Jalandhar / India,ID,,39952,,Enterprise,4.0,,,,administrative,119,Quotation or Purchase Consultation,interactive signage,,,/ Jalandhar / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,165,0 -16839,0.75,/ / Philippines,AS,,26209,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +2066,1.0,/ Jalandhar / India,ID,,39952,,Enterprise,4.0,,,,administrative,119,Quotation or Purchase Consultation,interactive signage,,,/ Jalandhar / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,165,1 +16839,0.75,/ / Philippines,AS,,26209,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 4257,0.25,/ Hyderabad / India,AS,0.0677966101694915,34839,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,603,1 10060,0.25,1600 Sw Archer Road Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1600 Sw Archer Road Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 4315,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,vrf,,,/ Indore / India,none,LGEIL,,0,0,,,,,115,0 13908,0.25,/ Vila Velha / Brazil,AS,,1022,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Vila Velha / Brazil,entry level,LGESP,,0,0,,,,,97,0 -20982,0.0,/ / Spain,ID,0.025,14723,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20982,0.0,/ / Spain,ID,0.025,14723,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 20973,0.0,/ / Spain,ID,0.025,36246,End Customer,Enterprise,45.0,,,,engineering,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 -844,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +844,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 4991,0.5,/Itatiba/Brazil,AS,,7876,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97,0 21243,1.0,/ Jundiai / Brazil,ID,0.0422535211267605,20979,End Customer,Enterprise,,,,,others,109,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Jundiai / Brazil,others,LGESP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Religious Facility,480,1 -19826,0.0,/ / Brazil,ID,0.0732484076433121,23462,End Customer,SMB,24.0,,,,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19826,0.0,/ / Brazil,ID,0.0732484076433121,23462,End Customer,SMB,24.0,,,,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 15888,0.5,/ Guatemala / Guatemala,AS,,44673,Specifier/ Influencer,SMB,8.0,,,,engineering,3,,multi-split,,,/ Guatemala / Guatemala,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 -2634,1.0,/Avaré/Brazil,ID,,33115,End Customer,SMB,,,,,administrative,27,Quotation or Purchase Consultation,hotel tv,,,/Avaré/Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,572,0 +2634,1.0,/Avaré/Brazil,ID,,33115,End Customer,SMB,,,,,administrative,27,Quotation or Purchase Consultation,hotel tv,,,/Avaré/Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,572,1 9894,0.25,Cloud IT / Stamford / United States,IT,,12148,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Stamford / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -17626,0.0,/ / Brazil,ID,0.0806916426512968,45686,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +17626,0.0,/ / Brazil,ID,0.0806916426512968,45686,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,0 13755,0.25,/ Salvador/BA / Brazil,AS,,16168,Specifier/ Influencer,SMB,0.0,,,,product management,3,,,,,/ Salvador/BA / Brazil,manager,LGESP,,0,0,,,,,97,0 14297,0.25,/ SP/Bariri / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,11,Quotation or Purchase Consultation,multi-split,,,/ SP/Bariri / Brazil,none,LGESP,,0,0,,,,,97,0 17974,0.0,/ / India,ID,0.0311958405545927,23187,,Enterprise,4.0,,,,administrative,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 9727,0.25,3715 River Club Dr. Cloud IT / Cumming / United States,IT,,41043,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,3715 River Club Dr. Cloud IT / Cumming / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 6651,0.25,3805 HIGHWAY 79 S / TN / United States,AS,,11031,,SMB,,,,,,271,Services,,,,3805 HIGHWAY 79 S / TN / United States,none,LGEUS,,0,0,,,,,730,0 -10021,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -11077,1.0,irala 1950 /Buenos Aires/Argentina,ID,0.0749486652977412,12575,End Customer,SMB,122.0,1.0,,1.0,sales,18,Quotation or Purchase Consultation,other,,,irala 1950 /Buenos Aires/Argentina,other,LGEAR,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,345,0 -18705,0.0,/ / Peru,ID,0.0327868852459016,26034,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +10021,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +11077,1.0,irala 1950 /Buenos Aires/Argentina,ID,0.0749486652977412,12575,End Customer,SMB,122.0,1.0,,1.0,sales,18,Quotation or Purchase Consultation,other,,,irala 1950 /Buenos Aires/Argentina,other,LGEAR,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,345,1 +18705,0.0,/ / Peru,ID,0.0327868852459016,26034,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 4165,0.25,/ DAVAO / Philippines,AS,,36059,End Customer,Enterprise,25.0,,,,administrative,4,,vrf,,,/ DAVAO / Philippines,others,LGEPH,,0,0,,,,,599,1 10672,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,38856,End Customer,SMB,,1.0,,1.0,sales,271,Technical Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 -13307,0.25,/ Asansol / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,0 +13307,0.25,/ Asansol / India,AS,,47466,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,1 3973,1.0,/ Dubai / U.A.E,AS,,43165,End Customer,SMB,,,,,business development,101,Quotation or Purchase Consultation,vrf,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 397,0.25,Corporate / /,ID,0.0446428571428571,22288,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 688,0.25,Corporate / /,ID,0.0446428571428571,15606,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 @@ -2579,7 +2579,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15422,0.25,/ Bejaia / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Bejaia / Algeria,none,LGEAS,,0,0,,,,,757,0 17652,1.0,/ Mexico / Mexico,ID,0.0806916426512968,38691,Service Partner,Enterprise,,,,,sales,407,Quotation or Purchase Consultation,standard signage,UH7F Series,55UH7F-B,/ Mexico / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",263,0 13164,1.0,"/ Armenia, Quindío / Colombia",AS,,22354,End Customer,Enterprise,,,,,administrative,76,Quotation or Purchase Consultation,,,,"/ Armenia, Quindío / Colombia",intern,LGECB,less than 3 months,0,0,,,,,39,0 -3229,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18245,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,0 +3229,0.5,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",ID,,18245,Channel Partner,SMB,1.0,,,,,175,Quotation or Purchase Consultation,,,,"43 Boulden Boulevard New Castle, Delaware, 19720 / New Castle /",none,LGEUS,less than 3 months,0,0,,,,,586,1 8745,1.0,/ test34 / Burkina Faso,AS,0.0496894409937888,42076,Specifier/ Influencer,SMB,0.0,,,,arts and design,6,Services,multi-split,,,/ test34 / Burkina Faso,partner,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,114,0 12344,0.75,/ CITY OF SORSOGON (CAPITAL) / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,marketing,3,,,,,/ CITY OF SORSOGON (CAPITAL) / Philippines,partner,LGEPH,less than 3 months,0,0,,,,,616,1 20534,0.75,/ Singapore / Singapore,AS,,5950,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split,Single-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,,73,0 @@ -2591,35 +2591,35 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18379,0.0,/ / Peru,ID,0.0327868852459016,938,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 15999,0.0,/ / Canada,AS,,19873,,SMB,,,,,,3,,vrf,,,/ / Canada,none,LGECI,,0,0,,,,,142,0 229,1.0,/ Trivandrum / India,ID,0.0575342465753424,39206,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,44,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,,/ Trivandrum / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,224,1 -20696,1.0,/ Caba / Argentina,ID,0.0695652173913043,24714,End Customer,Enterprise,,,,,others,138,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Caba / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,0 +20696,1.0,/ Caba / Argentina,ID,0.0695652173913043,24714,End Customer,Enterprise,,,,,others,138,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Caba / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,1 20437,0.0,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",ID,,3007,End Customer,Enterprise,,1.0,,1.0,,3,,hotel tv,,,"2901 Wilcrest Dr, Suite 120 Hospitality / Houston / United States",none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 -79,1.0,/ Ernakulam / India,AS,0.0888888888888888,449,End Customer,SMB,,,,,purchasing,672,Quotation or Purchase Consultation,single-split,,,/ Ernakulam / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,34,0 +79,1.0,/ Ernakulam / India,AS,0.0888888888888888,449,End Customer,SMB,,,,,purchasing,672,Quotation or Purchase Consultation,single-split,,,/ Ernakulam / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,34,1 8246,0.25,/ / Australia,ID,0.2142857142857142,31535,End Customer,SMB,,,,,education,12,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 7214,1.0,/ MAKATI CITY / Philippines,AS,,555,Specifier/ Influencer,SMB,,,,,consulting,52,Quotation or Purchase Consultation,vrf,,,/ MAKATI CITY / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -20735,1.0,/ Buenos Aires / Argentina,ID,0.25,205,End Customer,SMB,,,,,media and communication,139,Quotation or Purchase Consultation,led signage,,,/ Buenos Aires / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325,0 +20735,1.0,/ Buenos Aires / Argentina,ID,0.25,205,End Customer,SMB,,,,,media and communication,139,Quotation or Purchase Consultation,led signage,,,/ Buenos Aires / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,325,1 137,1.0,/ Mehsana / India,ID,0.0575342465753424,27150,End Customer,SMB,,1.0,,1.0,information technology,30,Quotation or Purchase Consultation,standard signage,,,/ Mehsana / India,manager,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,166,1 2563,1.0,/ noida / India,ID,,40531,,Enterprise,,,,,education,53,Quotation or Purchase Consultation,,,,/ noida / India,director,LGEIL,less than 3 months,0,0,,,,,181,0 1059,0.25,Corporate / /,ID,0.0446428571428571,27948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 18770,0.0,/ / Peru,ID,0.0327868852459016,14928,,Enterprise,,,,,arts and design,16,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 -286,1.0,CA / city industry / United States,ID,0.0446428571428571,17597,End Customer,Enterprise,,1.0,,1.0,information technology,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,CA / city industry / United States,manager,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,351,0 +286,1.0,CA / city industry / United States,ID,0.0446428571428571,17597,End Customer,Enterprise,,1.0,,1.0,information technology,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,CA / city industry / United States,manager,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,351,1 15456,0.5,/ Hồ Chí Minh / Vietnam,AS,,11251,Specifier/ Influencer,Enterprise,,,,,media and communication,55,Quotation or Purchase Consultation,chiller,,,/ Hồ Chí Minh / Vietnam,intern,LGEVH,,0,0,,,,,745,0 -9923,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9923,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 11493,1.0,/mexico/Mexico,ID,,26946,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/mexico/Mexico,partner,LGEMS,less than 3 months,0,0,,,,,189,0 1980,1.0,/ Delhi / India,ID,,32240,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 2658,1.0,/ / U.A.E,ID,,6244,End Customer,SMB,,,,,information technology,35,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 20120,1.0,/ MARAU / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,77,Quotation or Purchase Consultation,single-split,,,/ MARAU / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 -12805,0.75,/ Jakarta / Indonesia,AS,,33973,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,1 +12805,0.75,/ Jakarta / Indonesia,AS,,33973,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ Jakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,0 159,1.0,/ GHAZIABAD / India,ID,0.0575342465753424,26211,End Customer,SMB,,1.0,,1.0,others,36,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,,/ GHAZIABAD / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,315,1 -990,0.25,Corporate / /,ID,0.0446428571428571,6485,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -12352,0.75,/ Yogyakarta / Indonesia,AS,,33798,Specifier/ Influencer,Enterprise,9.0,,,,sales,5,,multi-split,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,1 -11984,0.75,/ / Poland,ID,,10851,End Customer,SMB,,,,,purchasing,193,Quotation or Purchase Consultation,hotel tv,,,/ / Poland,manager,LGEPL,less than 3 months,0,0,,,,,169,0 +990,0.25,Corporate / /,ID,0.0446428571428571,6485,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +12352,0.75,/ Yogyakarta / Indonesia,AS,,33798,Specifier/ Influencer,Enterprise,9.0,,,,sales,5,,multi-split,,,/ Yogyakarta / Indonesia,manager,LGEIN,less than 3 months,0,0,,,,,122,0 +11984,0.75,/ / Poland,ID,,10851,End Customer,SMB,,,,,purchasing,193,Quotation or Purchase Consultation,hotel tv,,,/ / Poland,manager,LGEPL,less than 3 months,0,0,,,,,169,1 3041,1.0,/ Delhi / India,ID,,13101,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Delhi / India,partner,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -10783,1.0,/Sinop/Brazil,ID,0.0749486652977412,15907,End Customer,Enterprise,,1.0,,1.0,purchasing,179,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/Sinop/Brazil,director,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 +10783,1.0,/Sinop/Brazil,ID,0.0749486652977412,15907,End Customer,Enterprise,,1.0,,1.0,purchasing,179,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/Sinop/Brazil,director,LGESP,6 months ~ 9 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 4748,0.25,/Mumbai/India,AS,,35329,End Customer,Enterprise,31.0,,,,engineering,17,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 12073,0.0,/ / United States,ID,,47463,,Enterprise,,,,,engineering,3,,,,,/ / United States,none,LGEUS,,0,0,,,,,194,0 2509,1.0,/ Mumbai / India,ID,,36102,,Enterprise,,,,,education,57,Quotation or Purchase Consultation,,,,/ Mumbai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 12139,1.0,/us/India,ID,,14632,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/us/India,vice president,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -10648,1.0,//Argentina,ID,0.0749486652977412,44936,,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,other,,,//Argentina,other,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 +10648,1.0,//Argentina,ID,0.0749486652977412,44936,,SMB,,1.0,,1.0,administrative,43,Quotation or Purchase Consultation,other,,,//Argentina,other,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,1 5063,0.5,/São paulo/Brazil,AS,,44717,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São paulo/Brazil,c-level executive,LGESP,,0,0,,,,,97,0 7681,0.75,/ Muscat / Oman,IT,,11757,Channel Partner,SMB,,,,,,1143,Quotation or Purchase Consultation,monitor,,,/ Muscat / Oman,none,LGEGF,3 months ~ 6 months,0,0,,,,,425,0 9803,0.25,Cloud IT / Washington Township / United States,IT,,22359,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Washington Township / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 @@ -2627,9 +2627,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5624,0.5,/ Osasco / Brazil,AS,,32814,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Osasco / Brazil,others,LGESP,,0,0,,,,,97,0 14857,0.25,/ Salvador / Brazil,AS,,18152,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Salvador / Brazil,others,LGESP,,0,0,,,,,97,0 6481,0.25,/ Giza / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,62,Quotation or Purchase Consultation,multi-split,,,/ Giza / Egypt,none,LGEEG,,0,0,,,,,56,0 -1788,1.0,/ / India,ID,,28421,End Customer,Enterprise,,,,,education,19,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,1 +1788,1.0,/ / India,ID,,28421,End Customer,Enterprise,,,,,education,19,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 16199,0.25,/ Singapore / Singapore,AS,,10689,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,others,LGESL,,0,0,,,,,73,0 -19840,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19840,0.0,/ / Brazil,ID,0.0732484076433121,39502,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 17292,1.0,/Cairo/Egypt,AS,,29452,,SMB,,,,,purchasing,15,Others,etc.,,,/Cairo/Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 3176,0.25,/ / United States,ID,,27470,,SMB,,,,,,105,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,1 1710,1.0,/ Chennai / India,ID,,18754,,Enterprise,,,,,,17,Quotation or Purchase Consultation,interactive signage,,,/ Chennai / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 @@ -2648,9 +2648,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10085,1.0,/Penang/Malaysia,IT,,32125,End Customer,SMB,,,,,information technology,252,Quotation or Purchase Consultation,projector,,,/Penang/Malaysia,manager,LGEML,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,828,0 10545,1.0,/ śląskie / Poland,ID,0.0199004975124378,32075,End Customer,SMB,,1.0,,1.0,information technology,156,Quotation or Purchase Consultation,standard signage,Full HD Standard Signage,32SM5J-B,/ śląskie / Poland,others,LGEPL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,343,1 12491,0.75,/ Bangkok / Thailand,AS,,39361,End Customer,SMB,,,,,real estate,16,,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 -4807,0.25,/New Delhi/India,AS,,13389,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 -9989,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -15769,0.0,/ Tornesch / Germany,AS,,33333,,Enterprise,,,,,engineering,3,,,,,/ Tornesch / Germany,none,LGEDG,,0,0,,,,,126,1 +4807,0.25,/New Delhi/India,AS,,13389,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,1 +9989,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +15769,0.0,/ Tornesch / Germany,AS,,33333,,Enterprise,,,,,engineering,3,,,,,/ Tornesch / Germany,none,LGEDG,,0,0,,,,,126,0 16046,0.5,/ Houston / United States,AS,,20439,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Houston / United States,director,LGEUS,less than 3 months,0,0,,,,,731,0 7507,1.0,/6th October Second/Egypt,AS,,23763,End Customer,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,etc.,,,/6th October Second/Egypt,associate/analyst,LGEEG,less than 3 months,0,0,,,,,51,0 2258,1.0,/ / U.A.E,ID,,19012,End Customer,SMB,,,,,human resources,65,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 @@ -2672,12 +2672,12 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1330,0.25,Cloud IT / New York / United States,IT,0.0434782608695652,43196,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 11292,0.75,/ / Brazil,ID,,31371,,SMB,,,,,others,3,Request for Partnership,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,317,0 3299,0.25,//United States,ID,,25974,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,310,1 -18075,0.25,/ / Chile,ID,0.0327868852459016,32706,Service Partner,Enterprise,,,,,,3,,interactive signage,,,/ / Chile,manager,LGECL,,0,0,0.0005719551277132,0.048629531388152,education,,580,1 +18075,0.25,/ / Chile,ID,0.0327868852459016,32706,Service Partner,Enterprise,,,,,,3,,interactive signage,,,/ / Chile,manager,LGECL,,0,0,0.0005719551277132,0.048629531388152,education,,580,0 8068,1.0,/ / Saudi Arabia,ID,0.043103448275862,36543,End Customer,SMB,,,,,information technology,112,Quotation or Purchase Consultation,led signage,Curved Series,LAC025DD3,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,295,1 15184,0.25,/ Warszawa / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,668,Quotation or Purchase Consultation,heating,,,/ Warszawa / Poland,none,LGEPL,,0,0,,,,,694,0 337,0.75,//U.A.E,ID,0.075,29384,End Customer,SMB,,1.0,,1.0,information technology,103,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",,//U.A.E,manager,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,308,1 4875,0.25,/ Brasília / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ Brasília / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -11427,1.0,/Navi mumbai/India,ID,,1607,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Navi mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +11427,1.0,/Navi mumbai/India,ID,,1607,,Enterprise,,,,,business development,11,Quotation or Purchase Consultation,interactive digital board,,,/Navi mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 13810,0.5,/ juruti para / Brazil,AS,,1950,Specifier/ Influencer,Enterprise,,,,,operations,3,,etc.,,,/ juruti para / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 8099,1.0,/ / South Africa,ID,0.043103448275862,15357,End Customer,SMB,,,,,quality assurance,223,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,151,0 11171,1.0,/ Delhi / India,ID,,43059,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -2688,49 +2688,49 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 20096,1.0,/ Opolskie / Poland,AS,,32270,Channel Partner,Enterprise,,,,,entrepreneurship,103,Quotation or Purchase Consultation,monitor,,,/ Opolskie / Poland,manager,LGEPL,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Electronics & Telco,694,0 4354,0.25,/ Delhi / India,AS,,40851,End Customer,SMB,,,,,,90,Quotation or Purchase Consultation,,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,1 11507,0.75,Oman Muscat / Almodhaibi /,ID,,12432,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,Oman Muscat / Almodhaibi /,none,LGEUS,less than 3 months,0,0,,,,,194,0 -1844,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,0 +1844,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,1 4573,0.25,/ Bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Bangalore / India,none,LGEIL,,0,0,,,,,115,0 6192,0.25,/ Goiânia / Brazil,AS,,31864,,Enterprise,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 -17157,1.0,/ Mazowieckie/Warszawa / Poland,AS,,13205,Specifier/ Influencer,SMB,,,,,real estate,397,Usage or Technical Consultation,control,,,/ Mazowieckie/Warszawa / Poland,manager,LGEPL,more than a year,0,0,,,,,1056,0 +17157,1.0,/ Mazowieckie/Warszawa / Poland,AS,,13205,Specifier/ Influencer,SMB,,,,,real estate,397,Usage or Technical Consultation,control,,,/ Mazowieckie/Warszawa / Poland,manager,LGEPL,more than a year,0,0,,,,,1056,1 7525,0.75,/Cairo /Egypt,AS,,7204,End Customer,Enterprise,,,,,administrative,35,Others,heating,,,/Cairo /Egypt,none,LGEEG,less than 3 months,0,0,,,,,51,0 -3579,1.0,/ / Hong Kong,ID,,34073,Solution Eco-Partner,SMB,,,,,product management,80,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-A,/ / Hong Kong,director,LGEHK,3 months ~ 6 months,0,0,,,,,337,0 +3579,1.0,/ / Hong Kong,ID,,34073,Solution Eco-Partner,SMB,,,,,product management,80,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-A,/ / Hong Kong,director,LGEHK,3 months ~ 6 months,0,0,,,,,337,1 14150,0.5,/ / Brazil,AS,,26817,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 11545,0.5,/ Siliguri / India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Siliguri / India,ceo/founder,LGEIL,,0,0,,,,,174,0 8568,1.0,/ VIJAYAWADA / India,IT,,33105,End Customer,Enterprise,0.0,,,,surgery professional,62,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ VIJAYAWADA / India,director,LGEIL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,404,0 7753,0.5,/ San Juan /,IT,,37657,End Customer,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ San Juan /,none,LGEUS,less than 3 months,0,0,,,,,832,1 -3668,0.75,/ Sidoarjo / Indonesia,AS,,34057,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Sidoarjo / Indonesia,ceo/founder,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +3668,0.75,/ Sidoarjo / Indonesia,AS,,34057,Channel Partner,Enterprise,,,,,engineering,2,,vrf,,,/ Sidoarjo / Indonesia,ceo/founder,LGEIN,3 months ~ 6 months,0,0,,,,,122,0 9606,1.0,/ Mumbai / India,ID,,47466,End Customer,Enterprise,4.0,,,,education,22,Quotation or Purchase Consultation,interactive signage,Built-in Touch Signage,55TC3CG-H,/ Mumbai / India,others,LGEIL,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,145,0 10055,0.25,P.O. Box 100002 Cloud IT / Gainesville / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,P.O. Box 100002 Cloud IT / Gainesville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -13207,0.25,/Santolan Pasig/Philippines,AS,,14618,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/Santolan Pasig/Philippines,none,LGEPH,,0,0,,,,,135,0 +13207,0.25,/Santolan Pasig/Philippines,AS,,14618,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/Santolan Pasig/Philippines,none,LGEPH,,0,0,,,,,135,1 7735,0.0,/ / Germany,IT,,5113,End Customer,Enterprise,,,,,,66,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 7768,0.5,/ /,IT,,34311,End Customer,SMB,,,,,,206,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,333,1 -17758,1.0,/Rio De Janeiro/Brazil,ID,0.0327868852459016,21850,End Customer,SMB,,,,,education,250,Quotation or Purchase Consultation,interactive signage,TR3BF Series,75TR3BF-B,/Rio De Janeiro/Brazil,associate/analyst,LGESP,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342,0 +17758,1.0,/Rio De Janeiro/Brazil,ID,0.0327868852459016,21850,End Customer,SMB,,,,,education,250,Quotation or Purchase Consultation,interactive signage,TR3BF Series,75TR3BF-B,/Rio De Janeiro/Brazil,associate/analyst,LGESP,6 months ~ 9 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,342,1 9816,0.25,Cloud IT / Yonkers / United States,IT,,28713,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Yonkers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 8235,0.0,/ kathua / India,ID,0.0311958405545927,44978,,Enterprise,,,,,education,3,,,,,/ kathua / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,165,1 -20329,1.0,/ Formiga / Brazil,ID,0.1241217798594847,6149,End Customer,Enterprise,,1.0,,1.0,administrative,142,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Formiga / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 -15758,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 -1117,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +20329,1.0,/ Formiga / Brazil,ID,0.1241217798594847,6149,End Customer,Enterprise,,1.0,,1.0,administrative,142,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Formiga / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 +15758,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 +1117,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9531,1.0,/ / France,ID,0.025,46816,End Customer,SMB,,,,,curation,506,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / France,manager,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,261,1 -12340,1.0,/ manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ manila / Philippines,entry level,LGEPH,less than 3 months,0,0,,,,,616,0 +12340,1.0,/ manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ manila / Philippines,entry level,LGEPH,less than 3 months,0,0,,,,,616,1 17506,0.25,/ / Poland,IT,,25323,Channel Partner,Enterprise,,,,,education,3,,,,,/ / Poland,manager,LGEPL,,0,0,,,,,800,0 15213,0.5,/ Novia / Colombia,AS,,32166,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Novia / Colombia,director,LGECB,less than 3 months,0,0,,,,,39,0 14683,0.25,/ Recife / Brazil,AS,,3628,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,,,,/ Recife / Brazil,intern,LGESP,,0,0,,,,,97,0 -19161,1.0,/Sinop-mt/Brazil,ID,0.0538922155688622,19753,Channel Partner,Enterprise,,,,,sales,64,Request for Partnership,led signage,,,/Sinop-mt/Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487,0 -3648,0.5,/ / Philippines,AS,,42535,Specifier/ Influencer,SMB,0.0,,,,,15,,vrf,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,1 +19161,1.0,/Sinop-mt/Brazil,ID,0.0538922155688622,19753,Channel Partner,Enterprise,,,,,sales,64,Request for Partnership,led signage,,,/Sinop-mt/Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,487,1 +3648,0.5,/ / Philippines,AS,,42535,Specifier/ Influencer,SMB,0.0,,,,,15,,vrf,,,/ / Philippines,none,LGEPH,less than 3 months,0,0,,,,,15,0 2291,1.0,/ / South Africa,ID,,5811,End Customer,SMB,,,,,finance,37,Quotation or Purchase Consultation,standard signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 2398,0.75,Al qusais Industrial Area 5 / Dubai /,ID,,33262,End Customer,SMB,,,,,,101,Quotation or Purchase Consultation,,,,Al qusais Industrial Area 5 / Dubai /,none,LGEUS,less than 3 months,0,0,,,,,194,0 -19774,1.0,"P.zza Buffoni, 5 / Gallarate / Italy",ID,,43792,End Customer,SMB,,,,,entrepreneurship,220,Quotation or Purchase Consultation,video wall signage,,,"P.zza Buffoni, 5 / Gallarate / Italy",ceo/founder,LGEIS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,302,0 +19774,1.0,"P.zza Buffoni, 5 / Gallarate / Italy",ID,,43792,End Customer,SMB,,,,,entrepreneurship,220,Quotation or Purchase Consultation,video wall signage,,,"P.zza Buffoni, 5 / Gallarate / Italy",ceo/founder,LGEIS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,302,1 9571,0.25,Education / / United States,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 15176,0.25,/ Gdańsk / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,55,Quotation or Purchase Consultation,heating,,,/ Gdańsk / Poland,none,LGEPL,,0,0,,,,,642,0 -21242,1.0,/ Budapest / Hungary,IT,,14764,End Customer,SMB,,,,,purchasing,206,Quotation or Purchase Consultation,monitor,,,/ Budapest / Hungary,director,LGEMK,3 months ~ 6 months,0,0,2.5889552307882245e-05,,public facility,Others,158,0 +21242,1.0,/ Budapest / Hungary,IT,,14764,End Customer,SMB,,,,,purchasing,206,Quotation or Purchase Consultation,monitor,,,/ Budapest / Hungary,director,LGEMK,3 months ~ 6 months,0,0,2.5889552307882245e-05,,public facility,Others,158,1 11736,0.0,/ / India,ID,,37175,,Enterprise,2.0,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -19792,1.0,/ Rosario - Santa Fe / Argentina,ID,0.0732484076433121,13456,End Customer,SMB,,,,,administrative,466,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ Rosario - Santa Fe / Argentina,others,LGEAR,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,325,0 +19792,1.0,/ Rosario - Santa Fe / Argentina,ID,0.0732484076433121,13456,End Customer,SMB,,,,,administrative,466,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,/ Rosario - Santa Fe / Argentina,others,LGEAR,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,325,1 2,1.0,/ Bengalore / India,AS,0.0888888888888888,2702,End Customer,SMB,,,,,others,202,Quotation or Purchase Consultation,etc.,,,/ Bengalore / India,others,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,30,0 1384,1.0,/ Nanded / India,ID,,29470,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nanded / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 2242,1.0,/ / U.A.E,ID,,5825,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,video wall signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 5080,0.5,/ São Paulo / Brazil,AS,,4077,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -17424,1.0,Ayias Zonis 60 C Limassol //Greece,AS,,25472,Channel Partner,SMB,,,,,administrative,3,Quotation or Purchase Consultation,vrf,,,Ayias Zonis 60 C Limassol //Greece,ceo/founder,LGEHS,more than a year,0,0,,,,,1040,1 -8681,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,1 +17424,1.0,Ayias Zonis 60 C Limassol //Greece,AS,,25472,Channel Partner,SMB,,,,,administrative,3,Quotation or Purchase Consultation,vrf,,,Ayias Zonis 60 C Limassol //Greece,ceo/founder,LGEHS,more than a year,0,0,,,,,1040,0 +8681,1.0,/ Hyderabad / India,AS,0.0677966101694915,46483,Specifier/ Influencer,SMB,,,,,others,82,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,4,0 5055,0.5,/ São Paulo / Brazil,AS,,16203,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 3634,0.75,/ Qc / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,operations,3,,single-split,,,/ Qc / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 11248,1.0,/ Jaipur / India,ID,,4781,,SMB,1.0,,,,operations,9,Others,interactive signage,,,/ Jaipur / India,vice president,LGEIL,more than a year,0,0,,,,,174,0 @@ -2738,27 +2738,27 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18612,0.0,/ / Peru,ID,0.0327868852459016,21901,,Enterprise,,,,,education,67,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 2143,1.0,/ Kolkata / India,ID,,37285,,Enterprise,,,,,education,14,Technical Consultation,interactive signage,,,/ Kolkata / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 6575,0.25,/ Seattle / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,605,Quotation or Purchase Consultation,etc.,,,/ Seattle / United States,none,LGEUS,,0,0,,,,,731,0 -19090,0.0,/ / Peru,ID,0.2692307692307692,32257,,Enterprise,,,,,operations,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,1 +19090,0.0,/ / Peru,ID,0.2692307692307692,32257,,Enterprise,,,,,operations,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,0 19690,0.75,/ /,ID,0.0732484076433121,31722,,SMB,,,,,marketing,3,Others,,,,/ /,none,LGEPS,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),238,0 8695,1.0,/ Hyderabad / India,AS,0.0677966101694915,29087,End Customer,Enterprise,,,,,sales,108,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,603,1 2758,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 -3633,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +3633,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 18966,1.0,/ MG/Montes Claros / Brazil,AS,0.0681818181818181,36,End Customer,Enterprise,16.0,,,,finance,123,Quotation or Purchase Consultation,single-split,,,/ MG/Montes Claros / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,97,0 -10082,0.5,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,IT,,30070,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,,,,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 -8988,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,1 -9201,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,0 +10082,0.5,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,IT,,30070,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,,,,4774 Cadiz Circle Cloud IT / Palm Beach Gardens / United States,others,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +8988,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,0 +9201,1.0,/ Bengaluru / India,ID,,14792,Solution Eco-Partner,SMB,,1.0,,1.0,entrepreneurship,126,Request for Partnership,hotel tv,US761H Series,55US761H (ASIA),/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,146,1 17296,1.0,/ México / Mexico,AS,,27067,End Customer,SMB,,,,,military and protective services,3,Usage or Technical Consultation,multi-split,,,/ México / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 18463,0.0,/ / Peru,ID,0.0327868852459016,15183,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 10713,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278,1 -20691,1.0,/ São Luís / Brazil,ID,0.0695652173913043,2325,End Customer,Enterprise,2.0,,,,operations,166,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ São Luís / Brazil,intern,LGESP,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,0 -9636,1.0,/ Mandaluyong City / Philippines,AS,,23039,End Customer,SMB,,,,,operations,60,Usage or Technical Consultation,ventilation,,,/ Mandaluyong City / Philippines,director,LGEPH,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,121,0 +20691,1.0,/ São Luís / Brazil,ID,0.0695652173913043,2325,End Customer,Enterprise,2.0,,,,operations,166,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ São Luís / Brazil,intern,LGESP,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 +9636,1.0,/ Mandaluyong City / Philippines,AS,,23039,End Customer,SMB,,,,,operations,60,Usage or Technical Consultation,ventilation,,,/ Mandaluyong City / Philippines,director,LGEPH,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,121,1 4622,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,19,Quotation or Purchase Consultation,single-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,9,0 18258,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 15257,0.5,/ Barranquilla / Colombia,AS,,28166,End Customer,Enterprise,,,,,,143,Quotation or Purchase Consultation,multi-split,,,/ Barranquilla / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 17257,1.0,/ Madinaty / Egypt,AS,,35072,Specifier/ Influencer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,,,,/ Madinaty / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 8753,1.0,/ / Australia,ID,,4425,End Customer,SMB,,,,,operations,146,Quotation or Purchase Consultation,hotel tv,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,553,0 19499,0.0,/ / Peru,ID,0.0544217687074829,9515,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 -7148,0.75,/ Davao / Philippines,AS,,42531,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Davao / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7148,0.75,/ Davao / Philippines,AS,,42531,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Davao / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 6399,0.25,/ Merseyside / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,42,Quotation or Purchase Consultation,etc.,,,/ Merseyside / United Kingdom,none,LGEUK,,0,0,,,,,755,0 14650,0.25,/ Mandaguari-Pr / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,58,Quotation or Purchase Consultation,ventilation,,,/ Mandaguari-Pr / Brazil,none,LGESP,,0,0,,,,,97,0 3440,1.0,/ Patiala / India,ID,,40531,,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,interactive signage,,,/ Patiala / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174,0 @@ -2766,35 +2766,35 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3199,0.25,/ / United States,ID,,29991,,Enterprise,3.0,,,,,111,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,360,0 6378,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,653,Quotation or Purchase Consultation,single-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 17607,1.0,/ Copiapo / Chile,ID,0.0806916426512968,18182,End Customer,Enterprise,,,,,operations,75,Quotation or Purchase Consultation,video wall signage,High Brightness Video Wall,55VX1D,/ Copiapo / Chile,manager,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 -4346,0.25,/ Ekangersarai / India,AS,,36369,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Ekangersarai / India,none,LGEIL,,0,0,,,,,600,0 -19193,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,0 +4346,0.25,/ Ekangersarai / India,AS,,36369,End Customer,Enterprise,,,,,,45,Quotation or Purchase Consultation,multi-split,,,/ Ekangersarai / India,none,LGEIL,,0,0,,,,,600,1 +19193,1.0,/ Blumenau / Brazil,ID,0.0538922155688622,9558,End Customer,Enterprise,,,,,media and communication,490,Quotation or Purchase Consultation,video wall signage,,,/ Blumenau / Brazil,ceo/founder,LGESP,9 months ~ 1 year,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,480,1 17074,1.0,/ NSW / Australia,AS,,11300,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138,0 361,0.5,/ Pittsburgh / United States,ID,0.0446428571428571,12123,End Customer,SMB,,1.0,,1.0,others,196,Others,led signage,Transparent LED Film,LAT140,/ Pittsburgh / United States,none,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,368,1 6594,0.25,/ Davison / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,13,Quotation or Purchase Consultation,etc.,,,/ Davison / United States,none,LGEUS,,0,0,,,,,730,0 14657,0.25,/ Serra Negra SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,33,Quotation or Purchase Consultation,chiller,,,/ Serra Negra SP / Brazil,none,LGESP,,0,0,,,,,97,0 2192,1.0,/ Pune / India,ID,,15865,,Enterprise,,,,,media and communication,32,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 -10536,1.0,/ Espírito Santo do Pinhal / Brazil,ID,0.0749486652977412,10215,End Customer,Enterprise,,1.0,,1.0,arts and design,139,Quotation or Purchase Consultation,interactive signage,,,/ Espírito Santo do Pinhal / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +10536,1.0,/ Espírito Santo do Pinhal / Brazil,ID,0.0749486652977412,10215,End Customer,Enterprise,,1.0,,1.0,arts and design,139,Quotation or Purchase Consultation,interactive signage,,,/ Espírito Santo do Pinhal / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 4087,0.25,/ barangay alupay rosario batangas / Philippines,AS,,42604,End Customer,Enterprise,,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ barangay alupay rosario batangas / Philippines,none,LGEPH,,0,0,,,,,750,0 6521,0.5,/ AL-Ayat - Giza / Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,74,Quotation or Purchase Consultation,heating,,,/ AL-Ayat - Giza / Egypt,trainee,LGEEG,,0,0,,,,,51,0 -17555,0.5,/ /,IT,,41360,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,360,1 +17555,0.5,/ /,IT,,41360,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,360,0 53,1.0,/ bangalore / India,AS,0.0888888888888888,11056,End Customer,SMB,,,,,program and project management,71,Quotation or Purchase Consultation,vrf,,,/ bangalore / India,others,LGEIL,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,30,0 14899,0.5,/ / Brazil,AS,,23165,Specifier/ Influencer,SMB,,,,,others,3,,etc.,,,/ / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 7195,0.75,/ Iloilo City / Philippines,AS,,27715,End Customer,Enterprise,,,,,engineering,4,,vrf,,,/ Iloilo City / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 -9235,0.75,/ Bhopal / India,ID,,1194,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ Bhopal / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 -3374,1.0,/Coimbatore/India,ID,,19374,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,149,0 -1760,1.0,/Jabalpur/India,ID,,13151,,Enterprise,,,,,healthcare services,17,Technical Consultation,interactive digital board,,,/Jabalpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,0 +9235,0.75,/ Bhopal / India,ID,,1194,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ Bhopal / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,1 +3374,1.0,/Coimbatore/India,ID,,19374,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Coimbatore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,149,1 +1760,1.0,/Jabalpur/India,ID,,13151,,Enterprise,,,,,healthcare services,17,Technical Consultation,interactive digital board,,,/Jabalpur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,222,1 12537,1.0,/สมุทรปราการ/Thailand,AS,,47301,,Enterprise,,,,,others,11,Others,,,,/สมุทรปราการ/Thailand,others,LGETH,less than 3 months,0,0,,,,,737,0 3118,0.25,/ / India,ID,,45579,Service Partner,SMB,,,,,purchasing,166,Quotation or Purchase Consultation,standard signage,UHD TV Signage,55UR640S (ASIA),/ / India,none,LGEIL,,0,0,,,,,174,0 -2786,1.0,/ / Türkiye,ID,,46480,End Customer,SMB,,,,,media and communication,124,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,0 -19210,1.0,/Balneário Camboriu/Brazil,ID,0.0538922155688622,28452,Channel Partner,SMB,,,,,entrepreneurship,143,Request for Partnership,led signage,LG LED All-in-One Smart Series,LAEC015,/Balneário Camboriu/Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,487,0 +2786,1.0,/ / Türkiye,ID,,46480,End Customer,SMB,,,,,media and communication,124,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,1 +19210,1.0,/Balneário Camboriu/Brazil,ID,0.0538922155688622,28452,Channel Partner,SMB,,,,,entrepreneurship,143,Request for Partnership,led signage,LG LED All-in-One Smart Series,LAEC015,/Balneário Camboriu/Brazil,partner,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,487,1 1338,0.25,Cloud IT / / United States,IT,0.0434782608695652,39270,,SMB,,,1.0,1.0,,255,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 11524,1.0,/Sangrur/India,ID,,6365,,Enterprise,,,,,business development,18,Technical Consultation,interactive digital board,,,/Sangrur/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -4402,0.25,/ Chandausi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Chandausi / India,none,LGEIL,,0,0,,,,,17,1 -7098,1.0,/ Las Piñas City / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,14,Quotation or Purchase Consultation,vrf,,,/ Las Piñas City / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,0 +4402,0.25,/ Chandausi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,77,Quotation or Purchase Consultation,multi-split,,,/ Chandausi / India,none,LGEIL,,0,0,,,,,17,0 +7098,1.0,/ Las Piñas City / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,14,Quotation or Purchase Consultation,vrf,,,/ Las Piñas City / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,1 9806,0.25,Cloud IT / New York / United States,IT,,22263,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 20269,0.75,"/ La Paz, Bolivia / Mexico",IT,,43852,End Customer,Enterprise,,,,,entrepreneurship,95,Quotation or Purchase Consultation,projector,,,"/ La Paz, Bolivia / Mexico",none,LGEMS,less than 3 months,1,0,0.0011827288932506,,retail,Other Stores,878,0 3332,0.25,/Michigan /United States,ID,,5617,,Enterprise,,,,,,10,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Michigan /United States,none,LGEUS,,0,0,,,,,205,0 -1717,1.0,/Kochi/India,ID,,11555,,SMB,,,,,entrepreneurship,33,Quotation or Purchase Consultation,interactive digital board,,,/Kochi/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,224,0 +1717,1.0,/Kochi/India,ID,,11555,,SMB,,,,,entrepreneurship,33,Quotation or Purchase Consultation,interactive digital board,,,/Kochi/India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,224,1 8633,1.0,//India,ID,0.0172413793103448,45031,End Customer,Enterprise,,,,,arts and design,195,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,//India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,174,0 1456,1.0,/ / South Africa,ID,,14816,End Customer,SMB,0.0,,,,information technology,36,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 8927,0.5,/ College Station / United States,ID,0.1186440677966101,26412,End Customer,Enterprise,,,,,others,89,Quotation or Purchase Consultation,standard signage,LT340C Series,43LT340C (NA),/ College Station / United States,none,LGEUS,,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,206,0 @@ -2808,10 +2808,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16478,0.25,/ / Italy,AS,,14062,Channel Partner,Enterprise,,,,,purchasing,3,,vrf,,,/ / Italy,entry level,LGEIS,,0,0,,,,,341,0 5013,0.25,/ São Paulo / Brazil,AS,,5101,,Enterprise,,,,,,3,,multi-split,,,/ São Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 13132,0.75,/ Rancagua / Chile,AS,,9069,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Rancagua / Chile,ceo/founder,LGECL,9 months ~ 1 year,0,0,,,,,728,0 -3035,0.75,/Navi Mumbai/India,ID,,6656,End Customer,SMB,,,,,other,139,Quotation or Purchase Consultation,interactive signage,,,/Navi Mumbai/India,none,LGEIL,less than 3 months,0,0,,,,,145,0 -10850,0.0,Rua Nossa Senhora de Lourdes / / Brazil,ID,0.0749486652977412,45907,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,Rua Nossa Senhora de Lourdes / / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,1 +3035,0.75,/Navi Mumbai/India,ID,,6656,End Customer,SMB,,,,,other,139,Quotation or Purchase Consultation,interactive signage,,,/Navi Mumbai/India,none,LGEIL,less than 3 months,0,0,,,,,145,1 +10850,0.0,Rua Nossa Senhora de Lourdes / / Brazil,ID,0.0749486652977412,45907,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,Rua Nossa Senhora de Lourdes / / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,0 7337,0.75,/ Jakarta Utara / Indonesia,AS,,33962,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Jakarta Utara / Indonesia,trainee,LGEIN,more than a year,0,0,,,,,723,0 -1679,1.0,/ Mumbai / India,ID,,44157,,Enterprise,,,,,engineering,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,0 +1679,1.0,/ Mumbai / India,ID,,44157,,Enterprise,,,,,engineering,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,1 16510,0.25,"via Carlo Buttarelli, 6 / Roma / Italy",AS,,14127,Channel Partner,SMB,25.0,,,,product management,3,,vrf,,,"via Carlo Buttarelli, 6 / Roma / Italy",director,LGEIS,,0,0,,,,,341,0 7558,0.75,/ Alex / Egypt,AS,,16969,End Customer,Enterprise,3.0,,,,others,1,,,,,/ Alex / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 17564,1.0,/ Miltenberg / Germany,IT,,16334,End Customer,SMB,,,,,,314,Usage or Technical Consultation,,,,/ Miltenberg / Germany,director,LGEDG,less than 3 months,0,0,,,,,919,0 @@ -2830,32 +2830,32 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16798,1.0,/ Mandaluyong City / Philippines,AS,,32691,Specifier/ Influencer,Enterprise,0.0,,,,real estate,23,Quotation or Purchase Consultation,single-split,,,/ Mandaluyong City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 14292,0.25,/ Rio de Janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,158,Quotation or Purchase Consultation,vrf,,,/ Rio de Janeiro / Brazil,none,LGESP,,0,0,,,,,97,0 2546,1.0,/ Kanpur / India,ID,,32191,,Enterprise,,,,,education,37,Others,interactive signage,,,/ Kanpur / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -19758,1.0,/Ciudad de Mëxico/Mexico,ID,0.0732484076433121,15879,End Customer,SMB,,,,,engineering,279,Others,standard signage,UH7F Series,65UH7F-B,/Ciudad de Mëxico/Mexico,director,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,0 +19758,1.0,/Ciudad de Mëxico/Mexico,ID,0.0732484076433121,15879,End Customer,SMB,,,,,engineering,279,Others,standard signage,UH7F Series,65UH7F-B,/Ciudad de Mëxico/Mexico,director,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,1 6019,0.5,/ Bauru / Brazil,AS,,26907,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Bauru / Brazil,others,LGESP,,0,0,,,,,97,0 9916,0.25,Cloud IT / Arlington / United States,IT,,6465,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Arlington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 4206,0.25,/ Delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ Delhi / India,none,LGEIL,,0,0,,,,,608,1 4065,0.5,/Batangas/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/Batangas/Philippines,entry level,LGEPH,,0,0,,,,,29,0 19937,1.0,/ / Mexico,ID,0.0732484076433121,45741,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,189,0 -9394,1.0,/Orlando/United States,ID,,28425,End Customer,Enterprise,,,,,engineering,78,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Orlando/United States,associate/analyst,LGEUS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,360,0 -9961,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9394,1.0,/Orlando/United States,ID,,28425,End Customer,Enterprise,,,,,engineering,78,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Orlando/United States,associate/analyst,LGEUS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,360,1 +9961,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 1978,1.0,/ Jamia nagar / India,ID,,25189,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Jamia nagar / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 20034,1.0,/ Calarca / Colombia,AS,0.004,13044,End Customer,Enterprise,,,,,operations,98,Quotation or Purchase Consultation,ventilation,,,/ Calarca / Colombia,others,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Pharmacy,39,0 17531,0.0,/ / Germany,IT,,45214,End Customer,Enterprise,,,,,product management,42,,cloud device,,,/ / Germany,none,LGEDG,,0,0,,,,,429,0 19399,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,43978,,Enterprise,0.0,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 2929,1.0,/ / Saudi Arabia,ID,,2174,End Customer,SMB,,,,,operations,80,Quotation or Purchase Consultation,one:quick series,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 -20761,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21213,End Customer,Enterprise,57.0,,,,sales,87,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212,1 -7754,0.5,"1501 Industrial Rd /San Carlos,/United States",IT,,30321,End Customer,Enterprise,,,,,,74,Quotation or Purchase Consultation,,,,"1501 Industrial Rd /San Carlos,/United States",none,LGEUS,less than 3 months,0,0,,,,,567,0 +20761,1.0,/ Bogota / Colombia,ID,0.0476190476190476,21213,End Customer,Enterprise,57.0,,,,sales,87,Quotation or Purchase Consultation,standard signage,UL3G Series,50UL3G-B,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,212,0 +7754,0.5,"1501 Industrial Rd /San Carlos,/United States",IT,,30321,End Customer,Enterprise,,,,,,74,Quotation or Purchase Consultation,,,,"1501 Industrial Rd /San Carlos,/United States",none,LGEUS,less than 3 months,0,0,,,,,567,1 9464,1.0,//India,ID,0.3333333333333333,40883,End Customer,SMB,,,,,business development,289,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,148,1 2444,1.0,/ / Saudi Arabia,ID,,34626,End Customer,SMB,,,,,information technology,97,Quotation or Purchase Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 5638,0.5,/ São Paulo / Brazil,AS,,28562,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 1609,1.0,/ Jaipur / India,ID,,8486,,Enterprise,,,,,business development,20,Quotation or Purchase Consultation,interactive signage,,,/ Jaipur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 4955,0.25,/ São Paulo / Brazil,AS,,38235,,Enterprise,1.0,,,,marketing,3,,multi-split,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 20639,1.0,/ Capanema / Brazil,ID,0.0695652173913043,8722,End Customer,SMB,,,,,support,84,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Capanema / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,167,1 -12544,1.0,/ NSW / Australia,AS,,27068,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,director,LGEAP,less than 3 months,0,0,,,,,139,1 +12544,1.0,/ NSW / Australia,AS,,27068,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,director,LGEAP,less than 3 months,0,0,,,,,139,0 4222,0.25,/ Jalandhar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ Jalandhar / India,none,LGEIL,,0,0,,,,,95,0 1632,1.0,/Ahmedabad/India,ID,,34456,,Enterprise,,,,,consulting,7,Quotation or Purchase Consultation,interactive digital board,,,/Ahmedabad/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 18643,0.0,/ / Peru,ID,0.0327868852459016,12520,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -18885,1.0,/ São Paulo / Brazil,ID,0.0327868852459016,18414,End Customer,Enterprise,,,,,purchasing,199,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,0 +18885,1.0,/ São Paulo / Brazil,ID,0.0327868852459016,18414,End Customer,Enterprise,,,,,purchasing,199,Quotation or Purchase Consultation,interactive signage,Built-in Touch Display,55TC3CD,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,342,1 2750,1.0,/ / South Africa,ID,,5533,End Customer,SMB,,,,,information technology,138,Technical Consultation,led signage,,,/ / South Africa,director,LGESA,6 months ~ 9 months,0,0,,,,,151,0 4353,0.25,/ Hyderabad / India,AS,,34838,End Customer,Enterprise,,,,,,28,Quotation or Purchase Consultation,,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 8985,1.0,/ / United States,ID,0.1186440677966101,5012,Channel Partner,SMB,,,,,business development,221,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Fashion,371,0 @@ -2863,37 +2863,37 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15187,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754,0 5680,0.5,/ Rio Claro / Brazil,AS,,28217,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Rio Claro / Brazil,others,LGESP,,0,0,,,,,97,0 5847,0.5,/ São Paulo / Brazil,AS,,40417,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -18958,0.75,/ lubelskie / Poland,IT,,44114,End Customer,Enterprise,,,,,education,502,Usage or Technical Consultation,monitor,,,/ lubelskie / Poland,none,LGEPL,6 months ~ 9 months,1,0,0.0005719551277132,,education,Higher Education (College & University),343,0 +18958,0.75,/ lubelskie / Poland,IT,,44114,End Customer,Enterprise,,,,,education,502,Usage or Technical Consultation,monitor,,,/ lubelskie / Poland,none,LGEPL,6 months ~ 9 months,1,0,0.0005719551277132,,education,Higher Education (College & University),343,1 3449,1.0,/ Jamshedpur / India,ID,,30372,,Enterprise,,,,,information technology,7,Quotation or Purchase Consultation,interactive signage,,,/ Jamshedpur / India,entry level,LGEIL,more than a year,0,0,,,,,174,0 4355,0.25,/ Mapusa / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,multi-split,,,/ Mapusa / India,none,LGEIL,,0,0,,,,,21,0 -19836,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 +19836,0.0,/ / Brazil,ID,0.0732484076433121,469,Channel Partner,SMB,,,,,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 7078,1.0,/ Quezon / Philippines,AS,,13253,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,multi-split,,,/ Quezon / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,0,0 14766,0.5,/ Andradas/MG / Brazil,AS,,10711,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Andradas/MG / Brazil,partner,LGESP,,0,0,,,,,97,0 7654,1.0,/Tucson/United States,IT,,3696,Specifier/ Influencer,SMB,,,,,3d/vfx art,367,Quotation or Purchase Consultation,monitor,,,/Tucson/United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,152,0 20285,0.5,/ / Germany,IT,,15403,End Customer,SMB,,,,,consulting,3,Request a Demo,monitor,UltraWide™ Monitors,,/ / Germany,manager,LGEDG,,1,0,0.0011827288932506,,retail,Shopping Mall,428,0 -9992,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9992,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 17046,1.0,/ PR / Brazil,AS,,32888,End Customer,SMB,,,,,administrative,386,Quotation or Purchase Consultation,etc.,,,/ PR / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 9193,1.0,/ Kathmandu / Nepal,IT,,29554,Channel Partner,SMB,,,,,administrative,200,Request for Partnership,medical display,Digital X-ray Detectors,,/ Kathmandu / Nepal,manager,LGESL,less than 3 months,0,0,0.0011827288932506,,retail,,298,0 -10025,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10025,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16961,0.75,/ Rio de Janeiro / Brazil,AS,,12169,Specifier/ Influencer,Enterprise,1.0,,,,engineering,267,,vrf,,,/ Rio de Janeiro / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 17784,0.75,/ / Brazil,ID,0.0327868852459016,22408,,SMB,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 4751,0.25,/New Delhi/India,AS,,31653,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608,1 7291,1.0,/ Nueva ecija / Philippines,AS,,3595,Specifier/ Influencer,Enterprise,,,,,purchasing,91,Product Information,ventilation,,,/ Nueva ecija / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,0,0 12133,1.0,/ Panipat / India,ID,,11877,,Enterprise,,,,,engineering,6,Technical Consultation,interactive signage,,,/ Panipat / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -16308,0.25,via kennedy 6 / Casoria / Italy,AS,,37352,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,vrf,,,via kennedy 6 / Casoria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16308,0.25,via kennedy 6 / Casoria / Italy,AS,,37352,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,,vrf,,,via kennedy 6 / Casoria / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 18526,0.0,/ / Peru,ID,0.0327868852459016,36524,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 3950,1.0,/ Rishikesh / India,AS,,39293,Channel Partner,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,single-split,,,/ Rishikesh / India,director,LGEIL,less than 3 months,0,0,,,,,17,0 7144,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,7,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29,0 1205,0.75,/ Rajkot / India,IT,0.0666666666666666,4883,End Customer,SMB,,,1.0,1.0,information technology,74,Quotation or Purchase Consultation,laptop,,,/ Rajkot / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,IT/Software,423,0 7588,1.0,/Al Khobar /Saudi Arabia,AS,,29761,,Enterprise,,,,,purchasing,49,Quotation or Purchase Consultation,etc.,,,/Al Khobar /Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,44,0 17283,1.0,/ المنيا / Egypt,AS,,22,End Customer,Enterprise,3.0,,,,others,43,Quotation or Purchase Consultation,,,,/ المنيا / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 -9337,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +9337,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,1 174,1.0,/ / U.A.E,ID,0.075,45849,End Customer,SMB,,1.0,,1.0,information technology,46,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5F-A,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,209,0 20469,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 -20336,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20336,1.0,/ Maceio / Brazil,ID,0.1241217798594847,26466,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,90,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/ Maceio / Brazil,director,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 16838,1.0,/ SAN JUAN / Philippines,AS,,4275,End Customer,Enterprise,0.0,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/ SAN JUAN / Philippines,entry level,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 7250,1.0,/ / Philippines,AS,,37769,End Customer,Enterprise,13.0,,,,engineering,12,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,less than 3 months,0,0,,,,,59,0 -2024,1.0,/ bangalore / India,ID,,33107,,Enterprise,,,,,education,2,Others,interactive signage,,"98TR3PJ, 86TR3DK & 75TR3DK",/ bangalore / India,director,LGEIL,less than 3 months,0,0,,,,,146,0 +2024,1.0,/ bangalore / India,ID,,33107,,Enterprise,,,,,education,2,Others,interactive signage,,"98TR3PJ, 86TR3DK & 75TR3DK",/ bangalore / India,director,LGEIL,less than 3 months,0,0,,,,,146,1 6346,0.25,/ عجمان / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,87,Quotation or Purchase Consultation,multi-split,,,/ عجمان / U.A.E,none,LGEGF,,0,0,,,,,78,0 13271,0.25,/Jakarta/Indonesia,AS,,33873,,Enterprise,9.0,,,,,3,Quotation or Purchase Consultation,,,,/Jakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 15524,0.25,/ / Mexico,AS,,31398,Channel Partner,SMB,,,,,engineering,3,,vrf,,,/ / Mexico,ceo/founder,LGEMS,,0,0,,,,,42,0 @@ -2907,18 +2907,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4172,0.25,/ Pune / India,AS,,47466,End Customer,Enterprise,19.0,,,,,16,Quotation or Purchase Consultation,vrf,,,/ Pune / India,none,LGEIL,,0,0,,,,,21,0 15026,0.5,/ rancagua / Chile,AS,,39189,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ rancagua / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 3516,1.0,/ Jalalabad - West / India,ID,,8321,Channel Partner,Enterprise,,,,,healthcare services,1,Others,interactive signage,,,/ Jalalabad - West / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 -1273,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +1273,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 17052,1.0,"/ francisco beltrão, Parana / Brazil",AS,,15773,Channel Partner,SMB,,,,,sales,194,Quotation or Purchase Consultation,single-split,,,"/ francisco beltrão, Parana / Brazil",others,LGESP,3 months ~ 6 months,0,0,,,,,97,0 13742,0.25,/ GOIANIA / Brazil,AS,,23402,Channel Partner,SMB,51.0,,,,purchasing,3,,,,,/ GOIANIA / Brazil,manager,LGESP,,0,0,,,,,97,0 15883,0.5,/ Quito / Ecuador,AS,,44017,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Quito / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 -4181,0.25,/ Alappuzha / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 -17619,1.0,/ caba / Colombia,ID,0.0806916426512968,15382,Channel Partner,Enterprise,1.0,,,,finance,489,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,,/ caba / Colombia,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325,0 +4181,0.25,/ Alappuzha / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Alappuzha / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 +17619,1.0,/ caba / Colombia,ID,0.0806916426512968,15382,Channel Partner,Enterprise,1.0,,,,finance,489,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,,/ caba / Colombia,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325,1 10274,1.0,/ São Paulo - SP / Brazil,AS,0.0039370078740157,10231,End Customer,SMB,0.0,,,,purchasing,371,Quotation or Purchase Consultation,,,,/ São Paulo - SP / Brazil,manager,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 19134,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 20859,1.0,/ BUENOS AIRES / Argentina,ID,0.0476190476190476,38493,End Customer,SMB,,,,,entrepreneurship,148,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ BUENOS AIRES / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 15658,0.5,/ Cuerámaro gto México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Cuerámaro gto México / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 20472,0.25,/ Danvers / United States,ID,,45594,,SMB,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Danvers / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 -16930,1.0,/ Hyderabad / India,AS,,5291,End Customer,Enterprise,,,,,real estate,25,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,director,LGEIL,less than 3 months,0,0,,,,,4,1 +16930,1.0,/ Hyderabad / India,AS,,5291,End Customer,Enterprise,,,,,real estate,25,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,director,LGEIL,less than 3 months,0,0,,,,,4,0 9318,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95,0 11958,0.0,/ / Brazil,ID,,20388,,Enterprise,,,,,consulting,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 1861,1.0,/ Ludhiana / India,ID,,18399,,Enterprise,,,,,consulting,12,Quotation or Purchase Consultation,,,,/ Ludhiana / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -2937,22 +2937,22 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19133,1.0,/ Chur / Germany,IT,0.2307692307692307,23825,End Customer,SMB,,,,,,303,Quotation or Purchase Consultation,medical display,Surgical Monitors,,/ Chur / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,838,1 9587,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 7726,0.75,1027 Brooks Industrial Rd /Shelbyville/,IT,,45335,,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,1027 Brooks Industrial Rd /Shelbyville/,none,LGEUS,less than 3 months,0,0,,,,,833,1 -4337,0.25,/ Hyderabad / India,AS,,33179,End Customer,SMB,,,,,,19,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 -880,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +4337,0.25,/ Hyderabad / India,AS,,33179,End Customer,SMB,,,,,,19,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,0 +880,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 1855,1.0,/ / India,ID,,40475,Specifier/ Influencer,SMB,,,,,arts and design,267,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,/ / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 8637,1.0,/ / Saudi Arabia,ID,,43375,Solution Eco-Partner,SMB,,,,,sales,237,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,245,0 -16342,0.25,Via corallo 170 / Pagani / Italy,AS,,43,End Customer,Enterprise,105.0,,,,purchasing,3,,vrf,,,Via corallo 170 / Pagani / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 -13308,0.25,/ Ratia / India,AS,,8975,End Customer,Enterprise,7.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Ratia / India,none,LGEIL,,0,0,,,,,608,0 +16342,0.25,Via corallo 170 / Pagani / Italy,AS,,43,End Customer,Enterprise,105.0,,,,purchasing,3,,vrf,,,Via corallo 170 / Pagani / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 +13308,0.25,/ Ratia / India,AS,,8975,End Customer,Enterprise,7.0,,,,,26,Quotation or Purchase Consultation,multi-split,,,/ Ratia / India,none,LGEIL,,0,0,,,,,608,1 1598,1.0,/ Kolkata / India,ID,,46393,,Enterprise,,,,,business development,16,Quotation or Purchase Consultation,interactive signage,,,/ Kolkata / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,223,0 18537,0.0,/ / Peru,ID,0.0327868852459016,22853,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7720,0.75,/ / Poland,IT,,26671,Specifier/ Influencer,Enterprise,,,,,film production,2,Usage or Technical Consultation,monitor,,,/ / Poland,none,LGEPL,less than 3 months,0,0,,,,,800,0 11719,0.0,/ / India,ID,,27305,,SMB,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 9239,0.5,/ Jaipur / India,ID,,20195,End Customer,Enterprise,,1.0,,1.0,others,153,Quotation or Purchase Consultation,hotel tv,,,/ Jaipur / India,none,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,173,1 14698,0.5,/ São José dos Campos / Brazil,AS,,4018,Specifier/ Influencer,Enterprise,,,,,operations,5,,multi-split,,,/ São José dos Campos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 -4307,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,1 +4307,0.25,/ NEW DELHI / India,AS,,47466,End Customer,Enterprise,19.0,,,,,86,Quotation or Purchase Consultation,multi-split,,,/ NEW DELHI / India,none,LGEIL,,0,0,,,,,9,0 14896,0.5,/ Francisco Morato sp / Brazil,AS,,18704,End Customer,Enterprise,,,,,healthcare services,47,,vrf,,,/ Francisco Morato sp / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 -10666,1.0,/ Francisco Beltrão / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,administrative,159,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,278,1 -18347,0.0,/ / Peru,ID,0.0327868852459016,30077,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +10666,1.0,/ Francisco Beltrão / Brazil,ID,0.0749486652977412,47466,Service Partner,Enterprise,53.0,1.0,,1.0,administrative,159,Quotation or Purchase Consultation,interactive signage,,,/ Francisco Beltrão / Brazil,ceo/founder,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,278,0 +18347,0.0,/ / Peru,ID,0.0327868852459016,30077,,Enterprise,2.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7836,0.25,301 N Clark St Education / Cape Girardeau / United States,IT,,7589,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,301 N Clark St Education / Cape Girardeau / United States,none,LGEUS,,0,0,,,,,374,0 11932,0.0,/ / Brazil,ID,,16381,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 15651,0.5,"/ Irapuato, Guanajuato / Mexico",AS,,47466,End Customer,Enterprise,16.0,,,,,50,Quotation or Purchase Consultation,multi-split,,,"/ Irapuato, Guanajuato / Mexico",none,LGEMS,less than 3 months,0,0,,,,,704,0 @@ -2960,100 +2960,100 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4191,0.25,/ RAJKOT / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ RAJKOT / India,none,LGEIL,,0,0,,,,,77,0 3575,1.0,/ / Saudi Arabia,ID,,2188,End Customer,Enterprise,,,,,information technology,63,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 18012,0.25,/ / Australia,ID,0.2142857142857142,41378,End Customer,SMB,,,,,product management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 -9321,1.0,/ Osun / Nigeria,AS,,32153,Specifier/ Influencer,Enterprise,,,,,consulting,61,Quotation or Purchase Consultation,vrf,,,/ Osun / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Resort,12,1 -19264,1.0,/san luis potosí/Mexico,ID,0.0538922155688622,23368,End Customer,Enterprise,,,,,business development,114,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/san luis potosí/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,263,0 +9321,1.0,/ Osun / Nigeria,AS,,32153,Specifier/ Influencer,Enterprise,,,,,consulting,61,Quotation or Purchase Consultation,vrf,,,/ Osun / Nigeria,ceo/founder,LGEAF,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Resort,12,0 +19264,1.0,/san luis potosí/Mexico,ID,0.0538922155688622,23368,End Customer,Enterprise,,,,,business development,114,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,/san luis potosí/Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,263,1 9741,0.25,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,IT,,3137,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4725 Piedmont Row Drive Suite 600 Cloud IT / Charlotte / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 5178,0.5,/São Paulo/Brazil,AS,,36233,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 20464,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20450,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 20432,0.0,401 Tradewinds Blvd Hospitality / Midland / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,3,,hotel tv,,,401 Tradewinds Blvd Hospitality / Midland / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 13970,0.5,/ Maracanaú / Brazil,AS,,6817,Specifier/ Influencer,Enterprise,,,,,operations,5,Quotation or Purchase Consultation,multi-split,,,/ Maracanaú / Brazil,entry level,LGESP,,0,0,,,,,97,0 20849,1.0,/ / Chile,ID,0.0476190476190476,20751,Channel Partner,SMB,,,,,sales,3,Request for Partnership,,,,/ / Chile,others,LGECL,more than a year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,0 -11685,0.0,/ Darbhanga Bihar / India,ID,,45119,,Enterprise,,,,,education,21,,,,,/ Darbhanga Bihar / India,none,LGEIL,,0,0,,,,,164,0 +11685,0.0,/ Darbhanga Bihar / India,ID,,45119,,Enterprise,,,,,education,21,,,,,/ Darbhanga Bihar / India,none,LGEIL,,0,0,,,,,164,1 19478,1.0,/ Bogota / Colombia,ID,0.0544217687074829,34711,End Customer,Enterprise,,,,,business development,72,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Bogota / Colombia,director,LGECB,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,977,1 6256,0.25,/ São Paulo / Brazil,AS,,10705,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 12046,0.5,/ /,ID,,29413,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,205,0 3303,0.25,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,ID,,31603,,SMB,,,,,,56,Quotation or Purchase Consultation,,,,6745 Philips Industrial Blvd Suite 1 Education/Jacksonville/United States,none,LGEUS,,0,0,,,,,501,1 5688,0.5,/ São Paulo / Brazil,AS,,31944,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 19202,1.0,/ niteroi / Brazil,ID,0.0538922155688622,45021,End Customer,Enterprise,,,,,entrepreneurship,143,Quotation or Purchase Consultation,oled signage,,,/ niteroi / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,487,1 -82,1.0,/ Mumbai / India,AS,0.0888888888888888,30599,Specifier/ Influencer,SMB,,,,,operations,200,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,76,1 -1523,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,0 +82,1.0,/ Mumbai / India,AS,0.0888888888888888,30599,Specifier/ Influencer,SMB,,,,,operations,200,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,76,0 +1523,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,1 17641,0.5,//United States,ID,0.3333333333333333,12437,Service Partner,SMB,,,,,other,3,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,LTAK140-GV,//United States,c-level executive,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,369,1 -10880,0.25,/ / Brazil,ID,0.0749486652977412,26748,End Customer,SMB,,1.0,,1.0,information technology,3,,,,,/ / Brazil,c-level executive,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,1 +10880,0.25,/ / Brazil,ID,0.0749486652977412,26748,End Customer,SMB,,1.0,,1.0,information technology,3,,,,,/ / Brazil,c-level executive,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,317,0 8275,0.25,/ / Australia,ID,0.2142857142857142,46424,End Customer,SMB,,,,,operations,43,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 4010,1.0,/ / Philippines,AS,,8862,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 3445,1.0,/ Amritsar / India,ID,,37657,,Enterprise,,,,,education,97,Quotation or Purchase Consultation,interactive signage,,,/ Amritsar / India,entry level,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 4143,0.25,/ Paranaque / Philippines,AS,,47466,End Customer,Enterprise,115.0,,,,,93,Quotation or Purchase Consultation,ventilation,,,/ Paranaque / Philippines,none,LGEPH,,0,0,,,,,121,0 6682,0.25,999 18th Street / CO / United States,AS,,35714,,Enterprise,,,,,,199,Services,,,,999 18th Street / CO / United States,none,LGEUS,,0,0,,,,,731,0 9665,1.0,2501 M St NW / 20037 / United States,AS,,45830,End Customer,SMB,,,,,others,219,Usage or Technical Consultation,vrf,,,2501 M St NW / 20037 / United States,manager,LGEUS,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,731,0 -7251,1.0,/ Makati / Philippines,AS,,27737,End Customer,SMB,0.0,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,others,LGEPH,less than 3 months,0,0,,,,,16,1 +7251,1.0,/ Makati / Philippines,AS,,27737,End Customer,SMB,0.0,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,others,LGEPH,less than 3 months,0,0,,,,,16,0 3524,1.0,/tinsukia/India,ID,,5359,,Enterprise,,,,,community and social services,3,Quotation or Purchase Consultation,interactive digital board,,,/tinsukia/India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 11764,0.0,/ / India,ID,,37657,,Enterprise,,,,,accounting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 10547,1.0,/ Sogamoso / Colombia,ID,0.0749486652977412,2308,End Customer,Enterprise,,1.0,,1.0,administrative,37,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Sogamoso / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,344,0 -10986,0.25,/ / Hong Kong,ID,0.0843373493975903,4168,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 -18311,0.0,/ / Peru,ID,0.0327868852459016,30129,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 -10811,1.0,/ Manizales / Colombia,ID,0.0749486652977412,9994,End Customer,SMB,,1.0,,1.0,engineering,121,Quotation or Purchase Consultation,video wall signage,,,/ Manizales / Colombia,intern,LGECB,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,187,0 +10986,0.25,/ / Hong Kong,ID,0.0843373493975903,4168,,SMB,,1.0,,1.0,sales,3,,,,,/ / Hong Kong,manager,LGEHK,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +18311,0.0,/ / Peru,ID,0.0327868852459016,30129,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +10811,1.0,/ Manizales / Colombia,ID,0.0749486652977412,9994,End Customer,SMB,,1.0,,1.0,engineering,121,Quotation or Purchase Consultation,video wall signage,,,/ Manizales / Colombia,intern,LGECB,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,187,1 8615,1.0,/Ontario/Canada,IT,0.6428571428571429,43929,End Customer,Enterprise,,,,,administrative,327,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/Ontario/Canada,director,LGECI,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,410,1 9315,1.0,/ Ripley / United States,AS,,13262,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,heating,,,/ Ripley / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,731,0 -8761,1.0,/ Waxahachie / United States,ID,0.6153846153846154,14204,End Customer,SMB,,,,,finance,295,Quotation or Purchase Consultation,interactive signage,,,/ Waxahachie / United States,associate/analyst,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,839,0 +8761,1.0,/ Waxahachie / United States,ID,0.6153846153846154,14204,End Customer,SMB,,,,,finance,295,Quotation or Purchase Consultation,interactive signage,,,/ Waxahachie / United States,associate/analyst,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,839,1 4339,0.25,/ New Delhi / India,AS,,5053,End Customer,Enterprise,,,,,,96,Quotation or Purchase Consultation,multi-split,,,/ New Delhi / India,none,LGEIL,,0,0,,,,,9,1 2759,0.75,/ Lincolnshire / United Kingdom,ID,,14603,End Customer,SMB,,,,,operations,606,Quotation or Purchase Consultation,led signage,Essential Series,GSCC066,/ Lincolnshire / United Kingdom,none,LGEUK,3 months ~ 6 months,0,0,,,,,185,0 5200,0.5,/ São Paulo / Brazil,AS,,40923,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 8091,0.25,/ Saint Rose / United States,ID,0.3333333333333333,24407,,SMB,,,,,,54,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Saint Rose / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,310,1 11001,0.25,/ / Italy,ID,0.0199004975124378,14775,Solution Eco-Partner,SMB,,1.0,,1.0,,237,Quotation or Purchase Consultation,,,,/ / Italy,none,LGEIS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,302,0 6215,0.25,/ Rio de Janeiro / Brazil,AS,,14977,,SMB,,,,,others,3,,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 -20361,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,0 +20361,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 10057,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 7464,1.0,/ cairo / Egypt,AS,,43334,End Customer,Enterprise,,,,,healthcare services,1,Quotation or Purchase Consultation,,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,,,,,51,0 2915,0.75,4651 Sheridan St / Hollywood / United States,ID,,33267,Specifier/ Influencer,SMB,,,,,,361,Quotation or Purchase Consultation,,,,4651 Sheridan St / Hollywood / United States,none,LGEUS,6 months ~ 9 months,0,0,,,,,205,0 -12367,0.5,/ Bali / Indonesia,AS,,42273,Specifier/ Influencer,Enterprise,1.0,,,,engineering,9,,etc.,,,/ Bali / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,1 -1429,1.0,/ Bhadaur / India,ID,,17545,,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Bhadaur / India,others,LGEIL,less than 3 months,0,0,,,,,165,0 +12367,0.5,/ Bali / Indonesia,AS,,42273,Specifier/ Influencer,Enterprise,1.0,,,,engineering,9,,etc.,,,/ Bali / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,670,0 +1429,1.0,/ Bhadaur / India,ID,,17545,,Enterprise,,,,,education,30,Quotation or Purchase Consultation,interactive signage,,,/ Bhadaur / India,others,LGEIL,less than 3 months,0,0,,,,,165,1 11083,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 14419,0.25,/ MG / BH / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,etc.,,,/ MG / BH / Brazil,none,LGESP,,0,0,,,,,97,0 6009,0.5,/ Sete Lagoas / Brazil,AS,,7838,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sete Lagoas / Brazil,others,LGESP,,0,0,,,,,97,0 -20698,1.0,/CORRIENTES CAPITAL - CORRIENTES/Argentina,ID,0.0695652173913043,30009,End Customer,Enterprise,0.0,,,,other,22,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/CORRIENTES CAPITAL - CORRIENTES/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,0 +20698,1.0,/CORRIENTES CAPITAL - CORRIENTES/Argentina,ID,0.0695652173913043,30009,End Customer,Enterprise,0.0,,,,other,22,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/CORRIENTES CAPITAL - CORRIENTES/Argentina,manager,LGEAR,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,325,1 13982,0.5,/ Recife pe / Brazil,AS,,14488,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 4266,0.25,/ Nellore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,13,Quotation or Purchase Consultation,single-split,,,/ Nellore / India,none,LGEIL,,0,0,,,,,673,0 6960,0.25,2025 Lasso Ct / OR / United States,AS,,32240,,Enterprise,,,,,,266,Product Information,,,,2025 Lasso Ct / OR / United States,none,LGEUS,,0,0,,,,,731,0 16819,1.0,/ / Philippines,AS,,7720,Specifier/ Influencer,SMB,,,,,purchasing,16,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,47,0 17069,1.0,/ NSW / Australia,AS,,11301,End Customer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,0 -11178,1.0,/Bangalore/India,ID,,7195,,Enterprise,,,,,business development,15,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 -11206,1.0,/ Burdwan / India,ID,,12919,,Enterprise,1.0,,,,education,28,Quotation or Purchase Consultation,interactive signage,,,/ Burdwan / India,manager,LGEIL,less than 3 months,0,0,,,,,223,0 +11178,1.0,/Bangalore/India,ID,,7195,,Enterprise,,,,,business development,15,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,1 +11206,1.0,/ Burdwan / India,ID,,12919,,Enterprise,1.0,,,,education,28,Quotation or Purchase Consultation,interactive signage,,,/ Burdwan / India,manager,LGEIL,less than 3 months,0,0,,,,,223,1 15681,0.5,/ Acapulco / Mexico,AS,,13651,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Acapulco / Mexico,vice president,LGEMS,less than 3 months,0,0,,,,,42,0 2017,1.0,/Coimbatore/India,ID,,6051,,Enterprise,,,,,consulting,3,Technical Consultation,interactive digital board,,,/Coimbatore/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -9526,1.0,/ / United States,ID,0.8333333333333334,37443,End Customer,SMB,,,,,product management,187,Quotation or Purchase Consultation,accessories,LG OPS Player,OPSJ-5LDJA,/ / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,542,0 +9526,1.0,/ / United States,ID,0.8333333333333334,37443,End Customer,SMB,,,,,product management,187,Quotation or Purchase Consultation,accessories,LG OPS Player,OPSJ-5LDJA,/ / United States,director,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,542,1 15450,0.25,/ Hồ Chí Minh / Vietnam,AS,,47466,End Customer,Enterprise,115.0,,,,,288,Quotation or Purchase Consultation,single-split,,,/ Hồ Chí Minh / Vietnam,none,LGEVH,,0,0,,,,,643,0 2761,1.0,/ / Türkiye,ID,,28148,End Customer,Enterprise,,,,,marketing,74,Quotation or Purchase Consultation,high brightness signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 -20877,0.0,/ / Brazil,ID,0.0476190476190476,869,Solution Eco-Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +20877,0.0,/ / Brazil,ID,0.0476190476190476,869,Solution Eco-Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,0 5838,0.5,/ / Brazil,AS,,22551,,Enterprise,5.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 -19764,1.0,IRALA 1950 /CABA/Argentina,ID,0.0732484076433121,8060,Specifier/ Influencer,SMB,122.0,,,,other,16,Quotation or Purchase Consultation,led signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Duty Free Shop,325,0 +19764,1.0,IRALA 1950 /CABA/Argentina,ID,0.0732484076433121,8060,Specifier/ Influencer,SMB,122.0,,,,other,16,Quotation or Purchase Consultation,led signage,UH5F Series,,IRALA 1950 /CABA/Argentina,other,LGEAR,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,Duty Free Shop,325,1 19377,0.5,/ กรุงเทพ / Thailand,AS,0.0109890109890109,47342,End Customer,SMB,,,,,business development,3,Quotation or Purchase Consultation,single-split,,,/ กรุงเทพ / Thailand,director,LGETH,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,969,1 9333,1.0,/ Mexico City / Mexico,AS,,3805,Specifier/ Influencer,Enterprise,,,,,consulting,781,Quotation or Purchase Consultation,,,,/ Mexico City / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,,hotel & accommodation,,42,0 1408,1.0,/Nashik/India,ID,,46458,,Enterprise,,,,,consulting,2,Technical Consultation,interactive digital board,,,/Nashik/India,c-level executive,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 8933,1.0,//Hong Kong,ID,0.1184210526315789,26867,End Customer,SMB,,,,,operations,291,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,75UH5J-H,//Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,337,1 9564,0.25,Education / / United States,ID,0.8333333333333334,5033,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,194,0 -8017,1.0,/Melbourne/Australia,ID,0.1162790697674418,16172,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,,,/Melbourne/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,850,0 +8017,1.0,/Melbourne/Australia,ID,0.1162790697674418,16172,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,interactive signage,,,/Melbourne/Australia,manager,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,850,1 1449,1.0,/ / U.A.E,ID,,15132,End Customer,SMB,,,,,consulting,98,Technical Consultation,led signage,,,/ / U.A.E,associate/analyst,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 9017,0.5,/ Dresden / Germany,ID,,17326,Solution Eco-Partner,SMB,,,,,business development,290,Quotation or Purchase Consultation,led signage,,,/ Dresden / Germany,none,LGEDG,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,326,0 -10709,1.0,/Canoas / RS/Brazil,ID,0.0749486652977412,13052,End Customer,Enterprise,,1.0,,1.0,operations,87,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Canoas / RS/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,0 +10709,1.0,/Canoas / RS/Brazil,ID,0.0749486652977412,13052,End Customer,Enterprise,,1.0,,1.0,operations,87,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/Canoas / RS/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 603,0.25,Corporate / /,ID,0.0446428571428571,5658,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 3154,0.75,/Cairo/Egypt,ID,,29402,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/Cairo/Egypt,manager,LGEEG,less than 3 months,0,0,,,,,234,0 10097,1.0,/ Sydney / Australia,ID,,4166,End Customer,Enterprise,,,,,operations,179,Quotation or Purchase Consultation,led signage,,,/ Sydney / Australia,associate/analyst,LGEAP,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Museum / Gallery,157,0 -9922,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9922,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 12335,1.0,/ La union / Philippines,AS,,46211,Specifier/ Influencer,Enterprise,0.0,,,,engineering,33,Quotation or Purchase Consultation,single-split,,,/ La union / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,0,0 -8716,0.25,/ Noida / India,AS,0.0677966101694915,38542,End Customer,Enterprise,,,,,,50,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,17,1 +8716,0.25,/ Noida / India,AS,0.0677966101694915,38542,End Customer,Enterprise,,,,,,50,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,17,0 15734,0.0,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,AS,,19726,,SMB,1.0,,,,engineering,3,,,,,Gutheil-Schoder-Gasse 17/5/1 Wien / Wien / Austria,none,LGEDG,,0,0,,,,,126,0 -16453,0.25,via carlo buttarelli 6 / roma / Italy,AS,,14127,Channel Partner,SMB,25.0,,,,consulting,3,,vrf,,,via carlo buttarelli 6 / roma / Italy,manager,LGEIS,,0,0,,,,,341,1 +16453,0.25,via carlo buttarelli 6 / roma / Italy,AS,,14127,Channel Partner,SMB,25.0,,,,consulting,3,,vrf,,,via carlo buttarelli 6 / roma / Italy,manager,LGEIS,,0,0,,,,,341,0 17258,1.0,/ القاهرة / Egypt,AS,,11480,,Enterprise,,,,,others,25,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 3610,1.0,/DUBAI/U.A.E,AS,,44387,End Customer,Enterprise,,,,,sales,310,Quotation or Purchase Consultation,chiller,,,/DUBAI/U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,25,0 13426,0.0,/ / India,AS,,3862,,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 -9947,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9947,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 15206,0.5,/ Santa marta / Colombia,AS,,41629,End Customer,Enterprise,,,,,program and project management,3,,vrf,,,/ Santa marta / Colombia,entry level,LGECB,less than 3 months,0,0,,,,,39,0 6191,0.25,/ Anápolis / Brazil,AS,,18980,,SMB,,,,,others,3,,multi-split,,,/ Anápolis / Brazil,others,LGESP,,0,0,,,,,97,0 14187,0.25,/ João Pessoa PB / Brazil,AS,,18555,End Customer,Enterprise,,,,,administrative,3,,,,,/ João Pessoa PB / Brazil,director,LGESP,,0,0,,,,,97,0 6199,0.25,/ São Paulo / Brazil,AS,,15019,,Enterprise,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 19912,0.25,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,ID,0.1186440677966101,42085,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,3137 Laguna Street 3137 Laguna Street / San Francisco / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,QSR(Quick Service Restaurant),194,0 -16830,1.0,/ Rizal / Philippines,AS,,25940,,SMB,0.0,,,,engineering,21,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,1 -9925,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +16830,1.0,/ Rizal / Philippines,AS,,25940,,SMB,0.0,,,,engineering,21,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 +9925,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 166,0.75,/ / Brazil,ID,0.0749486652977412,8832,,Enterprise,,1.0,,1.0,education,11,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,317,0 5843,0.5,/ Jundiaí / Brazil,AS,,39295,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97,0 15540,0.5,/ San Andres Tuxtla / Mexico,AS,,37937,End Customer,SMB,4.0,,,,engineering,3,,vrf,,,/ San Andres Tuxtla / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 @@ -3061,41 +3061,41 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5161,0.5,/Curitiba/Brazil,AS,,23268,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Curitiba/Brazil,others,LGESP,,0,0,,,,,97,0 11581,0.5,/ Mumbai / India,ID,,6973,,SMB,,,,,business development,3,Technical Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,,0,0,,,,,174,0 10940,0.25,/ / Peru,ID,0.0749486652977412,41907,,Enterprise,,1.0,,1.0,administrative,28,Others,,,,/ / Peru,none,LGEPR,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 -8833,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,0 +8833,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,1 8206,0.75,/ Abilene / United States,ID,0.3902439024390244,5870,,Enterprise,,,,,purchasing,27,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Abilene / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,333,0 5332,0.5,/Osasco/Brazil,AS,,23557,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Osasco/Brazil,others,LGESP,,0,0,,,,,97,0 10075,0.25,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,275 Whispering Wind Dr Chapel Hill Nc 27516 Cloud IT / Chapel Hill / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 19337,1.0,/ Posse-GO / Brazil,AS,0.0037878787878787,28883,Specifier/ Influencer,Enterprise,,,,,administrative,55,Quotation or Purchase Consultation,,,,/ Posse-GO / Brazil,director,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 20438,0.0,7750 Wisconsin Ave Hospitality / Bethesda / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,7750 Wisconsin Ave Hospitality / Bethesda / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -9100,1.0,/Bangalore /India,AS,0.0289855072463768,11398,End Customer,Enterprise,,,,,sales,26,Usage or Technical Consultation,multi-split,,,/Bangalore /India,partner,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,30,0 +9100,1.0,/Bangalore /India,AS,0.0289855072463768,11398,End Customer,Enterprise,,,,,sales,26,Usage or Technical Consultation,multi-split,,,/Bangalore /India,partner,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,30,1 9072,1.0,Salt Lake / UT / United States,ID,0.1186440677966101,21290,Channel Partner,SMB,,,,,business development,55,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,Salt Lake / UT / United States,ceo/founder,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Others,377,0 16009,0.25,Autoput za Novi Sad 71 / Niš / Serbia,AS,,40188,Specifier/ Influencer,SMB,204.0,,,,,3,,vrf,,,Autoput za Novi Sad 71 / Niš / Serbia,manager,LGEMK,,0,0,,,,,766,0 -16386,0.25,VIAA / SALERNO / Italy,AS,,38056,Specifier/ Influencer,SMB,,,,,support,3,,vrf,,,VIAA / SALERNO / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16386,0.25,VIAA / SALERNO / Italy,AS,,38056,Specifier/ Influencer,SMB,,,,,support,3,,vrf,,,VIAA / SALERNO / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 2543,1.0,/ Bardoli / India,ID,,31817,,SMB,,,,,education,5,Technical Consultation,,,,/ Bardoli / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 11072,1.0,/ Cordoba / Argentina,ID,0.0749486652977412,22520,End Customer,Enterprise,1.0,1.0,,1.0,real estate,103,Quotation or Purchase Consultation,led signage,,,/ Cordoba / Argentina,ceo/founder,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,325,1 20531,1.0,/ حائل / Saudi Arabia,AS,,26858,End Customer,Enterprise,,,,,accounting,150,Quotation or Purchase Consultation,single-split,,,/ حائل / Saudi Arabia,associate/analyst,LGESJ,3 months ~ 6 months,1,0,0.0007167734380046,,hotel & accommodation,,118,0 134,1.0,/ hyderabad / India,ID,0.0575342465753424,41705,End Customer,Enterprise,,1.0,,1.0,arts and design,30,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3PJ,/ hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 -4361,0.25,/ 360006 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,71,Quotation or Purchase Consultation,multi-split,,,/ 360006 / India,none,LGEIL,,0,0,,,,,77,1 +4361,0.25,/ 360006 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,71,Quotation or Purchase Consultation,multi-split,,,/ 360006 / India,none,LGEIL,,0,0,,,,,77,0 4332,0.25,/ Kolkata / India,AS,,18316,End Customer,Enterprise,,,,,,146,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 -4438,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,1 +4438,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,9,0 97,1.0,/Dubai/U.A.E,AS,0.0408163265306122,21275,End Customer,SMB,,,,,information technology,73,Quotation or Purchase Consultation,vrf,,,/Dubai/U.A.E,manager,LGEGF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,25,1 1830,1.0,/ Fazilka / India,ID,,9466,,Enterprise,1.0,,,,quality assurance,5,Quotation or Purchase Consultation,,,,/ Fazilka / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -10033,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10033,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 7197,1.0,/ Cavite / Philippines,AS,,34326,Specifier/ Influencer,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ Cavite / Philippines,director,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -11201,1.0,/Rewa/India,ID,,5682,,Enterprise,,,,,education,17,Other,interactive digital board,,,/Rewa/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,222,0 +11201,1.0,/Rewa/India,ID,,5682,,Enterprise,,,,,education,17,Other,interactive digital board,,,/Rewa/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,222,1 19878,0.0,/ / Peru,ID,0.0732484076433121,9603,,Enterprise,,,,,information technology,2,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Travel Agency,258,0 18067,0.0,/ / Australia,ID,0.2142857142857142,29223,,Enterprise,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,202,0 360,0.25,/ Cleveland / United States,ID,0.0446428571428571,9032,Service Partner,SMB,1.0,1.0,,1.0,information technology,415,Quotation or Purchase Consultation,led signage,LG MAGNIT,,/ Cleveland / United States,none,LGEUS,,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,373,1 -16359,0.25,Città della Pieve / ROMA / Italy,AS,,39162,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Città della Pieve / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16359,0.25,Città della Pieve / ROMA / Italy,AS,,39162,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,vrf,,,Città della Pieve / ROMA / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 12191,0.75,"/Bandung, Kota./Indonesia",AS,,33875,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,"/Bandung, Kota./Indonesia",none,LGEIN,less than 3 months,0,0,,,,,670,0 13835,0.25,/ São Paulo / SP / Brazil,AS,,41841,End Customer,Enterprise,,,,,engineering,3,,,,,/ São Paulo / SP / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 8019,1.0,/ / U.A.E,ID,0.043103448275862,34706,End Customer,SMB,,,,,arts and design,58,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,209,0 14567,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97,0 14787,0.25,/ Porto Velho/ Ro / Brazil,AS,,44662,End Customer,Enterprise,,,,,purchasing,3,,,,,/ Porto Velho/ Ro / Brazil,partner,LGESP,,0,0,,,,,97,0 -109,1.0,/ Riyadh / Saudi Arabia,AS,0.0408163265306122,1397,Specifier/ Influencer,SMB,,,,,engineering,214,Quotation or Purchase Consultation,chiller,,,/ Riyadh / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,13,1 +109,1.0,/ Riyadh / Saudi Arabia,AS,0.0408163265306122,1397,Specifier/ Influencer,SMB,,,,,engineering,214,Quotation or Purchase Consultation,chiller,,,/ Riyadh / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,13,0 8394,0.75,/ / Hong Kong,ID,0.2142857142857142,42277,End Customer,SMB,1.0,,,,others,683,Quotation or Purchase Consultation,interactive signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 6572,0.25,/ oak park / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ oak park / United States,none,LGEUS,,0,0,,,,,731,0 -4794,0.25,/New Delhi/India,AS,,5014,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 +4794,0.25,/New Delhi/India,AS,,5014,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,1 9373,1.0,/Dubai /U.A.E,AS,0.0202020202020202,22189,End Customer,SMB,,,,,others,202,Product Information,chiller,,,/Dubai /U.A.E,vice president,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25,1 9229,1.0,/ / Türkiye,ID,0.04,46584,End Customer,SMB,,1.0,,1.0,information technology,139,Quotation or Purchase Consultation,hotel tv,,,/ / Türkiye,manager,LGETK,6 months ~ 9 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,285,1 9070,1.0,/ Panama / Panama,ID,0.0732484076433121,38948,End Customer,SMB,,,,,information technology,105,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB025,/ Panama / Panama,manager,LGEPS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,327,1 @@ -3109,31 +3109,31 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16464,0.25,"Viale della Navigazione Interna, 48 / Padova / Italy",AS,,14129,Channel Partner,SMB,13.0,,,,sales,3,,vrf,,,"Viale della Navigazione Interna, 48 / Padova / Italy",associate/analyst,LGEIS,,0,0,,,,,341,0 6430,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 7080,1.0,/ Cebu city / Philippines,AS,,28441,End Customer,Enterprise,,,,,engineering,48,Quotation or Purchase Consultation,vrf,,,/ Cebu city / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -20998,0.0,/ / Spain,ID,0.025,21906,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +20998,0.0,/ / Spain,ID,0.025,21906,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 20393,0.25,/ / Mexico,ID,0.1241217798594847,29321,End Customer,SMB,,1.0,,1.0,administrative,3,,,,,/ / Mexico,vice president,LGEMS,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,189,0 11974,0.25,/ / Brazil,ID,,35434,,Enterprise,,,,,administrative,3,Others,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 12368,0.5,/ Surabaya / Indonesia,AS,,11103,Specifier/ Influencer,Enterprise,19.0,,,,engineering,4,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 13541,0.0,/ Assam / India,AS,,6103,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 -2904,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +2904,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,1 10162,1.0,/ Goiás / Brazil,AS,0.0039370078740157,25702,Channel Partner,Enterprise,,,,,purchasing,204,Quotation or Purchase Consultation,single-split,,,/ Goiás / Brazil,director,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Banking,97,0 3538,1.0,/ paratwada / India,ID,,31521,,Enterprise,,,,,consulting,11,Quotation or Purchase Consultation,interactive signage,,,/ paratwada / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 9421,0.0,/ / United States,ID,,34599,,Enterprise,,,,,information technology,3,,,,,/ / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,Chemical Factory / Plant,591,0 -2396,0.75,11920 ne 195th / Bothell /,ID,,35469,End Customer,Enterprise,3.0,,,,,188,Quotation or Purchase Consultation,,,,11920 ne 195th / Bothell /,none,LGEUS,less than 3 months,0,0,,,,,449,0 +2396,0.75,11920 ne 195th / Bothell /,ID,,35469,End Customer,Enterprise,3.0,,,,,188,Quotation or Purchase Consultation,,,,11920 ne 195th / Bothell /,none,LGEUS,less than 3 months,0,0,,,,,449,1 14661,0.25,/ Paraná/Paranavaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Paraná/Paranavaí / Brazil,none,LGESP,,0,0,,,,,97,0 11845,0.5,/ Kalyan / India,ID,,23124,,Enterprise,,,,,education,3,Others,,,,/ Kalyan / India,others,LGEIL,,0,0,,,,,174,0 -9931,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -18886,1.0,/Salvador/Brazil,ID,0.0327868852459016,43817,End Customer,SMB,,,,,administrative,249,Quotation or Purchase Consultation,oled signage,,,/Salvador/Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,0 +9931,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +18886,1.0,/Salvador/Brazil,ID,0.0327868852459016,43817,End Customer,SMB,,,,,administrative,249,Quotation or Purchase Consultation,oled signage,,,/Salvador/Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),342,1 7432,0.75,/ Dubai / U.A.E,AS,,12065,Specifier/ Influencer,Enterprise,2.0,,,,consulting,2,,vrf,,,/ Dubai / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,25,0 5301,0.5,/São Paulo/Brazil,AS,,18133,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 13215,0.5,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,//Philippines,others,LGEPH,,0,0,,,,,29,0 -10875,0.0,/ / Brazil,ID,0.0749486652977412,39493,Specifier/ Influencer,Enterprise,5.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +10875,0.0,/ / Brazil,ID,0.0749486652977412,39493,Specifier/ Influencer,Enterprise,5.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,0 18015,0.25,/ / Australia,ID,0.2142857142857142,7969,End Customer,SMB,,,,,program and project management,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 20742,1.0,/ Jawa Tengah/Semarang / Indonesia,AS,1.0,11115,Specifier/ Influencer,Enterprise,,,,,engineering,188,Usage or Technical Consultation,multi-split,,,/ Jawa Tengah/Semarang / Indonesia,ceo/founder,LGEIN,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,,617,1 9604,1.0,/ / India,ID,,21338,Channel Partner,Enterprise,,,,,business development,26,Quotation or Purchase Consultation,led signage,LG Miraclass,LDAA012,/ / India,partner,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,174,0 467,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 14624,0.25,/ Alagoas/Maceió / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,87,Quotation or Purchase Consultation,,,,/ Alagoas/Maceió / Brazil,none,LGESP,,0,0,,,,,97,0 7642,1.0,/ / Estonia,IT,,10311,End Customer,SMB,,,,,administrative,236,Quotation or Purchase Consultation,monitor,,,/ / Estonia,ceo/founder,LGEPL,less than 3 months,0,0,,,,,800,0 -9999,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9999,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 12311,0.75,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",AS,,14868,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"21 calle 7-41 zona 11, Mariscal /Guatemala/Guatemala",director,LGEPS,less than 3 months,0,0,,,,,654,0 5685,0.5,/ São Paulo / Brazil,AS,,11039,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 7586,1.0,/ Al Khobar / Saudi Arabia,AS,,28460,Specifier/ Influencer,SMB,,,,,administrative,551,Quotation or Purchase Consultation,vrf,,,/ Al Khobar / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,44,0 @@ -3145,7 +3145,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6848,0.25,PO Box 954 30 Main St / MA / United States,AS,,35056,,SMB,1.0,,,,,301,Product Information,,,,PO Box 954 30 Main St / MA / United States,none,LGEUS,,0,0,,,,,731,0 199,1.0,/ Trier / Germany,ID,0.0199004975124378,32464,Solution Eco-Partner,SMB,,1.0,,1.0,marketing,1048,Quotation or Purchase Consultation,led signage,Compact Series,,/ Trier / Germany,ceo/founder,LGEDG,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,326,1 11264,1.0,/ Kanpur / India,ID,,7546,,Enterprise,3.0,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Kanpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 -197,1.0,/ / Argentina,ID,0.0749486652977412,30648,,SMB,8.0,1.0,,1.0,purchasing,6,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,1 +197,1.0,/ / Argentina,ID,0.0749486652977412,30648,,SMB,8.0,1.0,,1.0,purchasing,6,Quotation or Purchase Consultation,standard signage,UH5F-H Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 9521,1.0,/ Rochester / United States,ID,0.8333333333333334,30310,Specifier/ Influencer,SMB,,,,,arts and design,78,Quotation or Purchase Consultation,video wall signage,VM5E Series,55VM5E-A,/ Rochester / United States,ceo/founder,LGEUS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,371,1 10801,0.75,/ / Colombia,ID,0.0749486652977412,27160,,Enterprise,,1.0,,1.0,operations,36,Technical Consultation,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 5711,0.5,/ São paulo / Brazil,AS,,46085,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -3155,15 +3155,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11732,0.0,/ / India,ID,,27036,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 8228,0.75,/ Faridabad / India,ID,0.0311958405545927,36887,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,/ Faridabad / India,ceo/founder,LGEIL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 5122,0.5,/São Paulo/Brazil,AS,,24644,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 -8583,1.0,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",IT,0.1818181818181818,1296,End Customer,SMB,,,,,healthcare services,89,Quotation or Purchase Consultation,monitor,,,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",manager,LGEEG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,780,0 -19162,1.0,/ / Brazil,ID,0.0538922155688622,16521,Channel Partner,Enterprise,,,,,administrative,72,Quotation or Purchase Consultation,oled signage,,,/ / Brazil,partner,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,572,0 +8583,1.0,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",IT,0.1818181818181818,1296,End Customer,SMB,,,,,healthcare services,89,Quotation or Purchase Consultation,monitor,,,"9 Samir Morsi St. Naser City /Naser City, Cairo/Egypt",manager,LGEEG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,780,1 +19162,1.0,/ / Brazil,ID,0.0538922155688622,16521,Channel Partner,Enterprise,,,,,administrative,72,Quotation or Purchase Consultation,oled signage,,,/ / Brazil,partner,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,572,1 14676,0.25,/ / Brazil,AS,,31626,,SMB,,,,,,27,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 13567,0.0,/ Patna / India,AS,,11703,Specifier/ Influencer,SMB,,,,,program and project management,3,,,,,/ Patna / India,none,LGEIL,,0,0,,,,,672,0 -16039,0.0,"2040 Buda?rs, Vas?t utca 9. / / Hungary",AS,,16705,Channel Partner,SMB,244.0,,,,,3,,control,,,"2040 Buda?rs, Vas?t utca 9. / / Hungary",none,LGEMK,,0,0,,,,,960,1 +16039,0.0,"2040 Buda?rs, Vas?t utca 9. / / Hungary",AS,,16705,Channel Partner,SMB,244.0,,,,,3,,control,,,"2040 Buda?rs, Vas?t utca 9. / / Hungary",none,LGEMK,,0,0,,,,,960,0 8484,0.75,/ Modinagar / India,ID,0.0833333333333333,38317,Channel Partner,Enterprise,,,,,engineering,62,Request for Partnership,video wall signage,VL5F Series,55VL5F-A,/ Modinagar / India,director,LGEIL,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174,0 6550,0.25,/ Benin City / Nigeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Benin City / Nigeria,none,LGEAF,,0,0,,,,,114,0 -16640,0.25,via san vito / Campania / Italy,AS,,40407,End Customer,SMB,0.0,,,,,3,,vrf,,,via san vito / Campania / Italy,c-level executive,LGEIS,,0,0,,,,,341,1 -19611,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,114,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,0 +16640,0.25,via san vito / Campania / Italy,AS,,40407,End Customer,SMB,0.0,,,,,3,,vrf,,,via san vito / Campania / Italy,c-level executive,LGEIS,,0,0,,,,,341,0 +19611,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,9786,End Customer,SMB,,,,,marketing,114,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,partner,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,480,1 13851,0.5,/ São Paulo / Brazil,AS,,14584,,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ São Paulo / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 15457,0.5,/Hồ Chí Minh/Vietnam,AS,,19064,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,vrf,,,/Hồ Chí Minh/Vietnam,intern,LGEVH,,0,0,,,,,759,0 2661,1.0,/ / U.A.E,ID,,2114,End Customer,SMB,0.0,,,,engineering,85,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 @@ -3183,30 +3183,30 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 379,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 18357,0.0,/ / Peru,ID,0.0327868852459016,9317,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 8722,0.25,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,,44,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Others,10,1 -20508,1.0,/ / France,IT,,26606,End Customer,SMB,,,1.0,1.0,administrative,291,Quotation or Purchase Consultation,monitor,,,/ / France,manager,LGEFS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,474,0 +20508,1.0,/ / France,IT,,26606,End Customer,SMB,,,1.0,1.0,administrative,291,Quotation or Purchase Consultation,monitor,,,/ / France,manager,LGEFS,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,474,1 4681,0.25,/ Surat / India,AS,,47466,End Customer,Enterprise,19.0,,,,,29,Quotation or Purchase Consultation,etc.,,,/ Surat / India,none,LGEIL,,0,0,,,,,77,0 16765,0.25,via Vittorio Veneto 95/B / Tombolo / Italy,AS,,13782,Specifier/ Influencer,Enterprise,1.0,,,,support,3,,vrf,,,via Vittorio Veneto 95/B / Tombolo / Italy,others,LGEIS,,0,0,,,,,341,0 -1193,1.0,/ Dubai / U.A.E,ID,0.075,13360,End Customer,Enterprise,,1.0,,1.0,business development,271,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,ceo/founder,LGEGF,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,227,0 +1193,1.0,/ Dubai / U.A.E,ID,0.075,13360,End Customer,Enterprise,,1.0,,1.0,business development,271,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Dubai / U.A.E,ceo/founder,LGEGF,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,227,1 3398,1.0,/ Aurangabad / India,ID,,41978,,Enterprise,,,,,business development,2,Technical Consultation,interactive signage,,,/ Aurangabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 15112,0.5,/ Santiago / Chile,AS,,2404,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 2683,1.0,/ / U.A.E,ID,,40750,End Customer,SMB,,,,,consulting,42,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 -4737,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +4737,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,89,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 3232,0.5,/ /,ID,,45804,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586,1 -8506,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,0 +8506,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,1 19141,0.75,/ Concepción / Chile,IT,0.3333333333333333,26251,End Customer,SMB,,,,,business development,138,Quotation or Purchase Consultation,projector,,,/ Concepción / Chile,c-level executive,LGECL,,0,0,6.044033666058328e-05,,hospital & health care,General Hospital,982,1 9466,1.0,/ / Afghanistan,ID,,5371,End Customer,Enterprise,,,,,information technology,428,Technical Consultation,interactive signage,LG CreateBoard,55TR3DK-BM,/ / Afghanistan,manager,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,308,0 16660,0.25,Via dei Marrucini 14 / Roma / Italy,AS,,8379,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,Via dei Marrucini 14 / Roma / Italy,partner,LGEIS,,0,0,,,,,341,0 15526,0.5,/ Mty / Mexico,AS,,37914,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Mty / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 -333,0.25,/ / Brazil,ID,0.0749486652977412,869,,SMB,51.0,1.0,,1.0,engineering,1,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +333,0.25,/ / Brazil,ID,0.0749486652977412,869,,SMB,51.0,1.0,,1.0,engineering,1,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,0 19659,1.0,/ / Vietnam,ID,0.1184210526315789,19867,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,1,0.0011827288932506,0.0498402555910543,retail,,324,0 16078,0.25,2 st Ann pl / NY / United States,AS,,16623,,SMB,,,,,,36,Product Information,,,,2 st Ann pl / NY / United States,none,LGEUS,,0,0,,,,,731,0 14737,0.25,/ Curitiba / Brazil,AS,,15145,Specifier/ Influencer,Enterprise,0.0,,,,administrative,3,,,,,/ Curitiba / Brazil,partner,LGESP,,0,0,,,,,97,0 -17608,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,1 +17608,1.0,/ / Chile,ID,0.0806916426512968,33287,End Customer,Enterprise,,,,,community and social services,51,Quotation or Purchase Consultation,video wall signage,,,/ / Chile,director,LGECL,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,580,0 1878,1.0,/ Barmer / India,ID,,24136,,SMB,,,,,education,27,Quotation or Purchase Consultation,interactive signage,,,/ Barmer / India,entry level,LGEIL,less than 3 months,0,0,,,,,174,0 13674,0.25,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,AS,,16169,End Customer,SMB,,,,,engineering,47,,,,,RUA LEONOR MARIA BARBOSA-CONDOM?NIO VILLAGE BA / Lauro de Freitas / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 2884,0.75,1 normal ave / montclair /,ID,,18067,End Customer,SMB,1.0,,,,,311,Quotation or Purchase Consultation,,,,1 normal ave / montclair /,none,LGEUS,less than 3 months,0,0,,,,,360,0 -8036,1.0,/ / United States,ID,0.3333333333333333,19901,End Customer,SMB,,,,,administrative,110,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,manager,LGEUS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),348,0 -4844,0.25,/ 226028 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ 226028 / India,none,LGEIL,,0,0,,,,,22,1 +8036,1.0,/ / United States,ID,0.3333333333333333,19901,End Customer,SMB,,,,,administrative,110,Quotation or Purchase Consultation,led signage,Transparent LED Film with High Brightness,LTAK140-GW,/ / United States,manager,LGEUS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),348,1 +4844,0.25,/ 226028 / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ 226028 / India,none,LGEIL,,0,0,,,,,22,0 7699,0.75,/ / United States,IT,,4749,,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,0 564,0.25,Corporate / /,ID,0.0446428571428571,40271,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 9629,1.0,/ Doha / Qatar,AS,,2124,End Customer,SMB,,,,,real estate,245,Quotation or Purchase Consultation,single-split,,,/ Doha / Qatar,manager,LGEGF,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,25,0 @@ -3219,9 +3219,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16788,1.0,/ San fernando pampanga / Philippines,AS,,37243,End Customer,SMB,48.0,,,,engineering,8,Quotation or Purchase Consultation,chiller,,,/ San fernando pampanga / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,59,0 15291,0.25,Cll: 46#21-27 / BUCARAMANGA / Colombia,AS,,5163,Service Partner,Enterprise,55.0,,,,engineering,3,,vrf,,,Cll: 46#21-27 / BUCARAMANGA / Colombia,others,LGECB,,0,0,,,,,39,0 1467,1.0,/ / Egypt,ID,,3720,End Customer,Enterprise,5.0,,,,finance,60,Quotation or Purchase Consultation,video wall signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 -3571,0.75,/ / United States,ID,,28204,,SMB,,,,,operations,448,Technical Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,373,0 +3571,0.75,/ / United States,ID,,28204,,SMB,,,,,operations,448,Technical Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,373,1 10764,1.0,//Argentina,ID,0.0749486652977412,9856,Channel Partner,SMB,123.0,1.0,,1.0,operations,63,Quotation or Purchase Consultation,,,,//Argentina,partner,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,345,1 -860,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +860,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 8081,0.75,//Mexico,ID,0.0806916426512968,19435,Service Partner,SMB,,,,,product management,235,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,//Mexico,manager,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),188,0 5254,0.5,/ São Paulo / Brazil,AS,,764,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 8984,1.0,/ / United States,ID,0.1186440677966101,11976,Channel Partner,SMB,,,,,sales,183,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,c-level executive,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,348,0 @@ -3235,28 +3235,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7740,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410,0 8486,1.0,//India,ID,0.0833333333333333,40487,Service Partner,Enterprise,,,,,arts and design,101,Technical Consultation,led signage,Transparent LED Film,LAT140,//India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,174,0 9712,0.25,3480 Us Hwy 701 Cloud IT / Conway / United States,IT,,19913,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3480 Us Hwy 701 Cloud IT / Conway / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -19823,0.0,/ / Brazil,ID,0.0732484076433121,12888,,Enterprise,,,,,sales,96,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,279,1 +19823,0.0,/ / Brazil,ID,0.0732484076433121,12888,,Enterprise,,,,,sales,96,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,279,0 8752,1.0,/ / United States,ID,0.6153846153846154,8954,End Customer,SMB,,,,,purchasing,207,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Welfare Facilities,556,1 12013,0.0,/ / Argentina,ID,,10335,Channel Partner,SMB,3.0,,,,,43,,software solution,SuperSign CMS,,/ / Argentina,none,LGEAR,,0,0,,,,,325,0 17730,1.0,/القليوبيه/Egypt,AS,0.0485436893203883,833,End Customer,Enterprise,,,,,others,90,Quotation or Purchase Consultation,vrf,,,/القليوبيه/Egypt,ceo/founder,LGEEG,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Botanical Garden / Green House,51,0 1766,1.0,/ Delhi / India,ID,,13590,,Enterprise,,,,,entrepreneurship,18,Technical Consultation,interactive signage,,,/ Delhi / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -10490,1.0,/ Tegucigalpa / Panama,ID,0.0749486652977412,45670,End Customer,Enterprise,,1.0,,1.0,business development,22,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Tegucigalpa / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,327,0 -4071,0.25,//Philippines,AS,,34491,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,none,LGEPH,,0,0,,,,,47,1 +10490,1.0,/ Tegucigalpa / Panama,ID,0.0749486652977412,45670,End Customer,Enterprise,,1.0,,1.0,business development,22,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ Tegucigalpa / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,327,1 +4071,0.25,//Philippines,AS,,34491,,Enterprise,,,,,accounting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,none,LGEPH,,0,0,,,,,47,0 12587,1.0,/Mazowieckie/Poland,AS,,31192,Specifier/ Influencer,SMB,,,,,support,320,Quotation or Purchase Consultation,single-split,,,/Mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694,0 13204,0.5,/Manila/Philippines,AS,,35824,Specifier/ Influencer,Enterprise,0.0,,,,engineering,7,Quotation or Purchase Consultation,vrf,,,/Manila/Philippines,entry level,LGEPH,,0,0,,,,,0,1 4992,0.5,/Itatiba/Brazil,AS,,7877,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Itatiba/Brazil,director,LGESP,,0,0,,,,,97,0 18679,0.0,/ / Peru,ID,0.0327868852459016,20875,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -9293,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +9293,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,1 4544,0.25,/ Nuzvid / India,AS,,47466,End Customer,Enterprise,19.0,,,,,44,Quotation or Purchase Consultation,single-split,,,/ Nuzvid / India,none,LGEIL,,0,0,,,,,115,0 15942,0.5,/ San José / Costa Rica,AS,,14019,End Customer,SMB,,,,,engineering,3,,vrf,,,/ San José / Costa Rica,intern,LGEPS,less than 3 months,0,0,,,,,654,0 10044,0.25,Cloud IT / / United States,IT,,10849,End Customer,SMB,,,,,,22,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 15336,0.25,/ İzmir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,137,Quotation or Purchase Consultation,heating,,,/ İzmir / Türkiye,none,LGETK,,0,0,,,,,103,0 17658,1.0,/ Buenos Aires / Argentina,ID,0.0806916426512968,13114,End Customer,Enterprise,0.0,,,,others,57,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Buenos Aires / Argentina,ceo/founder,LGEAR,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,325,0 2763,1.0,/ / Türkiye,ID,,14809,End Customer,Enterprise,,,,,consulting,18,Quotation or Purchase Consultation,led signage,,,/ / Türkiye,manager,LGETK,3 months ~ 6 months,0,0,,,,,285,0 -10450,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4788,End Customer,SMB,,1.0,,1.0,information technology,377,Quotation or Purchase Consultation,led signage,,,/ Florianópolis / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,0 +10450,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4788,End Customer,SMB,,1.0,,1.0,information technology,377,Quotation or Purchase Consultation,led signage,,,/ Florianópolis / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,316,1 6890,0.25,110 S Center St. / IN / United States,AS,,7492,,SMB,,,,,,343,Product Information,,,,110 S Center St. / IN / United States,none,LGEUS,,0,0,,,,,731,0 3421,1.0,/ Pune / India,ID,,45277,,Enterprise,4.0,,,,legal,2,Quotation or Purchase Consultation,interactive signage,,,/ Pune / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -10876,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10876,0.0,/ / Brazil,ID,0.0749486652977412,17951,Channel Partner,SMB,223.0,1.0,,1.0,others,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 13610,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 1595,1.0,/ Mumbai / India,ID,,39481,,SMB,,,,,business development,19,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 16864,1.0,/ Laguna / Philippines,AS,,46210,End Customer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Laguna / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 @@ -3282,23 +3282,23 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11067,0.75,//Peru,ID,0.0749486652977412,1306,End Customer,Enterprise,,1.0,,1.0,engineering,3,Other,,,,//Peru,none,LGEPR,9 months ~ 1 year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Mining,258,0 20382,0.0,/ / India,ID,,24146,,Enterprise,,1.0,,1.0,arts and design,8,,,,,/ / India,none,LGEIL,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Cruise,174,0 20443,0.0,8108 Hallmark Place Hospitality / Gaithersburg / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,8108 Hallmark Place Hospitality / Gaithersburg / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -10839,0.25,/ / Brazil,ID,0.0749486652977412,14079,Channel Partner,SMB,139.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 +10839,0.25,/ / Brazil,ID,0.0749486652977412,14079,Channel Partner,SMB,139.0,1.0,,1.0,engineering,3,,,,,/ / Brazil,associate/analyst,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,0 9007,0.0,/ / India,ID,0.0289256198347107,17028,,Enterprise,,,,,community and social services,1,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Gas Station,174,0 10200,1.0,/Indaiatuba/Brazil,AS,0.0039370078740157,9535,Specifier/ Influencer,SMB,2.0,,,,engineering,318,Quotation or Purchase Consultation,vrf,,,/Indaiatuba/Brazil,partner,LGESP,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Manufacturing,97,0 -8920,1.0,/Santa Rosa/United States,ID,0.1186440677966101,22393,Channel Partner,SMB,,,,,business development,68,Quotation or Purchase Consultation,oled signage,,,/Santa Rosa/United States,ceo/founder,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,568,0 -10867,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 -190,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,0 +8920,1.0,/Santa Rosa/United States,ID,0.1186440677966101,22393,Channel Partner,SMB,,,,,business development,68,Quotation or Purchase Consultation,oled signage,,,/Santa Rosa/United States,ceo/founder,LGEUS,3 months ~ 6 months,0,1,0.0011827288932506,0.0498402555910543,retail,,568,1 +10867,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +190,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,1 6841,0.25,366Scenic Hwy Lawrenceville / GA / United States,AS,,3009,,Enterprise,,,,,,19,Product Information,,,,366Scenic Hwy Lawrenceville / GA / United States,none,LGEUS,,0,0,,,,,731,0 -12936,1.0,/ / Australia,AS,,37584,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,1 +12936,1.0,/ / Australia,AS,,37584,Specifier/ Influencer,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,0 20748,1.0,/Mexico/Mexico,AS,,703,Specifier/ Influencer,Enterprise,,,,,sales,7,Quotation or Purchase Consultation,multi-split,,,/Mexico/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,2.3159381337232847e-06,0.2272727272727272,power plant / renewable energy,Others,42,0 11606,0.5,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,marketing,3,Others,interactive signage,,,/ Hyderabad / India,manager,LGEIL,,0,0,,,,,174,0 20847,1.0,/ La Cisterna / Chile,ID,0.0476190476190476,8723,End Customer,Enterprise,,,,,operations,39,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ La Cisterna / Chile,others,LGECL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,580,0 1747,1.0,/ Amritsar / India,ID,,6135,,Enterprise,,,,,administrative,26,Technical Consultation,interactive signage,,,/ Amritsar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 15201,0.25,/ Bogotá / Colombia,AS,,43529,End Customer,Enterprise,,,,,,3,,vrf,,,/ Bogotá / Colombia,associate/analyst,LGECB,,0,0,,,,,39,0 9552,1.0,/ Rome / Italy,ID,0.025,45034,Channel Partner,SMB,,,,,purchasing,112,Quotation or Purchase Consultation,others,,,/ Rome / Italy,ceo/founder,LGEIS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,843,1 -9935,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9935,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3811,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34,0 -7134,1.0,/ Metro Manila / Philippines,AS,,34573,End Customer,SMB,,,,,marketing,3,Quotation or Purchase Consultation,etc.,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 +7134,1.0,/ Metro Manila / Philippines,AS,,34573,End Customer,SMB,,,,,marketing,3,Quotation or Purchase Consultation,etc.,,,/ Metro Manila / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,1 9733,0.25,3570 Bridgewell Court Cloud IT / Fort Myers / United States,IT,,149,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3570 Bridgewell Court Cloud IT / Fort Myers / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 19197,1.0,/ Belo Horizonte / Brazil,ID,0.0538922155688622,34742,Service Partner,Enterprise,,,,,entrepreneurship,88,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA046,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,167,1 12390,0.5,/ Nimbahera / India,AS,,47466,End Customer,Enterprise,19.0,,,,,12,Quotation or Purchase Consultation,etc.,3.0 TR -1 Nos. Cassette,,/ Nimbahera / India,none,LGEIL,,0,0,,,,,48,0 @@ -3306,7 +3306,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14064,0.25,/ Recife pe / Brazil,AS,,38000,End Customer,Enterprise,,,,,engineering,3,,,,,/ Recife pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 3604,1.0,/ Geelong / Australia,AS,,19695,Specifier/ Influencer,SMB,,,,,engineering,130,Quotation or Purchase Consultation,heating,,,/ Geelong / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139,0 20838,1.0,/ / Panama,ID,0.0476190476190476,23838,End Customer,Enterprise,,,,,engineering,488,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ / Panama,manager,LGEPS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,192,0 -20878,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,product management,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 +20878,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,product management,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,0 1383,1.0,/CHENNAI/India,ID,,33072,,Enterprise,1.0,,,,education,25,Quotation or Purchase Consultation,interactive digital board,,,/CHENNAI/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 1240,0.25,Cloud IT / / United States,IT,0.0434782608695652,21789,,SMB,,,1.0,1.0,,274,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 15878,0.5,/ Caracas / Venezuela,AS,,21441,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 @@ -3318,10 +3318,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11255,1.0,/ Hariharpara / India,ID,,37399,,Enterprise,,,,,education,16,Quotation or Purchase Consultation,interactive signage,,,/ Hariharpara / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 586,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 18289,0.0,/ / Peru,ID,0.0327868852459016,17320,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -206,1.0,/Elmwood Park/United States,ID,0.0446428571428571,3871,End Customer,SMB,,1.0,,1.0,engineering,472,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (NA),/Elmwood Park/United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,332,0 +206,1.0,/Elmwood Park/United States,ID,0.0446428571428571,3871,End Customer,SMB,,1.0,,1.0,engineering,472,Quotation or Purchase Consultation,standard signage,UHD TV Signage,43UR640S (NA),/Elmwood Park/United States,associate/analyst,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,332,1 11230,1.0,/ Nagpur / India,ID,,22802,,Enterprise,,,,,education,15,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 12261,1.0,/mazowieckie/Poland,AS,,4306,Specifier/ Influencer,Enterprise,,,,,engineering,739,Quotation or Purchase Consultation,etc.,,,/mazowieckie/Poland,entry level,LGEPL,less than 3 months,0,0,,,,,694,0 -9233,1.0,/ / United States,ID,,12890,End Customer,SMB,,1.0,,1.0,information technology,234,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,333,0 +9233,1.0,/ / United States,ID,,12890,End Customer,SMB,,1.0,,1.0,information technology,234,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ / United States,ceo/founder,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,333,1 6942,0.25,Newyork Parkview apartments 22122 / NY / United States,AS,,38937,,Enterprise,,,,,,5,Product Information,,,,Newyork Parkview apartments 22122 / NY / United States,none,LGEUS,,0,0,,,,,731,0 8420,0.75,/ / United States,IT,,5828,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,projector,,,/ / United States,none,LGEUS,less than 3 months,0,0,0.0005719551277132,,education,,360,0 15045,0.5,/ Santiago / Chile,AS,,31549,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Santiago / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 @@ -3332,116 +3332,116 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10759,0.25,/ / Peru,ID,0.0749486652977412,13897,End Customer,Enterprise,,1.0,,1.0,,10,,,,,/ / Peru,none,LGEPR,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 11652,0.5,/Chandugarh/India,ID,,5497,,SMB,,,,,k12 school,3,Quotation or Purchase Consultation,,,,/Chandugarh/India,director,LGEIL,,0,0,,,,,174,0 7181,1.0,/ Taguig / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,16,Quotation or Purchase Consultation,multi-split,,,/ Taguig / Philippines,entry level,LGEPH,more than a year,0,0,,,,,120,0 -19586,1.0,/Sorocaba/Brazil,ID,0.0732484076433121,34078,End Customer,Enterprise,,,,,marketing,436,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,,/Sorocaba/Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,0 +19586,1.0,/Sorocaba/Brazil,ID,0.0732484076433121,34078,End Customer,Enterprise,,,,,marketing,436,Quotation or Purchase Consultation,standard signage,WebOS UHD Signage,,/Sorocaba/Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 7402,1.0,/ Goiás / Rio Verde / Brazil,AS,,27467,Specifier/ Influencer,SMB,,,,,engineering,45,Quotation or Purchase Consultation,vrf,,,/ Goiás / Rio Verde / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 10994,0.25,/ / France,ID,0.0199004975124378,6713,,Enterprise,13.0,1.0,,1.0,others,3,,,,,/ / France,others,LGEFS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,261,0 18693,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 20028,1.0,/ ระยอง / Thailand,AS,0.0227272727272727,47365,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,single-split,,,/ ระยอง / Thailand,manager,LGETH,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,775,0 8102,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28811,End Customer,SMB,,,,,engineering,185,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353,1 -7125,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +7125,1.0,/ / Philippines,AS,,27737,Specifier/ Influencer,SMB,0.0,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 19971,1.0,/ Aparecida - SP / Brazil,AS,0.004,24831,Channel Partner,SMB,,,,,purchasing,62,Quotation or Purchase Consultation,ventilation,,,/ Aparecida - SP / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 5494,0.5,/São Paulo/Brazil,AS,,20273,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 -3759,1.0,/Coimbatore/India,AS,,40850,End Customer,Enterprise,,,,,sales,30,Quotation or Purchase Consultation,vrf,,,/Coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,11,0 -9965,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +3759,1.0,/Coimbatore/India,AS,,40850,End Customer,Enterprise,,,,,sales,30,Quotation or Purchase Consultation,vrf,,,/Coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,11,1 +9965,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 12117,0.25,/ / Greece,ID,,20649,,SMB,,,,,,3,Others,,,,/ / Greece,none,LGEHS,,0,0,,,,,593,0 16856,1.0,/ makati / Philippines,AS,,555,Specifier/ Influencer,Enterprise,,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -11654,0.5,/ Noida / India,ID,,25094,,Enterprise,,,,,consulting,3,Technical Consultation,interactive signage,,,/ Noida / India,director,LGEIL,,0,0,,,,,174,1 +11654,0.5,/ Noida / India,ID,,25094,,Enterprise,,,,,consulting,3,Technical Consultation,interactive signage,,,/ Noida / India,director,LGEIL,,0,0,,,,,174,0 9753,0.25,12044 Shadowbrook Lane Cloud IT / Orlando / United States,IT,,25368,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,12044 Shadowbrook Lane Cloud IT / Orlando / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 21265,1.0,/ / Argentina,ID,0.0422535211267605,22520,End Customer,SMB,1.0,,,,engineering,163,Quotation or Purchase Consultation,standard signage,,,/ / Argentina,associate/analyst,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,325,1 17740,0.5,/ Haelen / Belgium,AS,,31865,Specifier/ Influencer,SMB,,,,,,89,Quotation or Purchase Consultation,,,,/ Haelen / Belgium,none,LGEBN,,0,0,0.0005432224318428,0.022633744855967,special purpose,,772,0 9582,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 9453,0.25,W126 N7449 Flint Drive Menomonee Falls VA,IT,0.5,25236,End Customer,SMB,,,,,,51,Quotation or Purchase Consultation,cloud device,,,W126 N7449 Flint Drive Menomonee Falls VA,none,LGEUS,,0,0,0.0002153634176709,,factory,Manufacturing Factory / Plant,375,1 -11088,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,1 +11088,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,0 20199,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,920,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Shopping Mall,97,0 11076,1.0,/ Córdoba / Argentina,ID,0.0749486652977412,29857,End Customer,SMB,,1.0,,1.0,administrative,923,Quotation or Purchase Consultation,standard signage,,,/ Córdoba / Argentina,associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,325,1 7027,0.25,199 quarry road / SC / United States,AS,,15878,,Enterprise,42.0,,,,,121,Others,,,,199 quarry road / SC / United States,none,LGEUS,,0,0,,,,,731,0 16073,0.25,9942 State Road 52 Hudson FL 34669 / FL / United States,AS,,28206,,SMB,,,,,,66,Product Information,,,,9942 State Road 52 Hudson FL 34669 / FL / United States,none,LGEUS,,0,0,,,,,731,0 -443,0.25,//United States,ID,0.0446428571428571,16225,Channel Partner,SMB,0.0,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -8972,1.0,//United States,ID,0.1186440677966101,47466,End Customer,Enterprise,16.0,,,,other,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,867,0 +443,0.25,//United States,ID,0.0446428571428571,16225,Channel Partner,SMB,0.0,1.0,,1.0,,119,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,0 +8972,1.0,//United States,ID,0.1186440677966101,47466,End Customer,Enterprise,16.0,,,,other,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,867,1 10973,0.25,/ Hartford / United States,ID,0.0446428571428571,18216,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Hartford / United States,none,LGEUS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,194,0 11827,0.5,/ Mumbai / India,ID,,35822,,SMB,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,others,LGEIL,,0,0,,,,,174,0 -7081,1.0,/ Rizal / Philippines,AS,,26208,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7081,1.0,/ Rizal / Philippines,AS,,26208,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 5949,0.5,/ São Paulo / Brazil,AS,,40436,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 21198,1.0,/ ceara / Brazil,AS,,30926,End Customer,SMB,1.0,,,,engineering,72,Others,etc.,,,/ ceara / Brazil,others,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 14717,0.5,/ São José / Brazil,AS,,10354,End Customer,Enterprise,,,,,operations,67,Quotation or Purchase Consultation,vrf,,,/ São José / Brazil,partner,LGESP,,0,0,,,,,97,0 8001,1.0,/Nottingham/United Kingdom,ID,0.0135135135135135,20752,End Customer,SMB,,,,,purchasing,528,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/Nottingham/United Kingdom,ceo/founder,LGEUK,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,185,0 -10725,1.0,/ RM / Santiago / Chile,ID,0.0749486652977412,17395,End Customer,SMB,,1.0,,1.0,program and project management,147,Quotation or Purchase Consultation,video wall signage,,,/ RM / Santiago / Chile,manager,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580,0 +10725,1.0,/ RM / Santiago / Chile,ID,0.0749486652977412,17395,End Customer,SMB,,1.0,,1.0,program and project management,147,Quotation or Purchase Consultation,video wall signage,,,/ RM / Santiago / Chile,manager,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,580,1 15625,0.5,/ Yucatán / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,45,Quotation or Purchase Consultation,single-split,,,/ Yucatán / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 -20813,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,0 +20813,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,1 15312,0.25,/ Manisa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,16,Quotation or Purchase Consultation,multi-split,,,/ Manisa / Türkiye,none,LGETK,,0,0,,,,,103,0 1496,0.75,//Indonesia,ID,,33851,End Customer,SMB,,,,,information technology,116,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,43UH5J-H,//Indonesia,none,LGEIN,less than 3 months,0,0,,,,,362,1 296,1.0,/ / Saudi Arabia,ID,0.075,24777,End Customer,SMB,,1.0,,1.0,consulting,79,Quotation or Purchase Consultation,oled signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,295,1 20665,1.0,/ / Türkiye,ID,0.1136363636363636,20415,End Customer,Enterprise,,,,,human resources,48,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Türkiye,associate/analyst,LGETK,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,285,0 2331,1.0,/ / Egypt,ID,,7413,End Customer,SMB,,,,,information technology,30,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 533,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -21050,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 -3347,0.75,/Toulouse/France,ID,,34414,Service Partner,SMB,,,,,arts and design,171,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/Toulouse/France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,354,0 -19430,1.0,/ Barra Velha/SC / Brazil,AS,0.0037878787878787,44856,End Customer,SMB,0.0,,,,support,164,Quotation or Purchase Consultation,,,,/ Barra Velha/SC / Brazil,intern,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,1 +21050,1.0,/ São Paulo / Brazil,ID,0.0476190476190476,11797,End Customer,SMB,,,,,operations,469,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ São Paulo / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +3347,0.75,/Toulouse/France,ID,,34414,Service Partner,SMB,,,,,arts and design,171,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,,/Toulouse/France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,354,1 +19430,1.0,/ Barra Velha/SC / Brazil,AS,0.0037878787878787,44856,End Customer,SMB,0.0,,,,support,164,Quotation or Purchase Consultation,,,,/ Barra Velha/SC / Brazil,intern,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 13168,1.0,/ / Vietnam,AS,,46911,End Customer,SMB,,,,,engineering,47,Quotation or Purchase Consultation,vrf,,,/ / Vietnam,associate/analyst,LGEVH,more than a year,0,0,,,,,759,0 -1688,1.0,/ Mumbai / India,ID,,13692,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,0 +1688,1.0,/ Mumbai / India,ID,,13692,,Enterprise,,,,,education,22,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,more than a year,0,0,,,,,145,1 19154,0.25,/ test city / United States,IT,0.6428571428571429,310,,SMB,,,,,,3,Quotation or Purchase Consultation,,,Radiology,/ test city / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,,194,0 -2458,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,1 +2458,0.75,/ / Hong Kong,ID,,31206,End Customer,SMB,,,,,administrative,72,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,0,0,,,,,337,0 12939,1.0,/Abudhabi /U.A.E,AS,,11536,Specifier/ Influencer,SMB,,,,,engineering,17,Quotation or Purchase Consultation,vrf,,,/Abudhabi /U.A.E,associate/analyst,LGEGF,9 months ~ 1 year,0,0,,,,,626,0 -8488,1.0,/ St Albans / Australia,ID,,45823,End Customer,SMB,,,,,information technology,156,Quotation or Purchase Consultation,hospital tv,,,/ St Albans / Australia,trainee,LGEAP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,553,0 +8488,1.0,/ St Albans / Australia,ID,,45823,End Customer,SMB,,,,,information technology,156,Quotation or Purchase Consultation,hospital tv,,,/ St Albans / Australia,trainee,LGEAP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,553,1 17565,0.75,//Germany,IT,,47466,Channel Partner,Enterprise,2.0,,,,,137,Quotation or Purchase Consultation,,,,//Germany,none,LGEDG,less than 3 months,0,0,,,,,428,1 12459,1.0,/ บุรีรัมย์ / Thailand,AS,,47330,Specifier/ Influencer,Enterprise,,,,,engineering,16,Quotation or Purchase Consultation,vrf,,,/ บุรีรัมย์ / Thailand,manager,LGETH,less than 3 months,0,0,,,,,1026,0 13194,0.5,/Makati City/Philippines,AS,,35824,End Customer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,,,,/Makati City/Philippines,manager,LGEPH,,0,0,,,,,0,1 12601,0.75,/ Bolivar / Colombia,AS,,16807,End Customer,SMB,,,,,,179,Quotation or Purchase Consultation,multi-split,,,/ Bolivar / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 15023,0.5,/ Santiago / Chile,AS,,10352,Specifier/ Influencer,Enterprise,,,,,others,3,,single-split,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,,,,,728,0 1660,1.0,/ Hyderabad / India,ID,,37680,,Enterprise,,,,,arts and design,22,Quotation or Purchase Consultation,interactive signage,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -4733,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,141,Quotation or Purchase Consultation,etc.,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 +4733,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,141,Quotation or Purchase Consultation,etc.,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 16042,0.25,Sremska 4a / Beograd / Serbia,AS,,44570,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,Sremska 4a / Beograd / Serbia,partner,LGEMK,,0,0,,,,,766,0 -10729,0.75,/ / Colombia,ID,0.0749486652977412,37567,,SMB,,1.0,,1.0,others,8,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,1 +10729,0.75,/ / Colombia,ID,0.0749486652977412,37567,,SMB,,1.0,,1.0,others,8,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 841,0.25,Corporate / /,ID,0.0446428571428571,30420,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9755,0.25,1701 Century Center Cv Cloud IT / Memphis / United States,IT,,39423,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cv Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15618,0.5,/ Cdmx / Mexico,AS,,36484,Specifier/ Influencer,Enterprise,,,,,community and social services,3,,vrf,,,/ Cdmx / Mexico,director,LGEMS,less than 3 months,0,0,,,,,42,0 -8882,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,1 -8979,1.0,/ / United States,ID,0.1186440677966101,31677,End Customer,SMB,,,,,operations,61,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/ / United States,director,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),333,0 +8882,1.0,/ Dubai / U.A.E,ID,0.0491803278688524,39097,Channel Partner,SMB,,,,,business development,20,Others,video wall signage,VL5F Series,49VL5F-A,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Pharmacy,227,0 +8979,1.0,/ / United States,ID,0.1186440677966101,31677,End Customer,SMB,,,,,operations,61,Quotation or Purchase Consultation,special signage,Ultra Stretch Signage,86BH5F-M,/ / United States,director,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),333,1 11306,1.0,/ / U.A.E,ID,,4606,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / U.A.E,manager,LGEGF,6 months ~ 9 months,0,0,,,,,209,0 12124,1.0,/Cebu City/Philippines,ID,,24985,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,268,0 -8529,0.25,/ Colorado Springs / United States,ID,,32063,,SMB,,,,,,26,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Colorado Springs / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,0 +8529,0.25,/ Colorado Springs / United States,ID,,32063,,SMB,,,,,,26,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Colorado Springs / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,567,1 6604,0.25,/ COUPEVILLE / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,29,Quotation or Purchase Consultation,heating,,,/ COUPEVILLE / United States,none,LGEUS,,0,0,,,,,731,0 9467,0.5,/ Vadodara / India,ID,0.3333333333333333,30060,End Customer,SMB,,,,,operations,36,Quotation or Purchase Consultation,oled signage,Transparent OLED,55EW5G,/ Vadodara / India,none,LGEIL,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,166,1 3741,1.0,/ Bareilly / India,AS,,12249,End Customer,SMB,,,,,marketing,35,Quotation or Purchase Consultation,etc.,,,/ Bareilly / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,734,0 -2867,1.0,/ / Hungary,ID,,46873,Channel Partner,SMB,,,,,others,561,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Hungary,ceo/founder,LGEMK,less than 3 months,0,0,,,,,158,0 +2867,1.0,/ / Hungary,ID,,46873,Channel Partner,SMB,,,,,others,561,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / Hungary,ceo/founder,LGEMK,less than 3 months,0,0,,,,,158,1 17516,0.25,/ / Germany,IT,,7594,End Customer,Enterprise,0.0,,,,sales,3,,,,,/ / Germany,manager,LGEDG,,0,0,,,,,428,0 -21308,1.0,/JAKARTA SELATAN/Indonesia,AS,,33877,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,etc.,,,/JAKARTA SELATAN/Indonesia,others,LGEIN,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,965,0 +21308,1.0,/JAKARTA SELATAN/Indonesia,AS,,33877,End Customer,SMB,,,,,purchasing,155,Quotation or Purchase Consultation,etc.,,,/JAKARTA SELATAN/Indonesia,others,LGEIN,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,965,1 5564,0.5,/ Mairiporã-SP / Brazil,AS,,25988,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Mairiporã-SP / Brazil,others,LGESP,,0,0,,,,,97,0 735,0.0,Corporate / /,ID,0.0446428571428571,13395,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 8875,1.0,/ CASCAVEL / Brazil,ID,0.0732484076433121,25506,End Customer,Enterprise,,,,,administrative,61,Quotation or Purchase Consultation,high brightness signage,,,/ CASCAVEL / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 17345,0.75,/ / Peru,AS,,14402,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Peru,associate/analyst,LGEPR,9 months ~ 1 year,0,0,,,,,125,0 -2582,1.0,/ / India,ID,,44392,End Customer,SMB,,,,,engineering,62,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / India,vice president,LGEIL,less than 3 months,0,0,,,,,145,0 +2582,1.0,/ / India,ID,,44392,End Customer,SMB,,,,,engineering,62,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / India,vice president,LGEIL,less than 3 months,0,0,,,,,145,1 17158,1.0,/ Mazowieckie warszawa / Poland,AS,,33394,Specifier/ Influencer,Enterprise,2.0,,,,product management,48,Usage or Technical Consultation,control,,,/ Mazowieckie warszawa / Poland,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694,0 5171,0.5,/SAO PAULO/Brazil,AS,,24546,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/SAO PAULO/Brazil,others,LGESP,,0,0,,,,,97,0 20994,0.0,/ / Spain,ID,0.025,33459,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 -11977,0.25,/ / Brazil,ID,,8163,,SMB,,,,,,378,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,480,0 +11977,0.25,/ / Brazil,ID,,8163,,SMB,,,,,,378,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,480,1 19927,1.0,/ Mallet / Brazil,ID,0.0732484076433121,8186,End Customer,SMB,,,,,information technology,211,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Mallet / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Hyper Market & Grocery,279,1 14303,0.25,/ Marília SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,67,Quotation or Purchase Consultation,multi-split,,,/ Marília SP / Brazil,none,LGESP,,0,0,,,,,97,0 -19627,1.0,/ Bogotá / Colombia,ID,0.0732484076433121,25601,End Customer,Enterprise,,,,,administrative,104,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,55XS2E,/ Bogotá / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187,1 +19627,1.0,/ Bogotá / Colombia,ID,0.0732484076433121,25601,End Customer,Enterprise,,,,,administrative,104,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,55XS2E,/ Bogotá / Colombia,ceo/founder,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,187,0 11929,0.0,/ / Brazil,ID,,40804,,Enterprise,,,,,education,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 2456,0.75,/ / Saudi Arabia,ID,,46578,Specifier/ Influencer,Enterprise,,,,,business development,184,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR762H (MEA),/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 9254,0.25,/ Nashville / United States,ID,,44376,,SMB,,1.0,,1.0,,47,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Nashville / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,566,1 15900,0.5,/ San José / Costa Rica,AS,,1927,Channel Partner,SMB,24.0,,,,engineering,3,,vrf,,,/ San José / Costa Rica,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 3144,0.5,/ / U.A.E,ID,,32424,End Customer,SMB,,,,,marketing,43,Quotation or Purchase Consultation,led signage,Transparent LED Film,LTAK140-GV,/ / U.A.E,manager,LGEGF,,0,0,,,,,308,0 -821,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -19123,1.0,/ / Poland,IT,0.2307692307692307,23019,End Customer,SMB,,,,,healthcare services,68,Quotation or Purchase Consultation,monitor,,,/ / Poland,others,LGEPL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,800,0 +821,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +19123,1.0,/ / Poland,IT,0.2307692307692307,23019,End Customer,SMB,,,,,healthcare services,68,Quotation or Purchase Consultation,monitor,,,/ / Poland,others,LGEPL,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,800,1 21217,1.0,/ / Poland,IT,,21302,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,monitor,,,/ / Poland,ceo/founder,LGEPL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,800,0 18322,0.0,/ / Peru,ID,0.0327868852459016,43119,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 20248,1.0,/ Bolívar / Colombia,AS,0.004,395,End Customer,Enterprise,16.0,,,,administrative,219,Quotation or Purchase Consultation,vrf,,,/ Bolívar / Colombia,ceo/founder,LGECB,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,699,0 8144,0.25,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,IT,,21218,Solution Eco-Partner,SMB,,,,,,45,Quotation or Purchase Consultation,,,,480 Totten Pond Rd Fl 6 480 Totten Pond Rd Cloud IT / Waltham / United States,none,LGEUS,,0,0,0.0005432224318428,,special purpose,Others,375,1 33,0.75,/ BOGOTA / Colombia,AS,0.0039370078740157,9192,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ BOGOTA / Colombia,director,LGECB,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,39,0 3324,0.25,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,ID,,41470,,SMB,,,,,,163,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,277 Lopategui Ave. Suite A-6 General/Guaynabo/United States,none,LGEUS,,0,0,,,,,310,1 -3272,0.5,/ FT HUACHUCA /,ID,,44233,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,0 +3272,0.5,/ FT HUACHUCA /,ID,,44233,End Customer,SMB,,,,,,107,Technical Consultation,,,,/ FT HUACHUCA /,none,LGEUS,less than 3 months,0,0,,,,,369,1 15423,0.25,/ Ain mlila / Algeria,AS,,47466,End Customer,Enterprise,3.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ain mlila / Algeria,none,LGEAS,,0,0,,,,,739,0 -10882,0.25,/ / Brazil,ID,0.0749486652977412,24619,Solution Eco-Partner,SMB,26.0,1.0,,1.0,operations,3,,,,,/ / Brazil,others,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +10882,0.25,/ / Brazil,ID,0.0749486652977412,24619,Solution Eco-Partner,SMB,26.0,1.0,,1.0,operations,3,,,,,/ / Brazil,others,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,0 18887,1.0,/ Rio de Janeiro / Brazil,ID,0.0327868852459016,37033,End Customer,SMB,,,,,marketing,134,Quotation or Purchase Consultation,high brightness signage,Outdoor Display,75XE3C,/ Rio de Janeiro / Brazil,director,LGESP,more than a year,1,0,0.0005719551277132,0.048629531388152,education,,480,1 56,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,17506,Specifier/ Influencer,Enterprise,,,,,engineering,108,Quotation or Purchase Consultation,multi-split,,,/ Dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,25,0 18544,0.0,/ / Peru,ID,0.0327868852459016,20866,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 11014,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,27255,End Customer,SMB,12.0,1.0,,1.0,consulting,159,Quotation or Purchase Consultation,oled signage,,,/ São Paulo / Brazil,c-level executive,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 3717,0.75,/ Tangeran / Indonesia,AS,,13373,End Customer,Enterprise,,,,,engineering,2,,vrf,,,/ Tangeran / Indonesia,trainee,LGEIN,9 months ~ 1 year,0,0,,,,,122,0 -2864,0.75,//Argentina,ID,,34597,Service Partner,SMB,1.0,,,,sales,341,Technical Consultation,one:quick series,One:Quick Works,55CT5WJ,//Argentina,none,LGEAR,less than 3 months,0,0,,,,,325,0 +2864,0.75,//Argentina,ID,,34597,Service Partner,SMB,1.0,,,,sales,341,Technical Consultation,one:quick series,One:Quick Works,55CT5WJ,//Argentina,none,LGEAR,less than 3 months,0,0,,,,,325,1 5093,0.5,/ São Paulo / Brazil,AS,,27354,,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -8832,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,0 +8832,1.0,/ / United States,IT,,43562,End Customer,Enterprise,0.0,,,,administrative,114,Quotation or Purchase Consultation,monitor,,,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,,government department,General Government Office,360,1 7497,0.75,/ / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,34,,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 7056,0.25,/ Lisboa / Portugal,AS,,47466,End Customer,Enterprise,105.0,,,,,21,Quotation or Purchase Consultation,etc.,,,/ Lisboa / Portugal,none,LGEPT,,0,0,,,,,769,0 8365,0.25,/ Glendale / United States,ID,0.3902439024390244,39435,,SMB,,,,,,112,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Glendale / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,868,1 @@ -3449,49 +3449,49 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8744,1.0,/ PH / Nigeria,AS,0.0496894409937888,1045,End Customer,Enterprise,,,,,engineering,128,Quotation or Purchase Consultation,single-split,,,/ PH / Nigeria,manager,LGEAF,3 months ~ 6 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,141,0 20129,1.0,/ Atlantico/barranquilla / Colombia,AS,0.004,24573,Specifier/ Influencer,Enterprise,,,,,administrative,85,Quotation or Purchase Consultation,etc.,,,/ Atlantico/barranquilla / Colombia,ceo/founder,LGECB,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,39,0 10089,0.25,233 South Beaudry Avenue Los Angeles CA,IT,,25855,End Customer,SMB,,,,,,52,Quotation or Purchase Consultation,,,,233 South Beaudry Avenue Los Angeles CA,none,LGEUS,,0,0,2.5889552307882245e-05,,public facility,Others,375,1 -20814,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,0 +20814,1.0,/ / Hungary,ID,0.025,16477,Specifier/ Influencer,SMB,,,,,engineering,322,Quotation or Purchase Consultation,,,,/ / Hungary,associate/analyst,LGEMK,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,1 10327,1.0,//Philippines,AS,0.0666666666666666,13565,,SMB,0.0,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,//Philippines,ceo/founder,LGEPH,6 months ~ 9 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,0,1 16787,0.75,/ / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,product management,3,,,,,/ / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 10078,0.25,3545 Lakeland Dr Cloud IT / Flowood / United States,IT,,6481,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3545 Lakeland Dr Cloud IT / Flowood / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 1543,1.0,/Surat/India,ID,,40267,,Enterprise,,,,,education,11,Quotation or Purchase Consultation,interactive digital board,,,/Surat/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 115,1.0,/ Singapore / Singapore,AS,,1226,Specifier/ Influencer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,14,0 -19025,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +19025,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 1540,1.0,/Delhi/India,ID,,27434,,SMB,3.0,,,,education,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 7336,0.75,/ Depok / Indonesia,AS,,11126,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Depok / Indonesia,partner,LGEIN,more than a year,0,0,,,,,723,0 8828,0.5,/Mumbai /India,AS,0.0714285714285714,10704,End Customer,Enterprise,3.0,,,,engineering,49,Quotation or Purchase Consultation,etc.,,,/Mumbai /India,manager,LGEIL,,0,0,9.65915660650443e-05,0.0227272727272727,government department,General Government Office,672,0 -2495,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 -3709,0.5,/ Bandung / Indonesia,AS,,34053,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 -9292,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +2495,1.0,/ Mumbai / India,ID,,34075,,Enterprise,,,,,accounting,12,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 +3709,0.5,/ Bandung / Indonesia,AS,,34053,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Bandung / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +9292,1.0,/ / Mexico,ID,0.1241217798594847,8969,End Customer,SMB,,1.0,,1.0,information technology,105,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,55US660H (NA),/ / Mexico,manager,LGEMS,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,1 2918,0.75,/ Scottsdale / United States,ID,,23204,End Customer,SMB,,,,,real estate,87,Quotation or Purchase Consultation,video wall signage,,,/ Scottsdale / United States,none,LGEUS,more than a year,0,0,,,,,568,1 10712,1.0,/ Curitiba / Brazil,ID,0.0749486652977412,38927,Service Partner,SMB,,1.0,,1.0,program and project management,143,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,278,1 15597,0.5,/ Ciudad de México / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,engineering,3,,chiller,,,/ Ciudad de México / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 2283,0.75,/ / U.A.E,ID,,3857,End Customer,Enterprise,,,,,education,142,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 -16498,0.25,"Via di Torricola Nuova, 8 / Roma / Italy",AS,,40407,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,"Via di Torricola Nuova, 8 / Roma / Italy",director,LGEIS,,0,0,,,,,341,1 +16498,0.25,"Via di Torricola Nuova, 8 / Roma / Italy",AS,,40407,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,,vrf,,,"Via di Torricola Nuova, 8 / Roma / Italy",director,LGEIS,,0,0,,,,,341,0 18748,0.0,/ / Peru,ID,0.0327868852459016,9962,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 5887,0.5,/ / Brazil,AS,,5436,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 -9409,1.0,/ / Italy,ID,0.0416666666666666,4265,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,0 +9409,1.0,/ / Italy,ID,0.0416666666666666,4265,Service Partner,SMB,,,,,arts and design,467,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,55EW5TK-A,/ / Italy,ceo/founder,LGEIS,6 months ~ 9 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,578,1 8216,1.0,/ cdmx / Panama,ID,0.0327868852459016,19479,End Customer,Enterprise,,,,,human resources,2,Others,software solution,,,/ cdmx / Panama,others,LGEMS,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,189,0 20682,0.25,/Kingwood/United States,ID,,19253,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Kingwood/United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,310,0 12915,0.5,/ / Brazil,AS,,19823,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ / Brazil,none,LGESP,less than 3 months,0,0,,,,,97,0 20387,0.25,/ / Brazil,ID,0.1241217798594847,39386,End Customer,Enterprise,,1.0,,1.0,,44,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 -2212,1.0,/ Patna Bihar / India,ID,,12269,,Enterprise,,,,,education,6,Others,interactive signage,,,/ Patna Bihar / India,others,LGEIL,less than 3 months,0,0,,,,,164,0 +2212,1.0,/ Patna Bihar / India,ID,,12269,,Enterprise,,,,,education,6,Others,interactive signage,,,/ Patna Bihar / India,others,LGEIL,less than 3 months,0,0,,,,,164,1 20073,1.0,/ MG / Brazil,AS,0.004,40776,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,single-split,,,/ MG / Brazil,director,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 -17777,0.75,/ Charkhi dadri / India,ID,0.0311958405545927,27468,End Customer,Enterprise,,,,,others,24,Technical Consultation,interactive signage,,,/ Charkhi dadri / India,others,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,165,0 +17777,0.75,/ Charkhi dadri / India,ID,0.0311958405545927,27468,End Customer,Enterprise,,,,,others,24,Technical Consultation,interactive signage,,,/ Charkhi dadri / India,others,LGEIL,,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,165,1 7962,0.25,36295 Graham Street Education / White Castle / United States,IT,,45884,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,36295 Graham Street Education / White Castle / United States,none,LGEUS,,0,0,,,,,374,0 15862,0.5,/ San Pedro Sula / Honduras,AS,,35592,Channel Partner,SMB,19.0,,,,engineering,3,,vrf,,,/ San Pedro Sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654,0 2305,1.0,//United Kingdom,ID,,41155,End Customer,SMB,,,,,information technology,261,Quotation or Purchase Consultation,webos,SuperSign CMS,55EF5F-L,//United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185,0 -3786,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,,,,,19,1 +3786,0.25,/ Chennai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,252,Quotation or Purchase Consultation,multi-split,,,/ Chennai / India,none,LGEIL,,0,0,,,,,19,0 12235,1.0,/ สมุทรปราการ / Thailand,AS,,26160,Specifier/ Influencer,Enterprise,2.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/ สมุทรปราการ / Thailand,ceo/founder,LGETH,more than a year,0,0,,,,,775,0 1438,1.0,/ / U.A.E,ID,,3766,End Customer,SMB,,,,,information technology,85,Technical Consultation,led signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 6955,0.25,4655 Longley Ln Suite 107 / NV / United States,AS,,34239,,SMB,,,,,,169,Product Information,,,,4655 Longley Ln Suite 107 / NV / United States,none,LGEUS,,0,0,,,,,731,0 -3124,0.25,/ Madurai / India,ID,,13855,,Enterprise,,,,,education,9,,,,,/ Madurai / India,partner,LGEIL,,0,0,,,,,149,0 +3124,0.25,/ Madurai / India,ID,,13855,,Enterprise,,,,,education,9,,,,,/ Madurai / India,partner,LGEIL,,0,0,,,,,149,1 20546,1.0,/ Hyderabad / India,AS,,44510,End Customer,Enterprise,,,,,real estate,11,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,673,0 2860,1.0,/ / Egypt,ID,,6199,End Customer,SMB,,,,,arts and design,54,Technical Consultation,oled signage,,,/ / Egypt,director,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 11185,1.0,/Delhi/India,ID,,6045,,Enterprise,,,,,consulting,23,Quotation or Purchase Consultation,interactive digital board,,,/Delhi/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 11884,0.5,/Nagpur/India,ID,,37418,,Enterprise,1.0,,,,education,3,Quotation or Purchase Consultation,,,,/Nagpur/India,professor,LGEIL,,0,0,,,,,148,1 16615,0.5,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,AS,,40491,End Customer,SMB,6.0,,,,,308,Quotation or Purchase Consultation,multi-split,,,VIA DANTE N. 34 - NUXIS (SU) / NUXIS (SU) - Via Dante n. 34 / Italy,none,LGEIS,3 months ~ 6 months,0,0,,,,,1033,1 -13191,0.5,/Cavite/Philippines,AS,,9614,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,ceo/founder,LGEPH,,0,0,,,,,83,1 -114,1.0,/ Singapore / Singapore,AS,0.0666666666666666,1226,End Customer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,14,0 +13191,0.5,/Cavite/Philippines,AS,,9614,Specifier/ Influencer,Enterprise,2.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Cavite/Philippines,ceo/founder,LGEPH,,0,0,,,,,83,0 +114,1.0,/ Singapore / Singapore,AS,0.0666666666666666,1226,End Customer,Enterprise,,,,,program and project management,219,Quotation or Purchase Consultation,single-split,,,/ Singapore / Singapore,director,LGESL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,14,1 3632,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 9749,0.25,1901 Main St Cloud IT / Columbia / United States,IT,,42196,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1901 Main St Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 6771,0.25,1131 w Custer Pl unit B / CO / United States,AS,,40973,,SMB,,,,,,139,Product Information,,,,1131 w Custer Pl unit B / CO / United States,none,LGEUS,,0,0,,,,,731,0 @@ -3500,50 +3500,50 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13080,0.75,/ Singapore / Singapore,AS,,20304,Specifier/ Influencer,SMB,,,,,consulting,3,,etc.,"VRF,Multi-Split",,/ Singapore / Singapore,director,LGESL,less than 3 months,0,0,,,,,73,0 5333,0.5,/São Paulo/Brazil,AS,,40415,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 223,1.0,//Hong Kong,ID,0.0843373493975903,44744,End Customer,SMB,,1.0,,1.0,administrative,53,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,75TC3D,//Hong Kong,manager,LGEHK,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,337,1 -7362,1.0,/ HYDERABAD / India,AS,,30249,End Customer,SMB,,,,,administrative,68,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,manager,LGEIL,less than 3 months,0,0,,,,,4,1 +7362,1.0,/ HYDERABAD / India,AS,,30249,End Customer,SMB,,,,,administrative,68,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,manager,LGEIL,less than 3 months,0,0,,,,,4,0 7090,1.0,/ Laguna / Philippines,AS,,11948,End Customer,Enterprise,,,,,engineering,9,Quotation or Purchase Consultation,vrf,,,/ Laguna / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 -8505,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,0 +8505,1.0,//United States,ID,,39989,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VL5PJ,//United States,vice president,LGEUS,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,310,1 6151,0.25,/ Votuporanga / Brazil,AS,,28562,,Enterprise,,,,,others,3,,multi-split,,,/ Votuporanga / Brazil,others,LGESP,,0,0,,,,,97,0 14825,0.25,/ São Paulo/SP / Brazil,AS,,14890,End Customer,SMB,,,,,education,3,,,,,/ São Paulo/SP / Brazil,others,LGESP,,0,0,,,,,97,0 -11948,0.0,/ / Brazil,ID,,46554,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,1 +11948,0.0,/ / Brazil,ID,,46554,,Enterprise,,,,,administrative,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 14424,0.25,/ RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,121,Quotation or Purchase Consultation,multi-split,,,/ RS / Brazil,none,LGESP,,0,0,,,,,97,0 9612,1.0,/ Jeddah / Saudi Arabia,ID,,6164,End Customer,SMB,,,,,purchasing,64,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Jeddah / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,219,0 19273,1.0,/ Texcoco / Mexico,ID,0.0538922155688622,41289,End Customer,Enterprise,,,,,administrative,87,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ Texcoco / Mexico,partner,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Officetel,188,0 2368,1.0,/ / United States,ID,,38837,End Customer,SMB,2.0,,,,business development,85,Technical Consultation,webos,,,/ / United States,manager,LGEUS,less than 3 months,0,0,,,,,562,1 18385,0.0,/ / Peru,ID,0.0327868852459016,7061,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 19619,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,37257,End Customer,SMB,,,,,marketing,125,Quotation or Purchase Consultation,webos,,,/ São Paulo / Brazil,others,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 -17889,1.0,/ Espinar / Peru,ID,0.0327868852459016,10041,End Customer,Enterprise,,,,,administrative,99,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Espinar / Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,190,0 +17889,1.0,/ Espinar / Peru,ID,0.0327868852459016,10041,End Customer,Enterprise,,,,,administrative,99,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Espinar / Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Others,190,1 16723,0.25,VIALE VOLTURNO 61/A / PARMA / Italy,AS,,27480,End Customer,Enterprise,,,,,,3,,vrf,,,VIALE VOLTURNO 61/A / PARMA / Italy,others,LGEIS,,0,0,,,,,341,0 17463,0.75,/dolnosląskie/Poland,IT,,31794,End Customer,SMB,,,,,other,424,Quotation or Purchase Consultation,monitor,,,/dolnosląskie/Poland,none,LGEPL,less than 3 months,0,0,,,,,800,0 -9068,1.0,/ / U.A.E,ID,0.0491803278688524,23898,Channel Partner,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,308,0 +9068,1.0,/ / U.A.E,ID,0.0491803278688524,23898,Channel Partner,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / U.A.E,manager,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Real-Estate Agency,308,1 20339,1.0,/ PORTO SEGURO BAHIA / Brazil,ID,0.1241217798594847,45220,End Customer,SMB,,1.0,,1.0,administrative,68,Quotation or Purchase Consultation,oled signage,OLED Pro Monitor,65EP5G,/ PORTO SEGURO BAHIA / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 19495,0.0,/ / Peru,ID,0.0544217687074829,37585,,SMB,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258,0 3895,1.0,/ KHOBAR / Saudi Arabia,AS,,2193,Specifier/ Influencer,SMB,,,,,consulting,384,Quotation or Purchase Consultation,multi-split,,,/ KHOBAR / Saudi Arabia,entry level,LGESJ,less than 3 months,0,0,,,,,44,0 -4345,0.25,/ Munger / India,AS,,36411,End Customer,Enterprise,14.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Munger / India,none,LGEIL,,0,0,,,,,600,0 +4345,0.25,/ Munger / India,AS,,36411,End Customer,Enterprise,14.0,,,,,58,Quotation or Purchase Consultation,multi-split,,,/ Munger / India,none,LGEIL,,0,0,,,,,600,1 7676,1.0,/ Sharjah / U.A.E,IT,,32008,End Customer,Enterprise,24.0,,,,healthcare services,192,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/ Sharjah / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,780,0 -16275,0.25,"via c. battisti, 3b / mira / Italy",AS,,32215,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"via c. battisti, 3b / mira / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +16275,0.25,"via c. battisti, 3b / mira / Italy",AS,,32215,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,"via c. battisti, 3b / mira / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 14440,0.25,/ Rio de janeiro / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,16,Quotation or Purchase Consultation,etc.,,,/ Rio de janeiro / Brazil,none,LGESP,,0,0,,,,,97,0 -15774,0.0,/ oranienbaum / Germany,AS,,33333,,SMB,,,,,legal,3,,,,,/ oranienbaum / Germany,none,LGEDG,,0,0,,,,,126,1 +15774,0.0,/ oranienbaum / Germany,AS,,33333,,SMB,,,,,legal,3,,,,,/ oranienbaum / Germany,none,LGEDG,,0,0,,,,,126,0 17557,0.0,/ Milano / Italy,IT,,21997,,SMB,,,,,sales,3,,,,,/ Milano / Italy,none,LGEIS,,0,0,,,,,571,0 1285,0.25,Cloud IT / Jersey City / United States,IT,0.0434782608695652,43062,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 18238,0.0,/ / Peru,ID,0.0327868852459016,29308,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 -8248,0.25,/ / Australia,ID,0.2142857142857142,7970,End Customer,SMB,,,,,education,14,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +8248,0.25,/ / Australia,ID,0.2142857142857142,7970,End Customer,SMB,,,,,education,14,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 3407,1.0,/Ahemdabad /India,ID,,31621,End Customer,SMB,,,,,purchasing,42,Quotation or Purchase Consultation,hotel tv,,,/Ahemdabad /India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 8951,0.75,/Dubai/U.A.E,ID,0.0491803278688524,21781,Channel Partner,SMB,,,,,information technology,80,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/Dubai/U.A.E,none,LGEGF,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,227,1 -20270,1.0,/ Kaarst / Germany,IT,,24295,End Customer,SMB,,,,,,643,Quotation or Purchase Consultation,laptop,,,/ Kaarst / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 -1718,1.0,/ Chandigarh / India,ID,,40344,,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,165,0 +20270,1.0,/ Kaarst / Germany,IT,,24295,End Customer,SMB,,,,,,643,Quotation or Purchase Consultation,laptop,,,/ Kaarst / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,1 +1718,1.0,/ Chandigarh / India,ID,,40344,,Enterprise,,,,,entrepreneurship,12,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,165,1 14851,0.5,/ Rio de Janeiro / Brazil,AS,,1057,End Customer,Enterprise,,,,,others,69,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 20428,0.0,Hospitality / / United States,ID,,29721,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 984,0.25,Corporate / /,ID,0.0446428571428571,29592,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 -2917,0.75,47 Broad st / ELIZABETH / NJ,ID,,30677,Channel Partner,SMB,,,,,,39,Others,,,,47 Broad st / ELIZABETH / NJ,none,LGEUS,less than 3 months,0,0,,,,,576,0 -1478,1.0,"/ Great Falls, MT / United States",ID,,7069,Specifier/ Influencer,SMB,,,,,arts and design,787,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,"/ Great Falls, MT / United States",manager,LGEUS,3 months ~ 6 months,0,0,,,,,152,0 +2917,0.75,47 Broad st / ELIZABETH / NJ,ID,,30677,Channel Partner,SMB,,,,,,39,Others,,,,47 Broad st / ELIZABETH / NJ,none,LGEUS,less than 3 months,0,0,,,,,576,1 +1478,1.0,"/ Great Falls, MT / United States",ID,,7069,Specifier/ Influencer,SMB,,,,,arts and design,787,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,"/ Great Falls, MT / United States",manager,LGEUS,3 months ~ 6 months,0,0,,,,,152,1 4877,0.5,/ / Brazil,AS,,32566,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,manager,LGESP,,0,0,,,,,97,0 6434,0.25,/ Lydney Gloucestershire / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,97,Quotation or Purchase Consultation,heating,,,/ Lydney Gloucestershire / United Kingdom,none,LGEUK,,0,0,,,,,755,0 -16489,0.25,Via Valassina 89/90 / Paderno Dugnano / Italy,AS,,40129,Specifier/ Influencer,SMB,,,,,program and project management,3,,vrf,,,Via Valassina 89/90 / Paderno Dugnano / Italy,entry level,LGEIS,,0,0,,,,,341,1 +16489,0.25,Via Valassina 89/90 / Paderno Dugnano / Italy,AS,,40129,Specifier/ Influencer,SMB,,,,,program and project management,3,,vrf,,,Via Valassina 89/90 / Paderno Dugnano / Italy,entry level,LGEIS,,0,0,,,,,341,0 5205,0.5,/ Sao Paulo / Brazil,AS,,4909,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 2707,1.0,/ RAK / U.A.E,ID,,3743,End Customer,SMB,,,,,information technology,38,Quotation or Purchase Consultation,interactive signage,,,/ RAK / U.A.E,director,LGEGF,less than 3 months,0,0,,,,,219,0 7522,0.75,/ Sohsg / Egypt,AS,,47101,,Enterprise,,,,,accounting,3,,,,,/ Sohsg / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 -19929,1.0,/ Santiago de Chile / Chile,ID,0.0732484076433121,3303,Specifier/ Influencer,Enterprise,,,,,purchasing,22,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,LSBA039,/ Santiago de Chile / Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,580,1 +19929,1.0,/ Santiago de Chile / Chile,ID,0.0732484076433121,3303,Specifier/ Influencer,Enterprise,,,,,purchasing,22,Quotation or Purchase Consultation,hotel tv,LG LED All-in-One Essential Series,LSBA039,/ Santiago de Chile / Chile,manager,LGECL,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,580,0 3215,0.25,/ / United States,ID,,34532,,SMB,,,,,,208,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,,0,0,,,,,556,1 1999,1.0,/Dhamnod Dhar M.P/India,ID,,45095,,Enterprise,,,,,education,24,Quotation or Purchase Consultation,interactive digital board,,,/Dhamnod Dhar M.P/India,director,LGEIL,more than a year,0,0,,,,,174,0 17949,0.0,/ / India,ID,0.0311958405545927,9624,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 @@ -3551,19 +3551,19 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 17299,1.0,/Querétaro /Mexico,AS,,44660,End Customer,Enterprise,,,,,operations,78,Quotation or Purchase Consultation,vrf,,,/Querétaro /Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 21303,1.0,/San Julian/Argentina,ID,0.0422535211267605,30009,End Customer,SMB,0.0,,,,business development,228,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",,/San Julian/Argentina,partner,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,325,1 4947,0.5,/ / Brazil,AS,,45263,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 -8908,1.0,/ / Argentina,ID,0.0732484076433121,5442,,SMB,1.0,,,,administrative,9,Quotation or Purchase Consultation,standard signage,UH5F Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,1 -20496,1.0,/ Cuiaba / Brazil,ID,0.1241217798594847,6943,End Customer,Enterprise,,1.0,,1.0,finance,21,Quotation or Purchase Consultation,pro:centric,Hotel Quick Menu,,/ Cuiaba / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +8908,1.0,/ / Argentina,ID,0.0732484076433121,5442,,SMB,1.0,,,,administrative,9,Quotation or Purchase Consultation,standard signage,UH5F Series,,/ / Argentina,others,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 +20496,1.0,/ Cuiaba / Brazil,ID,0.1241217798594847,6943,End Customer,Enterprise,,1.0,,1.0,finance,21,Quotation or Purchase Consultation,pro:centric,Hotel Quick Menu,,/ Cuiaba / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 15501,0.25,/ القاهرة / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,etc.,,,/ القاهرة / Egypt,none,LGEEG,,0,0,,,,,56,0 8255,0.25,/ / Australia,ID,0.2142857142857142,42426,End Customer,SMB,,,,,program and project management,28,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 -15762,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +15762,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 14876,0.25,/ Recife / Brazil,AS,,30384,,SMB,,,,,operations,3,,,,,/ Recife / Brazil,others,LGESP,,0,0,,,,,97,0 13657,0.5,/ Indaiatuba SP / Brazil,AS,,41166,,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Indaiatuba SP / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 14935,0.5,/กรุงเทพฯ/Thailand,AS,,38497,,Enterprise,9.0,,,,others,3,Quotation or Purchase Consultation,etc.,,,/กรุงเทพฯ/Thailand,others,LGETH,,0,0,,,,,753,0 12947,0.75,/ Rancagua / Chile,AS,,42542,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Rancagua / Chile,ceo/founder,LGECL,3 months ~ 6 months,0,0,,,,,124,0 7526,0.25,/ / Egypt,AS,,9801,,Enterprise,,,,,,1,,,,,/ / Egypt,none,LGEEG,,0,0,,,,,51,0 15535,0.5,/ guadalajara / Mexico,AS,,33709,Specifier/ Influencer,SMB,12.0,,,,engineering,3,,vrf,,,/ guadalajara / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 -19159,1.0,/fusagasuga/Colombia,IT,0.3333333333333333,16821,End Customer,SMB,,,,,administrative,42,Request for Distributorship,monitor,,,/fusagasuga/Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,0 -88,0.75,/ ujjain / India,AS,0.0888888888888888,47466,End Customer,Enterprise,19.0,,,,,35,Quotation or Purchase Consultation,vrf,,,/ ujjain / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Agriculture,137,0 +19159,1.0,/fusagasuga/Colombia,IT,0.3333333333333333,16821,End Customer,SMB,,,,,administrative,42,Request for Distributorship,monitor,,,/fusagasuga/Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,1 +88,0.75,/ ujjain / India,AS,0.0888888888888888,47466,End Customer,Enterprise,19.0,,,,,35,Quotation or Purchase Consultation,vrf,,,/ ujjain / India,none,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Agriculture,137,1 6910,0.25,PO Box 1025 / CA / United States,AS,,36379,,SMB,,,,,,254,Product Information,,,,PO Box 1025 / CA / United States,none,LGEUS,,0,0,,,,,731,0 19201,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25714,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572,1 2605,1.0,/ ongole / India,ID,,1029,,Enterprise,,,,,education,5,Quotation or Purchase Consultation,interactive signage,,,/ ongole / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -3571,27 +3571,27 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19843,0.25,/ / Brazil,ID,0.0732484076433121,47466,Channel Partner,Enterprise,53.0,,,,administrative,108,Request for Partnership,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 6769,0.25,350 Guthrie rd. / PA / United States,AS,,7337,,SMB,1.0,,,,,142,Product Information,,,,350 Guthrie rd. / PA / United States,none,LGEUS,,0,0,,,,,731,0 15871,0.5,/ Guayaquil / Ecuador,AS,,31864,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Guayaquil / Ecuador,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 -17822,1.0,/ / United Kingdom,ID,0.0175438596491228,24169,End Customer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/ / United Kingdom,ceo/founder,LGEUK,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,185,0 +17822,1.0,/ / United Kingdom,ID,0.0175438596491228,24169,End Customer,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/ / United Kingdom,ceo/founder,LGEUK,9 months ~ 1 year,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,185,1 1182,0.75,/ / Hong Kong,ID,0.0843373493975903,42887,End Customer,SMB,,1.0,,1.0,sales,217,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 15335,0.25,/ Aydın kuşadası / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,25,Quotation or Purchase Consultation,heating,,,/ Aydın kuşadası / Türkiye,none,LGETK,,0,0,,,,,103,0 4050,0.5,/Ormoc/Philippines,AS,,14517,End Customer,Enterprise,,,,,engineering,26,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 8395,0.75,/ Firenze / Italy,ID,0.0175438596491228,9792,End Customer,SMB,,,,,program and project management,100,Quotation or Purchase Consultation,standard signage,UH5F-H Series,75UH5F-H,/ Firenze / Italy,ceo/founder,LGEIS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,341,1 7960,0.25,100 E Cameron Ave Education / Chapel Hill / United States,IT,,43755,,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,100 E Cameron Ave Education / Chapel Hill / United States,none,LGEUS,,0,0,,,,,374,0 -8492,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,0 +8492,1.0,/ / U.A.E,ID,,13597,Specifier/ Influencer,SMB,,,,,information technology,138,Quotation or Purchase Consultation,hospital tv,UT662M Series,50UT662M (MEA),/ / U.A.E,manager,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,General Hospital,874,1 7608,1.0,/ Singapore / Singapore,AS,,17628,Specifier/ Influencer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,chiller,,,/ Singapore / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73,0 -1283,0.25,14058 Mirabella Dr Education / Herriman / United States,IT,0.0434782608695652,16431,,SMB,,,1.0,1.0,,133,Quotation or Purchase Consultation,,,,14058 Mirabella Dr Education / Herriman / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,1 -1812,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,0 +1283,0.25,14058 Mirabella Dr Education / Herriman / United States,IT,0.0434782608695652,16431,,SMB,,,1.0,1.0,,133,Quotation or Purchase Consultation,,,,14058 Mirabella Dr Education / Herriman / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,374,0 +1812,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,1 304,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356,1 10265,1.0,/ Leon / Mexico,AS,0.0039370078740157,16627,Specifier/ Influencer,SMB,,,,,engineering,143,Trainings,vrf,,,/ Leon / Mexico,director,LGEMS,more than a year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 21258,1.0,/ / Mexico,ID,0.0422535211267605,37894,,Enterprise,,,,,sales,3,Quotation or Purchase Consultation,,,,/ / Mexico,manager,LGEMS,3 months ~ 6 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,189,0 -10014,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10014,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 4892,0.5,/São Paulo/Brazil,AS,,11463,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,manager,LGESP,,0,0,,,,,97,0 9579,0.25,Education / / UNITED STATES,ID,0.8333333333333334,26303,End Customer,Enterprise,32.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,353,1 17079,1.0,/ Doha / Qatar,AS,,16340,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,/ Doha / Qatar,manager,LGEGF,9 months ~ 1 year,0,0,,,,,1055,0 -8699,1.0,/Gauteng/South Africa,AS,0.0496894409937888,30323,,SMB,,,,,real estate,42,Quotation or Purchase Consultation,multi-split,,,/Gauteng/South Africa,ceo/founder,LGESA,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,26,1 +8699,1.0,/Gauteng/South Africa,AS,0.0496894409937888,30323,,SMB,,,,,real estate,42,Quotation or Purchase Consultation,multi-split,,,/Gauteng/South Africa,ceo/founder,LGESA,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Townhouse,26,0 10191,1.0,/Brasilia/DF/Brazil,AS,0.0039370078740157,40333,,SMB,,,,,administrative,181,Quotation or Purchase Consultation,single-split,,,/Brasilia/DF/Brazil,manager,LGESP,9 months ~ 1 year,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,97,0 9748,0.25,1201 W. Peachtree St Cloud IT / Atlanta / United States,IT,,2753,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1201 W. Peachtree St Cloud IT / Atlanta / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -8978,1.0,4015 RED BANK RD /CINCINNATI/United States,ID,0.1186440677966101,42242,End Customer,SMB,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,4015 RED BANK RD /CINCINNATI/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,194,0 +8978,1.0,4015 RED BANK RD /CINCINNATI/United States,ID,0.1186440677966101,42242,End Customer,SMB,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,4015 RED BANK RD /CINCINNATI/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,194,1 2742,1.0,/ / South Africa,ID,,5775,End Customer,SMB,,,,,purchasing,52,Technical Consultation,led signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 6475,0.25,/ Qalubia / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,301,Quotation or Purchase Consultation,multi-split,,,/ Qalubia / Egypt,none,LGEEG,,0,0,,,,,56,0 19391,0.25,/ Valledupar / Colombia,AS,0.0037878787878787,32776,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ Valledupar / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 @@ -3599,8 +3599,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5629,0.5,/ São Paulo / Brazil,AS,,10811,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 21340,1.0,/ New York / Mexico,AS,0.04,13831,End Customer,Enterprise,,,,,education,7,Services,ventilation,,,/ New York / Mexico,trainee,LGEMS,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,,42,0 3265,0.5,/ /,ID,,45222,Channel Partner,SMB,,,,,,372,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,1 -7593,1.0,/ JEDDAH / Saudi Arabia,AS,,37714,End Customer,SMB,,,,,engineering,91,Product Information,vrf,,,/ JEDDAH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13,1 -20451,0.0,Hospitality / / United States,ID,,20019,End Customer,SMB,4.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +7593,1.0,/ JEDDAH / Saudi Arabia,AS,,37714,End Customer,SMB,,,,,engineering,91,Product Information,vrf,,,/ JEDDAH / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,13,0 +20451,0.0,Hospitality / / United States,ID,,20019,End Customer,SMB,4.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 13635,0.5,/ Rio de Janeiro / Brazil,AS,,14567,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 8830,1.0,/LUCKNOW/India,AS,0.0714285714285714,12627,Specifier/ Influencer,Enterprise,2.0,,,,others,225,Quotation or Purchase Consultation,etc.,,,/LUCKNOW/India,others,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,Military,22,1 8503,1.0,/ New Delhi / India,ID,0.0833333333333333,28737,End Customer,SMB,2.0,,,,information technology,85,Quotation or Purchase Consultation,led signage,Premium Slim Series,LBS062DA4-V,/ New Delhi / India,manager,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,174,0 @@ -3617,7 +3617,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18455,0.0,/ / Peru,ID,0.0327868852459016,9942,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 4132,0.25,/ Cabuyao City Laguna / Philippines,AS,,13380,End Customer,Enterprise,,,,,,100,Quotation or Purchase Consultation,multi-split,,,/ Cabuyao City Laguna / Philippines,none,LGEPH,,0,0,,,,,121,0 8685,1.0,/ Jorhat / India,AS,0.0677966101694915,26555,End Customer,Enterprise,,,,,others,86,Quotation or Purchase Consultation,multi-split,,,/ Jorhat / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,7,1 -8103,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28812,End Customer,SMB,,,,,engineering,148,Technical Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353,0 +8103,1.0,1600 Ken Thompson Pkwy General / Sarasota / United States,ID,0.3333333333333333,28812,End Customer,SMB,,,,,engineering,148,Technical Consultation,oled signage,Transparent OLED Signage,55EW5G-V,1600 Ken Thompson Pkwy General / Sarasota / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),353,1 11967,0.0,/ / Brazil,ID,,4936,,Enterprise,,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,316,0 3437,1.0,/ surat / India,ID,,18009,,SMB,,,,,curation,1,Others,interactive signage,,,/ surat / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 19590,1.0,/ são paulo / Brazil,ID,0.0732484076433121,36907,End Customer,SMB,,,,,finance,143,Quotation or Purchase Consultation,led signage,,,/ são paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,279,1 @@ -3632,7 +3632,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 21176,1.0,/ ES / Brazil,AS,,16655,Specifier/ Influencer,Enterprise,,,,,sales,324,Trainings,etc.,,,/ ES / Brazil,entry level,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 19470,0.5,/ / Peru,ID,0.0544217687074829,24778,,Enterprise,,,,,military and protective services,3,,,,,/ / Peru,none,LGEPR,more than a year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,258,0 18940,0.75,/ São Paulo SP / Brazil,AS,0.0151515151515151,156,Specifier/ Influencer,Enterprise,16.0,,,,engineering,31,,vrf,,,/ São Paulo SP / Brazil,associate/analyst,LGESP,less than 3 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),97,0 -215,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,0 +215,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,1 7920,0.25,//United States,IT,,30777,,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,438,1 2586,1.0,/ Buxar / India,ID,,42326,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Buxar / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 10053,0.25,3801 Latona Ave Ne Cloud IT / Seattle / United States,IT,,13188,End Customer,SMB,,,,,,20,Quotation or Purchase Consultation,,,,3801 Latona Ave Ne Cloud IT / Seattle / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439,0 @@ -3641,25 +3641,25 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1287,0.25,Cloud IT / Macungie / United States,IT,0.0434782608695652,24115,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Macungie / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 19320,1.0,/ Belo Horizonte / Brazil,AS,0.0037878787878787,41807,Specifier/ Influencer,SMB,,,,,engineering,56,Quotation or Purchase Consultation,vrf,,,/ Belo Horizonte / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,97,0 19870,0.5,/ / Peru,ID,0.0732484076433121,29859,,Enterprise,,,,,sales,33,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,more than a year,0,0,0.0011827288932506,0.0498402555910543,retail,,258,0 -7369,1.0,/THEKKADY/India,AS,,45925,End Customer,Enterprise,,,,,program and project management,91,Quotation or Purchase Consultation,single-split,,,/THEKKADY/India,director,LGEIL,9 months ~ 1 year,0,0,,,,,34,0 -4374,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,1 +7369,1.0,/THEKKADY/India,AS,,45925,End Customer,Enterprise,,,,,program and project management,91,Quotation or Purchase Consultation,single-split,,,/THEKKADY/India,director,LGEIL,9 months ~ 1 year,0,0,,,,,34,1 +4374,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,0 2034,0.75,/ Gurgaon / India,ID,,19784,End Customer,SMB,,,,,engineering,112,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ Gurgaon / India,none,LGEIL,less than 3 months,0,0,,,,,315,0 7926,0.25,//United States,IT,,20943,,SMB,0.0,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,375,1 6874,0.25,575 Starboard Road Northwest / NC / United States,AS,,32572,,Enterprise,,,,,,168,Product Information,,,,575 Starboard Road Northwest / NC / United States,none,LGEUS,,0,0,,,,,731,0 8879,1.0,/ / U.A.E,ID,0.0491803278688524,26609,End Customer,Enterprise,,,,,operations,101,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,227,1 -1813,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,0 +1813,1.0,/ Udaipur / India,ID,,43619,,SMB,,,,,purchasing,31,Quotation or Purchase Consultation,interactive signage,,,/ Udaipur / India,manager,LGEIL,less than 3 months,0,0,,,,,173,1 18839,0.0,/ / United States,ID,0.3902439024390244,30613,,Enterprise,,,,,education,3,,,,,/ / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194,0 12424,0.75,/ Maceió / Brazil,AS,,42902,End Customer,Enterprise,,,,,others,3,,chiller,,,/ Maceió / Brazil,entry level,LGESP,less than 3 months,0,0,,,,,97,0 19131,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838,1 10491,1.0,/ / Hong Kong,ID,0.0843373493975903,39740,End Customer,Enterprise,,1.0,,1.0,others,115,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Developer/Property,337,1 -17204,1.0,/ Hồ Chí Minh / Vietnam,AS,,43539,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +17204,1.0,/ Hồ Chí Minh / Vietnam,AS,,43539,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,multi-split,,,/ Hồ Chí Minh / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 13669,0.5,/ Nova Serrana/MG / Brazil,AS,,12375,End Customer,Enterprise,,,,,others,79,Quotation or Purchase Consultation,,,,/ Nova Serrana/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 9344,1.0,"/ P.O. Box 411, Baysh / Saudi Arabia",AS,0.0202020202020202,1396,End Customer,SMB,,,,,purchasing,116,Quotation or Purchase Consultation,etc.,,,"/ P.O. Box 411, Baysh / Saudi Arabia",c-level executive,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,6,1 -16760,0.25,Via Squero 12/1 / Noventa Padovana / Italy,AS,,33003,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,Via Squero 12/1 / Noventa Padovana / Italy,others,LGEIS,,0,0,,,,,341,1 +16760,0.25,Via Squero 12/1 / Noventa Padovana / Italy,AS,,33003,Specifier/ Influencer,SMB,,,,,consulting,3,,vrf,,,Via Squero 12/1 / Noventa Padovana / Italy,others,LGEIS,,0,0,,,,,341,0 11090,1.0,/ Santiago / Chile,IT,0.0446428571428571,13912,End Customer,Enterprise,,,1.0,1.0,healthcare services,314,Quotation or Purchase Consultation,monitor,,,/ Santiago / Chile,ceo/founder,LGECL,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Healthcare,982,0 17073,1.0,/ NSW / Australia,AS,,11276,End Customer,Enterprise,115.0,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,others,LGEAP,less than 3 months,0,0,,,,,138,0 -17748,1.0,/ Bad Homburg / Germany,IT,,44463,Channel Partner,SMB,,,,,,453,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Bad Homburg / Germany,others,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,838,0 -18079,0.25,/ / Vietnam,ID,0.2142857142857142,31529,,Enterprise,,,,,education,3,,interactive signage,,,/ / Vietnam,c-level executive,LGEVH,,0,0,0.0005719551277132,0.048629531388152,education,,324,1 +17748,1.0,/ Bad Homburg / Germany,IT,,44463,Channel Partner,SMB,,,,,,453,Quotation or Purchase Consultation,medical display,Clinical Review Monitors,,/ Bad Homburg / Germany,others,LGEDG,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,838,1 +18079,0.25,/ / Vietnam,ID,0.2142857142857142,31529,,Enterprise,,,,,education,3,,interactive signage,,,/ / Vietnam,c-level executive,LGEVH,,0,0,0.0005719551277132,0.048629531388152,education,,324,0 12431,0.75,/ Campo Grande / Brazil,AS,,10412,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Campo Grande / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 2128,1.0,/ Maharashtra / India,ID,,12364,,Enterprise,,,,,administrative,16,Quotation or Purchase Consultation,interactive signage,,,/ Maharashtra / India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 17823,0.75,/ / Colombia,ID,0.0327868852459016,9584,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,,,,/ / Colombia,none,LGECB,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 @@ -3672,7 +3672,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9204,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 4759,0.25,/Mumbai /India,AS,,26897,Developer,SMB,,,,,,10,Quotation or Purchase Consultation,,,,/Mumbai /India,none,LGEIL,,0,0,,,,,672,0 4538,0.25,/ Yeddumailaram / India,AS,,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,multi-split,,,/ Yeddumailaram / India,none,LGEIL,,0,0,,,,,115,0 -17751,1.0,/ / Germany,IT,,29901,End Customer,SMB,,,,,others,524,Quotation or Purchase Consultation,laptop,,,/ / Germany,others,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,0 +17751,1.0,/ / Germany,IT,,29901,End Customer,SMB,,,,,others,524,Quotation or Purchase Consultation,laptop,,,/ / Germany,others,LGEDG,less than 3 months,0,0,0.0005432224318428,,special purpose,,428,1 3656,0.75,/ Talisay / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Talisay / Philippines,trainee,LGEPH,less than 3 months,0,0,,,,,616,1 12923,1.0,/ Alagoas / Brazil,AS,,29908,End Customer,Enterprise,,,,,administrative,69,Quotation or Purchase Consultation,multi-split,,,/ Alagoas / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 3830,1.0,/ Sohar / Oman,AS,,31441,End Customer,SMB,0.0,,,,sales,2,Quotation or Purchase Consultation,multi-split,,,/ Sohar / Oman,manager,LGEGF,3 months ~ 6 months,0,0,,,,,727,0 @@ -3691,10 +3691,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12958,0.75,/ Barranquilla / Colombia,AS,,35955,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Barranquilla / Colombia,ceo/founder,LGECB,less than 3 months,0,0,,,,,650,0 18542,0.0,/ / Peru,ID,0.0327868852459016,18416,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 19112,1.0,/ São Paulo / Brazil,ID,0.2692307692307692,39093,End Customer,SMB,1.0,,,,purchasing,207,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,572,1 -10005,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10005,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 3377,1.0,/ Gorakhpur / India,ID,,47466,,Enterprise,4.0,,,,education,59,Quotation or Purchase Consultation,interactive signage,,,/ Gorakhpur / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,356,0 2306,1.0,/ London / United Kingdom,ID,,46028,End Customer,SMB,,,,,information technology,96,Quotation or Purchase Consultation,standard signage,UT640S Series,55UT640S (EU),/ London / United Kingdom,manager,LGEUK,less than 3 months,0,0,,,,,185,0 -9938,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9938,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 14454,0.25,/ MG / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,54,Quotation or Purchase Consultation,single-split,,,/ MG / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 19132,1.0,/ Werdau / Germany,IT,0.2307692307692307,32674,End Customer,SMB,,,,,engineering,481,Quotation or Purchase Consultation,medical display,All Medical Display,,/ Werdau / Germany,entry level,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,838,1 405,0.25,Corporate / /,ID,0.0446428571428571,377,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 @@ -3707,13 +3707,13 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8157,1.0,/ / India,ID,0.0311958405545927,19237,End Customer,SMB,0.0,,,,education,27,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 706,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 8613,0.5,3900 Hoag Dr Medical/Newport Beach/United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,healthcare,140,Quotation or Purchase Consultation,,,,3900 Hoag Dr Medical/Newport Beach/United States,customer,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 -18944,0.75,/ santiago / Chile,AS,0.0151515151515151,43981,End Customer,Enterprise,1.0,,,,operations,3,,vrf,,,/ santiago / Chile,others,LGECL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),728,1 -2993,0.75,/ Corrèze / France,ID,,33524,End Customer,SMB,,,,,engineering,59,Quotation or Purchase Consultation,hotel tv,LT661H Series,32LT661H (EU),/ Corrèze / France,none,LGEFS,less than 3 months,0,0,,,,,474,0 -19091,0.0,/ / Peru,ID,0.2692307692307692,43033,,Enterprise,,,,,healthcare services,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,1 +18944,0.75,/ santiago / Chile,AS,0.0151515151515151,43981,End Customer,Enterprise,1.0,,,,operations,3,,vrf,,,/ santiago / Chile,others,LGECL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),728,0 +2993,0.75,/ Corrèze / France,ID,,33524,End Customer,SMB,,,,,engineering,59,Quotation or Purchase Consultation,hotel tv,LT661H Series,32LT661H (EU),/ Corrèze / France,none,LGEFS,less than 3 months,0,0,,,,,474,1 +19091,0.0,/ / Peru,ID,0.2692307692307692,43033,,Enterprise,,,,,healthcare services,3,,,,,/ / Peru,none,LGEPR,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,258,0 10379,1.0,/Embu das Artes/Brazil,AS,0.0039370078740157,39564,End Customer,Enterprise,,,,,engineering,58,Trainings,vrf,,,/Embu das Artes/Brazil,partner,LGESP,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 14714,0.5,/ Campo Grande / Brazil,AS,,25963,Specifier/ Influencer,Enterprise,,,,,administrative,17,Quotation or Purchase Consultation,multi-split,,,/ Campo Grande / Brazil,partner,LGESP,,0,0,,,,,1043,0 15567,0.5,/ Monterrey / Mexico,AS,,41495,Specifier/ Influencer,Enterprise,,,,,product management,3,,chiller,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 -19754,1.0,/ AGUASCALIENTES / Mexico,ID,0.0732484076433121,2266,End Customer,SMB,,,,,operations,350,Quotation or Purchase Consultation,high brightness signage,,,/ AGUASCALIENTES / Mexico,manager,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,0 +19754,1.0,/ AGUASCALIENTES / Mexico,ID,0.0732484076433121,2266,End Customer,SMB,,,,,operations,350,Quotation or Purchase Consultation,high brightness signage,,,/ AGUASCALIENTES / Mexico,manager,LGEMS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,203,1 19200,1.0,/ Manhuacu / Brazil,ID,0.0538922155688622,25713,End Customer,SMB,,,,,marketing,97,Quotation or Purchase Consultation,led signage,,,/ Manhuacu / Brazil,partner,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,572,1 3235,0.5,3113 W Hartnett Ave / Tampa / United States,ID,,23453,Channel Partner,Enterprise,,,,,,55,Quotation or Purchase Consultation,,,,3113 W Hartnett Ave / Tampa / United States,none,LGEUS,less than 3 months,0,0,,,,,310,0 6174,0.25,/ Porto Alegre / Brazil,AS,,43250,,Enterprise,,,,,others,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -3731,19 +3731,19 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 570,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 10991,0.25,/AIX EN PROVENCE/France,ID,0.0199004975124378,9687,End Customer,SMB,,1.0,,1.0,sales,493,Quotation or Purchase Consultation,webos,,,/AIX EN PROVENCE/France,none,LGEFS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,931,1 17571,1.0,/ / Mexico,ID,0.0806916426512968,29712,,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 -16667,0.25,"Via Oratorio,5 / Scandicci / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,engineering,3,,vrf,,,"Via Oratorio,5 / Scandicci / Italy",partner,LGEIS,,0,0,,,,,341,1 +16667,0.25,"Via Oratorio,5 / Scandicci / Italy",AS,,40491,Specifier/ Influencer,Enterprise,6.0,,,,engineering,3,,vrf,,,"Via Oratorio,5 / Scandicci / Italy",partner,LGEIS,,0,0,,,,,341,0 21158,1.0,/ DF / Brazil,AS,,28325,End Customer,SMB,1.0,,,,engineering,99,Others,vrf,,,/ DF / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 -3660,1.0,/ Lemery iloilo / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ Lemery iloilo / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 -1081,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +3660,1.0,/ Lemery iloilo / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ Lemery iloilo / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +1081,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9643,1.0,/ Riaydh / Saudi Arabia,AS,,32324,End Customer,Enterprise,,,,,others,67,Product Information,multi-split,,,/ Riaydh / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,45,0 21085,1.0,/ Paraná / Brazil,AS,,23650,End Customer,Enterprise,16.0,,,,others,213,Quotation or Purchase Consultation,,,,/ Paraná / Brazil,others,LGESP,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 3983,0.75,/ Giza / Egypt,AS,,19581,Specifier/ Influencer,Enterprise,1.0,,,,consulting,21,,,,,/ Giza / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,51,0 14322,0.25,/ santarem /pa / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,73,Quotation or Purchase Consultation,multi-split,,,/ santarem /pa / Brazil,none,LGESP,,0,0,,,,,97,0 -1530,1.0,/ Amravati / India,ID,,14344,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Amravati / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,0 -17634,0.25,/ / Germany,ID,0.0135135135135135,16497,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Germany,others,LGEDG,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),326,1 +1530,1.0,/ Amravati / India,ID,,14344,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Amravati / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,148,1 +17634,0.25,/ / Germany,ID,0.0135135135135135,16497,Channel Partner,Enterprise,,,,,,3,,led signage,,,/ / Germany,others,LGEDG,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),326,0 13811,0.5,/ Cuiaba / Brazil,AS,,8592,Specifier/ Influencer,Enterprise,,,,,operations,3,,vrf,,,/ Cuiaba / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 4062,0.5,/Ormoc city/Philippines,AS,,31881,End Customer,SMB,,,,,engineering,14,Quotation or Purchase Consultation,multi-split,,,/Ormoc city/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 -12845,0.5,/ Bekasi / Indonesia,AS,,26649,Channel Partner,Enterprise,,,,,finance,3,,vrf,,,/ Bekasi / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,955,1 +12845,0.5,/ Bekasi / Indonesia,AS,,26649,Channel Partner,Enterprise,,,,,finance,3,,vrf,,,/ Bekasi / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,955,0 18479,0.0,/ / Peru,ID,0.0327868852459016,3979,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 3230,0.5,2171 NE 44TH CT / POMPANO BEACH /,ID,,42333,,SMB,,,,,,459,Quotation or Purchase Consultation,,,,2171 NE 44TH CT / POMPANO BEACH /,none,LGEUS,less than 3 months,0,0,,,,,587,1 2405,0.75,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,ID,,2172,End Customer,SMB,,,,,,239,Quotation or Purchase Consultation,,,,WAY NO 2235 BUILDING NUMBER 1641A POST BOX 2506 POSTAL CODE 112 / QURUM /,none,LGEUS,less than 3 months,0,0,,,,,194,0 @@ -3751,9 +3751,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16515,0.25,Via Gaudenzio Fantoli 25 / Roma / Italy,AS,,20742,End Customer,Enterprise,0.0,,,,others,3,,vrf,,,Via Gaudenzio Fantoli 25 / Roma / Italy,director,LGEIS,,0,0,,,,,341,0 15819,0.5,/ Caracas / Venezuela,AS,,10428,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Caracas / Venezuela,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 19257,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572,1 -10613,1.0,/ / Vietnam,ID,0.0843373493975903,10996,,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,978,0 +10613,1.0,/ / Vietnam,ID,0.0843373493975903,10996,,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,vice president,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,978,1 18198,0.0,/ / Peru,ID,0.0327868852459016,13689,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -3072,0.5,/ / India,ID,,21010,Service Partner,SMB,,,,,business development,79,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / India,ceo/founder,LGEIL,,0,0,,,,,145,0 +3072,0.5,/ / India,ID,,21010,Service Partner,SMB,,,,,business development,79,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,65TR3DK-BG,/ / India,ceo/founder,LGEIL,,0,0,,,,,145,1 15123,0.5,/ Lima / Peru,AS,,32026,End Customer,Enterprise,,,,,operations,3,,vrf,,,/ Lima / Peru,others,LGECL,less than 3 months,0,0,,,,,728,0 19005,1.0,/ Bahia / Salvador / Brazil,AS,0.0681818181818181,20002,End Customer,SMB,,,,,engineering,72,Quotation or Purchase Consultation,vrf,,,/ Bahia / Salvador / Brazil,manager,LGESP,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,97,0 3335,0.25,/ / United States,ID,,25675,,Enterprise,,,,,,44,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,194,0 @@ -3762,26 +3762,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13583,0.0,/ Kolkata / India,AS,,35833,End Customer,SMB,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 669,0.25,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 6299,0.25,/ Amman jordan / Australia,AS,,47466,End Customer,Enterprise,115.0,,,,,42,Quotation or Purchase Consultation,control,,,/ Amman jordan / Australia,none,LGEAP,,0,0,,,,,66,0 -16549,0.0,/ / Italy,AS,,33443,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,1 +16549,0.0,/ / Italy,AS,,33443,Specifier/ Influencer,SMB,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 4416,0.25,/ VISAKHAPATNM / India,AS,,47466,End Customer,Enterprise,19.0,,,,,400,Quotation or Purchase Consultation,multi-split,,,/ VISAKHAPATNM / India,none,LGEIL,,0,0,,,,,116,0 -17858,0.75,/ roussillon / France,ID,0.0175438596491228,26154,End Customer,SMB,,,,,education,362,Technical Consultation,standard signage,UL3G Series,43UL3G-B,/ roussillon / France,none,LGEFS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,261,0 -3700,0.5,/ Surabaya / Indonesia,AS,,11140,Channel Partner,Enterprise,60.0,,,,engineering,11,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 -4717,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,1 -10008,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +17858,0.75,/ roussillon / France,ID,0.0175438596491228,26154,End Customer,SMB,,,,,education,362,Technical Consultation,standard signage,UL3G Series,43UL3G-B,/ roussillon / France,none,LGEFS,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,261,1 +3700,0.5,/ Surabaya / Indonesia,AS,,11140,Channel Partner,Enterprise,60.0,,,,engineering,11,,vrf,,,/ Surabaya / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 +4717,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 +10008,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 8712,0.25,/ thrissur / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,245,Quotation or Purchase Consultation,vrf,,,/ thrissur / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 5677,0.5,/ Taboão da Serra / Brazil,AS,,38238,,Enterprise,0.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Taboão da Serra / Brazil,others,LGESP,,0,0,,,,,97,0 573,0.25,Corporate / /,ID,0.0446428571428571,28134,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -9973,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9973,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 5280,0.5,/ São Paulo / Brazil,AS,,25665,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -8015,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,1 +8015,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,0 13438,0.0,/ / India,AS,,42262,End Customer,Enterprise,0.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 -3903,1.0,/ / Philippines,AS,,36129,Specifier/ Influencer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,135,0 +3903,1.0,/ / Philippines,AS,,36129,Specifier/ Influencer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,single-split,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,135,1 9731,0.25,602 Med Tech Parkway Cloud IT / Johnson City / United States,IT,,5405,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,602 Med Tech Parkway Cloud IT / Johnson City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -19568,1.0,"/ Rio Claro, SP / Brazil",ID,0.0732484076433121,17084,End Customer,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,"/ Rio Claro, SP / Brazil",others,LGESP,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,0 +19568,1.0,"/ Rio Claro, SP / Brazil",ID,0.0732484076433121,17084,End Customer,Enterprise,,,,,arts and design,104,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,"/ Rio Claro, SP / Brazil",others,LGESP,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,279,1 19139,0.75,Salzburger Straße 777/Schladming/Austria,IT,0.2307692307692307,24321,End Customer,SMB,,,,,administrative,582,Quotation or Purchase Consultation,laptop,,,Salzburger Straße 777/Schladming/Austria,none,LGEDG,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,,428,1 329,0.75,/GUWAHATI/India,ID,0.0575342465753424,30581,Solution Eco-Partner,Enterprise,,1.0,,1.0,consulting,71,Quotation or Purchase Consultation,standard signage,,,/GUWAHATI/India,partner,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,174,0 9431,0.25,/ Denver / United States,ID,,31185,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Denver / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 -6506,0.5,/Helwan /Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,70,Quotation or Purchase Consultation,chiller,,,/Helwan /Egypt,trainee,LGEEG,,0,0,,,,,51,1 +6506,0.5,/Helwan /Egypt,AS,,25309,End Customer,Enterprise,3.0,,,,engineering,70,Quotation or Purchase Consultation,chiller,,,/Helwan /Egypt,trainee,LGEEG,,0,0,,,,,51,0 20936,0.0,/ / Peru,ID,0.0476190476190476,9567,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 12688,0.75,/Lima/Peru,AS,,37233,,Enterprise,,,,,engineering,3,,vrf,,,/Lima/Peru,intern,LGEPR,more than a year,0,0,,,,,125,0 1865,1.0,/ nagpur / India,ID,,34998,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ nagpur / India,associate/analyst,LGEIL,more than a year,0,0,,,,,174,0 @@ -3789,36 +3789,36 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4039,0.75,/ Santo Domingo / Dominican Republic,AS,,37886,End Customer,Enterprise,,,,,support,9,,multi-split,,,/ Santo Domingo / Dominican Republic,intern,LGEPS,more than a year,0,0,,,,,654,0 6357,0.5,//U.A.E,AS,,34219,End Customer,Enterprise,,,,,engineering,54,Quotation or Purchase Consultation,multi-split,,,//U.A.E,others,LGEGF,,0,0,,,,,25,0 14344,0.25,/ CE / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,81,Quotation or Purchase Consultation,,,,/ CE / Brazil,none,LGESP,,0,0,,,,,97,0 -9996,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9996,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 15154,0.25,/ Jarocin / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,57,Quotation or Purchase Consultation,heating,,,/ Jarocin / Poland,none,LGEPL,,0,0,,,,,754,0 13249,0.25,/SURABAYA/Indonesia,AS,,33920,,Enterprise,6.0,,,,,3,Quotation or Purchase Consultation,,,,/SURABAYA/Indonesia,none,LGEIN,,0,0,,,,,670,0 17831,1.0,/ Bogota / Colombia,ID,0.0327868852459016,44020,End Customer,SMB,,,,,education,69,Quotation or Purchase Consultation,led signage,Digital Floor Series,LFCG039,/ Bogota / Colombia,others,LGECB,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),977,1 13013,0.75,/Juarez/Mexico,AS,,22350,,SMB,,,,,engineering,3,,etc.,,,/Juarez/Mexico,director,LGEMS,3 months ~ 6 months,0,0,,,,,42,0 14404,0.25,/ Macaé-Rj / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,199,Quotation or Purchase Consultation,,,,/ Macaé-Rj / Brazil,none,LGESP,,0,0,,,,,97,0 13155,1.0,/ wielkopolskie/Poznań / Poland,AS,,13889,End Customer,SMB,,,,,others,291,Quotation or Purchase Consultation,ventilation,,,/ wielkopolskie/Poznań / Poland,entry level,LGEPL,more than a year,0,0,,,,,1039,0 -8253,0.25,/ / Australia,ID,0.2142857142857142,13183,End Customer,SMB,,,,,entrepreneurship,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +8253,0.25,/ / Australia,ID,0.2142857142857142,13183,End Customer,SMB,,,,,entrepreneurship,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 15401,0.25,/ Antalya / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,11,Quotation or Purchase Consultation,heating,,,/ Antalya / Türkiye,none,LGETK,,0,0,,,,,103,0 -3641,0.75,/ Imus / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,,,,/ Imus / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,0 -20879,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,1 -7268,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,135,0 +3641,0.75,/ Imus / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,2,,,,,/ Imus / Philippines,manager,LGEPH,less than 3 months,0,0,,,,,616,1 +20879,0.0,/ / Brazil,ID,0.0476190476190476,17951,Channel Partner,SMB,223.0,,,,marketing,3,,,,,/ / Brazil,none,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,278,0 +7268,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,11,Quotation or Purchase Consultation,single-split,,,/ / Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,135,1 437,0.25,//United States,ID,0.0446428571428571,30665,End Customer,SMB,4.0,1.0,,1.0,,97,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,375,1 12080,0.25,/Orlando florida/United States,ID,,41656,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Orlando florida/United States,none,LGEUS,,0,0,,,,,205,0 6866,0.25,74 Patton rd / NC / United States,AS,,27777,,SMB,,,,,,43,Product Information,,,,74 Patton rd / NC / United States,none,LGEUS,,0,0,,,,,731,0 -16630,0.25,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",AS,,38004,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",c-level executive,LGEIS,,0,0,,,,,341,1 +16630,0.25,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",AS,,38004,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,"Via Tenuta del Cavaliere,1 / Guidonia Montecelio / Italy",c-level executive,LGEIS,,0,0,,,,,341,0 15970,0.5,/ Panamá City / Panama,AS,,9855,End Customer,Enterprise,62.0,,,,engineering,3,,vrf,,,/ Panamá City / Panama,others,LGEPS,less than 3 months,0,0,,,,,654,0 12600,0.75,/ Magdalena / Colombia,AS,,27135,End Customer,Enterprise,,,,,,193,Quotation or Purchase Consultation,single-split,,,/ Magdalena / Colombia,none,LGECB,less than 3 months,0,0,,,,,699,0 3263,0.5,/ /,ID,,12472,Specifier/ Influencer,SMB,,,,,,146,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,3 months ~ 6 months,0,0,,,,,348,0 -15799,0.0,/ Herdwangen-Schönach /,AS,,35302,,Enterprise,,,,,others,3,,,,,/ Herdwangen-Schönach /,none,LGEDG,,0,0,,,,,126,1 -8198,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,0 -9971,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -9341,1.0,/ Paranaque City / Philippines,AS,0.1363636363636363,46336,Specifier/ Influencer,Enterprise,,,,,business development,174,Product Information,ventilation,,,/ Paranaque City / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,0,1 +15799,0.0,/ Herdwangen-Schönach /,AS,,35302,,Enterprise,,,,,others,3,,,,,/ Herdwangen-Schönach /,none,LGEDG,,0,0,,,,,126,0 +8198,1.0,/ / Vietnam,ID,0.2142857142857142,30020,,Enterprise,,,,,entrepreneurship,19,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,866,1 +9971,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +9341,1.0,/ Paranaque City / Philippines,AS,0.1363636363636363,46336,Specifier/ Influencer,Enterprise,,,,,business development,174,Product Information,ventilation,,,/ Paranaque City / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,0,0 5732,0.5,/ oooooo / Brazil,AS,,38235,,Enterprise,1.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ oooooo / Brazil,others,LGESP,,0,0,,,,,97,0 21174,1.0,/ SALVADOR / Brazil,AS,,4091,End Customer,Enterprise,,,,,administrative,212,Usage or Technical Consultation,vrf,,,/ SALVADOR / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 282,1.0,IRALA 1950 / CABA / Argentina,ID,0.0749486652977412,20667,Channel Partner,Enterprise,148.0,1.0,,1.0,administrative,8,Quotation or Purchase Consultation,,,,IRALA 1950 / CABA / Argentina,others,LGEAR,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,325,0 3994,1.0,/ Lagos / Nigeria,AS,,16480,Specifier/ Influencer,Enterprise,95.0,,,,engineering,70,Quotation or Purchase Consultation,multi-split,,,/ Lagos / Nigeria,c-level executive,LGEAF,less than 3 months,0,0,,,,,104,0 19330,1.0,/ Asuncion / Brazil,AS,0.0037878787878787,6504,Specifier/ Influencer,SMB,,,,,purchasing,212,Quotation or Purchase Consultation,vrf,,,/ Asuncion / Brazil,manager,LGESP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 18467,0.0,/ / Peru,ID,0.0327868852459016,43655,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -16334,0.25,Via Cordero di Pamparato 9 / Torino / Italy,AS,,39969,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Cordero di Pamparato 9 / Torino / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16334,0.25,Via Cordero di Pamparato 9 / Torino / Italy,AS,,39969,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,Via Cordero di Pamparato 9 / Torino / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 16797,1.0,/ Marikina / Philippines,AS,,37375,Specifier/ Influencer,Enterprise,0.0,,,,consulting,12,Quotation or Purchase Consultation,vrf,,,/ Marikina / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 6877,0.25,602 W central Ave / TX / United States,AS,,27518,,Enterprise,,,,,,90,Product Information,,,,602 W central Ave / TX / United States,none,LGEUS,,0,0,,,,,731,0 18796,0.0,/ / Peru,ID,0.0327868852459016,9562,,Enterprise,,,,,information technology,9,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 @@ -3826,7 +3826,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14671,0.25,/ Rio de Janeiro/ Niterói / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,165,Quotation or Purchase Consultation,multi-split,,,/ Rio de Janeiro/ Niterói / Brazil,none,LGESP,,0,0,,,,,97,0 17064,1.0,/ Bangkok / Thailand,AS,,14527,End Customer,SMB,3.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,ceo/founder,LGETH,3 months ~ 6 months,0,0,,,,,753,0 11705,0.0,/ / India,ID,,26019,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -10841,0.25,/ SAO PAULO / Brazil,ID,0.0749486652977412,24620,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,/ SAO PAULO / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,278,1 +10841,0.25,/ SAO PAULO / Brazil,ID,0.0749486652977412,24620,Channel Partner,SMB,,1.0,,1.0,sales,3,,,,,/ SAO PAULO / Brazil,director,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,278,0 486,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 15706,0.5,/ Ciudad de México / Mexico,AS,,21644,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Ciudad de México / Mexico,others,LGEMS,6 months ~ 9 months,0,0,,,,,42,0 15669,0.5,/ Sonora / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Sonora / Mexico,none,LGEMS,less than 3 months,0,0,,,,,704,0 @@ -3834,18 +3834,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6395,0.25,/ Prescot / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,106,Quotation or Purchase Consultation,multi-split,,,/ Prescot / United Kingdom,none,LGEUK,,0,0,,,,,755,0 15370,0.25,/ Balıkesir / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,heating,,,/ Balıkesir / Türkiye,none,LGETK,,0,0,,,,,103,0 9808,0.25,Cloud IT / Westbury / United States,IT,,23412,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Westbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -17890,1.0,/Pucallpa/Peru,ID,0.0327868852459016,39370,End Customer,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Pucallpa/Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 -16724,0.25,Via Ponte Grasso 25 / Salzano / Italy,AS,,34447,Specifier/ Influencer,SMB,1.0,,,,purchasing,3,,vrf,,,Via Ponte Grasso 25 / Salzano / Italy,others,LGEIS,,0,0,,,,,341,1 -19711,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,0 +17890,1.0,/Pucallpa/Peru,ID,0.0327868852459016,39370,End Customer,Enterprise,,,,,consulting,29,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Pucallpa/Peru,manager,LGEPR,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 +16724,0.25,Via Ponte Grasso 25 / Salzano / Italy,AS,,34447,Specifier/ Influencer,SMB,1.0,,,,purchasing,3,,vrf,,,Via Ponte Grasso 25 / Salzano / Italy,others,LGEIS,,0,0,,,,,341,0 +19711,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,10012,End Customer,SMB,,,,,engineering,116,Request for Partnership,led signage,,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,480,1 14399,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,51,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 -20820,1.0,/ Brasília / Brazil,ID,0.0476190476190476,9842,End Customer,SMB,,,,,information technology,228,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,manager,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 +20820,1.0,/ Brasília / Brazil,ID,0.0476190476190476,9842,End Customer,SMB,,,,,information technology,228,Quotation or Purchase Consultation,led signage,,,/ Brasília / Brazil,manager,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 99,1.0,/ Dubai / U.A.E,AS,0.0408163265306122,21142,Specifier/ Influencer,SMB,,,,,engineering,37,Quotation or Purchase Consultation,ventilation,,,/ Dubai / U.A.E,associate/analyst,LGEGF,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Engineering,25,0 1752,1.0,/Mangalore/India,ID,,38125,,SMB,,,,,business development,2,Technical Consultation,interactive digital board,,,/Mangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -1499,1.0,/Bijnor/India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/Bijnor/India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,173,0 +1499,1.0,/Bijnor/India,ID,,37680,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive digital board,,,/Bijnor/India,ceo/founder,LGEIL,9 months ~ 1 year,0,0,,,,,173,1 18320,0.0,/ / Peru,ID,0.0327868852459016,41995,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 4731,0.25,/ Hyderabad / India,AS,,47466,End Customer,Enterprise,19.0,,,,,38,Quotation or Purchase Consultation,single-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,49,0 8620,1.0,/ Pune / India,ID,0.0172413793103448,31274,End Customer,SMB,,,,,sales,42,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,75TR3PJ-B,/ Pune / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,148,1 -15757,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 +15757,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 6669,0.25,807 GoldBell Court / VA / United States,AS,,29645,,Enterprise,,,,,,89,Services,,,,807 GoldBell Court / VA / United States,none,LGEUS,,0,0,,,,,731,0 18454,0.0,/ / Peru,ID,0.0327868852459016,28289,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 10583,1.0,/ Bogotá / Colombia,ID,0.0749486652977412,5423,End Customer,Enterprise,,1.0,,1.0,marketing,34,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Bogotá / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,344,0 @@ -3856,24 +3856,24 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6424,0.25,/ Irthlingborough / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Irthlingborough / United Kingdom,none,LGEUK,,0,0,,,,,755,0 8093,0.25,/ dghgfdh / United States,ID,0.3333333333333333,44548,,SMB,,,,,,2,Quotation or Purchase Consultation,led signage,Digital Signage or Commercial TVs,MAGNIT,/ dghgfdh / United States,none,LGEUS,,0,0,0.0005432224318428,0.0640703517587939,special purpose,,194,0 19314,0.5,/ rotterdam / Belgium,AS,0.037037037037037,25803,Specifier/ Influencer,SMB,,,,,,102,Quotation or Purchase Consultation,,,,/ rotterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,772,0 -9368,1.0,/Mumbai/India,AS,0.0714285714285714,7439,End Customer,SMB,,,,,engineering,46,Quotation or Purchase Consultation,chiller,,,/Mumbai/India,manager,LGEIL,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,93,0 +9368,1.0,/Mumbai/India,AS,0.0714285714285714,7439,End Customer,SMB,,,,,engineering,46,Quotation or Purchase Consultation,chiller,,,/Mumbai/India,manager,LGEIL,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Chemical Factory / Plant,93,1 13891,0.5,/ Macaé / Brazil,AS,,43111,End Customer,Enterprise,,,,,engineering,3,,chiller,,,/ Macaé / Brazil,associate/analyst,LGESP,more than a year,0,0,,,,,97,0 5858,0.5,/ São Paulo / Brazil,AS,,35571,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 107,1.0,/ Alberta / Canada,AS,,17199,Specifier/ Influencer,SMB,,,,,others,151,Quotation or Purchase Consultation,single-split,,,/ Alberta / Canada,others,LGECI,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,142,0 -10018,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -16693,0.25,via Cavallini 1/d / Rosà / Italy,AS,,40379,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,via Cavallini 1/d / Rosà / Italy,others,LGEIS,,0,0,,,,,341,1 -11102,1.0,/ Berlin / Germany,IT,,46666,End Customer,Enterprise,,,1.0,1.0,media and communications,306,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ Berlin / Germany,manager,LGEDG,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Entertainment,428,0 +10018,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +16693,0.25,via Cavallini 1/d / Rosà / Italy,AS,,40379,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,via Cavallini 1/d / Rosà / Italy,others,LGEIS,,0,0,,,,,341,0 +11102,1.0,/ Berlin / Germany,IT,,46666,End Customer,Enterprise,,,1.0,1.0,media and communications,306,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ Berlin / Germany,manager,LGEDG,3 months ~ 6 months,1,0,0.0030792876608617,,corporate / office,Entertainment,428,1 19799,0.25,/ / India,ID,0.0289256198347107,17504,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / India,partner,LGEIL,,1,1,0.0011827288932506,0.0498402555910543,retail,,174,0 -19364,0.25,/ Alleppey / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 -19511,1.0,/São Paulo/Brazil,ID,0.0544217687074829,8056,End Customer,SMB,,,,,information technology,239,Others,interactive signage,Built-in Touch Display,,/São Paulo/Brazil,c-level executive,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,0 +19364,0.25,/ Alleppey / India,AS,0.0677966101694915,28411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Alleppey / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 +19511,1.0,/São Paulo/Brazil,ID,0.0544217687074829,8056,End Customer,SMB,,,,,information technology,239,Others,interactive signage,Built-in Touch Display,,/São Paulo/Brazil,c-level executive,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,1 7751,0.5,733 W Freeport St. /Broken Arrow/,IT,,36356,Channel Partner,SMB,,,,,,90,Quotation or Purchase Consultation,,,,733 W Freeport St. /Broken Arrow/,none,LGEUS,less than 3 months,0,0,,,,,575,1 16835,1.0,"/ Sanchez Mira, Cagayan / Philippines",AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,vrf,,,"/ Sanchez Mira, Cagayan / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 18363,0.0,/ / Peru,ID,0.0327868852459016,28285,,Enterprise,0.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 7176,1.0,/ Sanchez Mira / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,20,Quotation or Purchase Consultation,,,,/ Sanchez Mira / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 13123,1.0,/ Bangkok / Thailand,AS,,43319,End Customer,SMB,,,,,real estate,21,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,9 months ~ 1 year,0,0,,,,,748,0 -21273,0.0,/ / Brazil,ID,0.0422535211267605,45907,End Customer,SMB,,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,278,1 +21273,0.0,/ / Brazil,ID,0.0422535211267605,45907,End Customer,SMB,,,,,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Outdoor Advertisement,278,0 3761,1.0,/Bihar sharif /India,AS,,39000,End Customer,SMB,,,,,administrative,44,Quotation or Purchase Consultation,vrf,,,/Bihar sharif /India,director,LGEIL,less than 3 months,0,0,,,,,600,1 -10000,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10000,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 18405,0.0,/ / Peru,ID,0.0327868852459016,9505,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7085,1.0,/ Valenzuela / Philippines,AS,,46494,End Customer,Enterprise,,,,,engineering,25,Quotation or Purchase Consultation,single-split,,,/ Valenzuela / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 9433,0.25,/ Jackson / United States,ID,,11461,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Jackson / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 @@ -3882,8 +3882,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7661,1.0,/ Saint Mitre les Remparts / France,IT,,24903,Service Partner,SMB,,,,,business development,140,Quotation or Purchase Consultation,monitor,,,/ Saint Mitre les Remparts / France,ceo/founder,LGEFS,less than 3 months,0,0,,,,,823,0 8938,1.0,/ RAJAHMUNDRY / India,ID,0.0289256198347107,39833,End Customer,Enterprise,,,,,others,50,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT240,/ RAJAHMUNDRY / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),174,0 2251,1.0,/ / U.A.E,ID,,1947,End Customer,Enterprise,,,,,operations,43,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 -8697,1.0,/ Parkwood / Australia,AS,0.0109890109890109,34114,Specifier/ Influencer,SMB,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ Parkwood / Australia,director,LGEAP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,686,1 -4343,0.25,/ Gaya / India,AS,,36369,End Customer,Enterprise,,,,,,10,Quotation or Purchase Consultation,multi-split,,,/ Gaya / India,none,LGEIL,,0,0,,,,,600,0 +8697,1.0,/ Parkwood / Australia,AS,0.0109890109890109,34114,Specifier/ Influencer,SMB,,,,,engineering,54,Quotation or Purchase Consultation,vrf,,,/ Parkwood / Australia,director,LGEAP,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,686,0 +4343,0.25,/ Gaya / India,AS,,36369,End Customer,Enterprise,,,,,,10,Quotation or Purchase Consultation,multi-split,,,/ Gaya / India,none,LGEIL,,0,0,,,,,600,1 2113,1.0,/ / India,ID,,28264,Channel Partner,Enterprise,,,,,administrative,42,Request for Partnership,oled signage,Transparent OLED Signage,,/ / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 15995,0.25,/ / Canada,AS,,47466,End Customer,Enterprise,11.0,,,,,28,Quotation or Purchase Consultation,,,,/ / Canada,none,LGECI,,0,0,,,,,142,0 17132,0.75,/ santiago / Chile,AS,,33683,Specifier/ Influencer,SMB,0.0,,,,operations,3,,vrf,,,/ santiago / Chile,partner,LGECL,6 months ~ 9 months,0,0,,,,,728,0 @@ -3894,34 +3894,34 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2412,0.75,"Moffett Field, CA /Moffett Field/",ID,,29542,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556,1 3625,1.0,/ test / Central African Republic,AS,,42067,End Customer,SMB,0.0,,,,accounting,4,Services,vrf,,,/ test / Central African Republic,trainee,LGEAF,6 months ~ 9 months,0,0,,,,,114,0 9039,0.25,/ Pompano Beach / United States,ID,0.1186440677966101,1154,,SMB,,,,,,146,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Pompano Beach / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,568,0 -9964,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9964,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 13907,0.5,/ Paraíso do Norte PR / Brazil,AS,,23217,End Customer,Enterprise,1.0,,,,others,95,Quotation or Purchase Consultation,etc.,,,/ Paraíso do Norte PR / Brazil,entry level,LGESP,,0,0,,,,,97,0 -3915,1.0,/ Nairobi / Kenya,AS,,31189,Specifier/ Influencer,SMB,41.0,,,,engineering,193,Quotation or Purchase Consultation,vrf,,,/ Nairobi / Kenya,director,LGEEF,3 months ~ 6 months,0,0,,,,,54,1 +3915,1.0,/ Nairobi / Kenya,AS,,31189,Specifier/ Influencer,SMB,41.0,,,,engineering,193,Quotation or Purchase Consultation,vrf,,,/ Nairobi / Kenya,director,LGEEF,3 months ~ 6 months,0,0,,,,,54,0 4489,0.25,/ Kolkata / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,115,0 2724,1.0,/ / South Africa,ID,,15741,End Customer,SMB,,,,,operations,54,Quotation or Purchase Consultation,high brightness signage,Open Frame,49XF3E-B,/ / South Africa,manager,LGESA,3 months ~ 6 months,0,0,,,,,151,0 15574,0.25,/ Hermosillo / Mexico,AS,,22572,End Customer,SMB,,,,,business development,3,,chiller,,,/ Hermosillo / Mexico,manager,LGEMS,,0,0,,,,,42,0 -17886,1.0,/ / Vietnam,ID,0.2142857142857142,30066,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,0 +17886,1.0,/ / Vietnam,ID,0.2142857142857142,30066,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,vice president,LGEVH,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,324,1 896,0.25,Corporate / /,ID,0.0446428571428571,45829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 9739,0.25,600 18Th Street Cloud IT / Birmingham / United States,IT,,2253,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,600 18Th Street Cloud IT / Birmingham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 11060,1.0,/ / Mexico,ID,0.0749486652977412,30103,End Customer,Enterprise,,1.0,,1.0,business development,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,189,0 14165,0.25,/ Belo Horizonte/MG / Brazil,AS,,8009,End Customer,SMB,0.0,,,,engineering,3,,,,,/ Belo Horizonte/MG / Brazil,director,LGESP,,0,0,,,,,97,0 19164,1.0,/ Goiânia / Brazil,ID,0.0538922155688622,32261,End Customer,SMB,,,,,others,114,Quotation or Purchase Consultation,led signage,,,/ Goiânia / Brazil,others,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Townhouse,167,1 322,0.75,//India,ID,0.0575342465753424,7635,End Customer,SMB,,1.0,,1.0,business development,85,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,55UQ801C (INDIA),//India,associate/analyst,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,174,0 -11005,1.0,/ PORTO VELHO / Brazil,ID,0.0749486652977412,31032,Service Partner,Enterprise,,1.0,,1.0,engineering,11,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ PORTO VELHO / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,1 +11005,1.0,/ PORTO VELHO / Brazil,ID,0.0749486652977412,31032,Service Partner,Enterprise,,1.0,,1.0,engineering,11,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ PORTO VELHO / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,278,0 19174,1.0,/ Sao Paulo / Brazil,ID,0.0538922155688622,26933,End Customer,Enterprise,,,,,finance,203,Quotation or Purchase Consultation,oled signage,,,/ Sao Paulo / Brazil,director,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,167,1 7630,1.0,/ Los angeles / United States,IT,,14252,End Customer,SMB,,,,,film production,140,Usage or Technical Consultation,monitor,,,/ Los angeles / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,,,,,194,0 9728,0.25,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,IT,,40106,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,263 Seaboard Ln Ste 200 Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15463,0.5,/Hồ Chí Minh/Vietnam,AS,,2701,End Customer,SMB,,,,,engineering,35,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh/Vietnam,trainee,LGEVH,,0,0,,,,,643,0 11173,1.0,/ Kalmeshwar / India,ID,,41615,,Enterprise,,,,,education,13,Quotation or Purchase Consultation,interactive signage,,,/ Kalmeshwar / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -1276,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +1276,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 13192,0.5,/Ormoc/Philippines,AS,,31882,End Customer,SMB,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 4603,0.25,/ Narsipatnam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,multi-split,,,/ Narsipatnam / India,none,LGEIL,,0,0,,,,,115,0 11547,0.5,/ agra / India,ID,,38164,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ agra / India,ceo/founder,LGEIL,,0,0,,,,,174,0 -3669,0.75,/ Jakarta / Indonesia,AS,,34024,Specifier/ Influencer,SMB,4.0,,,,finance,2,,chiller,,,/ Jakarta / Indonesia,manager,LGEIN,9 months ~ 1 year,0,0,,,,,122,1 +3669,0.75,/ Jakarta / Indonesia,AS,,34024,Specifier/ Influencer,SMB,4.0,,,,finance,2,,chiller,,,/ Jakarta / Indonesia,manager,LGEIN,9 months ~ 1 year,0,0,,,,,122,0 9703,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 17019,1.0,/ SP/São Carlos / Brazil,AS,,7582,End Customer,Enterprise,,,,,purchasing,610,Quotation or Purchase Consultation,multi-split,,,/ SP/São Carlos / Brazil,intern,LGESP,less than 3 months,0,0,,,,,97,0 14838,0.5,/ Moreno pernambuco / Brazil,AS,,38053,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Moreno pernambuco / Brazil,others,LGESP,,0,0,,,,,97,0 -11117,1.0,/ Córdoba / Mexico,IT,0.0446428571428571,21117,Channel Partner,SMB,,,1.0,1.0,medical solution provider,542,Request for Partnership,medical display,Digital X-ray Detectors,,/ Córdoba / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,,corporate / office,,923,0 +11117,1.0,/ Córdoba / Mexico,IT,0.0446428571428571,21117,Channel Partner,SMB,,,1.0,1.0,medical solution provider,542,Request for Partnership,medical display,Digital X-ray Detectors,,/ Córdoba / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,,corporate / office,,923,1 10385,1.0,/Goiania/Brazil,AS,0.0039370078740157,22886,End Customer,SMB,,,,,administrative,128,Quotation or Purchase Consultation,single-split,,,/Goiania/Brazil,others,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97,0 5342,0.5,/São Paulo/Brazil,AS,,2479,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 11619,0.5,/ New Delhi / India,ID,,21978,,Enterprise,,,,,finance,3,Technical Consultation,interactive signage,,,/ New Delhi / India,associate/analyst,LGEIL,,0,0,,,,,174,0 @@ -3931,7 +3931,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19948,1.0,/ / Mexico,ID,0.0732484076433121,18987,End Customer,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,vice president,LGEMS,6 months ~ 9 months,1,0,0.0011827288932506,0.0498402555910543,retail,Restaurant,189,0 7170,1.0,/ makati city / Philippines,AS,,21156,,Enterprise,0.0,,,,consulting,11,Quotation or Purchase Consultation,,,,/ makati city / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 309,1.0,/ BOGOTÁ / Colombia,ID,0.0749486652977412,21681,End Customer,Enterprise,172.0,1.0,,1.0,engineering,22,Quotation or Purchase Consultation,software solution,SuperSign CMS,,/ BOGOTÁ / Colombia,manager,LGECB,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,212,0 -11033,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,0 +11033,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,1 466,0.25,Corporate / /,ID,0.0446428571428571,42942,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 8530,0.25,/ Bloomington / United States,ID,,23064,,Enterprise,,,,,,9,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Bloomington / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 3038,1.0,/ Nashirabad / India,ID,,6638,,Enterprise,,,,,entrepreneurship,2,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Nashirabad / India,vice president,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -3939,10 +3939,10 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3567,0.75,/ Dubai / U.A.E,ID,,19789,Service Partner,SMB,,,,,media and communication,76,Quotation or Purchase Consultation,led signage,Fine-pitch Essential Series,,/ Dubai / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 5625,0.5,/ Sorocaba / Brazil,AS,,25441,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sorocaba / Brazil,others,LGESP,,0,0,,,,,97,0 7022,0.25,"312 W 2nd ST, UNIT # A2289 / WY / United States",AS,,19035,,SMB,,,,,,780,Others,,,,"312 W 2nd ST, UNIT # A2289 / WY / United States",none,LGEUS,,0,0,,,,,731,0 -19473,1.0,//Brazil,ID,0.0544217687074829,16848,End Customer,SMB,,,,,other,120,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5PJ,//Brazil,manager,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,0 +19473,1.0,//Brazil,ID,0.0544217687074829,16848,End Customer,SMB,,,,,other,120,Quotation or Purchase Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5PJ,//Brazil,manager,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Others,342,1 7200,1.0,/ / Philippines,AS,,25940,,SMB,0.0,,,,engineering,19,Quotation or Purchase Consultation,chiller,,,/ / Philippines,intern,LGEPH,9 months ~ 1 year,0,0,,,,,120,1 15444,0.25,/ Ho Chi Minh / Vietnam,AS,,11256,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Ho Chi Minh / Vietnam,director,LGEVH,,0,0,,,,,745,0 -1883,1.0,/ Ambala / India,ID,,34128,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ Ambala / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,0 +1883,1.0,/ Ambala / India,ID,,34128,,Enterprise,,,,,education,7,Quotation or Purchase Consultation,interactive signage,,,/ Ambala / India,entry level,LGEIL,less than 3 months,0,0,,,,,165,1 21125,1.0,/ Goiás / Goiânia / Brazil,AS,,28901,Specifier/ Influencer,SMB,,,,,engineering,516,Quotation or Purchase Consultation,vrf,,,/ Goiás / Goiânia / Brazil,associate/analyst,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,680,0 7174,1.0,/ / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,consulting,26,Quotation or Purchase Consultation,vrf,,,/ / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 13784,0.25,/ SÃO JOSÉ DO RIO PRETO / Brazil,AS,,3913,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SÃO JOSÉ DO RIO PRETO / Brazil,manager,LGESP,,0,0,,,,,97,0 @@ -3955,15 +3955,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19258,1.0,/ Curitiba / Brazil,ID,0.0538922155688622,44483,End Customer,SMB,,,,,arts and design,287,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ Curitiba / Brazil,entry level,LGESP,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,572,1 9724,0.25,205 Miller Springs Ct Cloud IT / Franklin / United States,IT,,32498,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,205 Miller Springs Ct Cloud IT / Franklin / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 13919,0.25,/ Caruaru-pe / Brazil,AS,,31654,End Customer,Enterprise,,,,,business development,3,,,,,/ Caruaru-pe / Brazil,entry level,LGESP,,0,0,,,,,97,0 -4826,0.25,/New Delhi/India,AS,,42400,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608,0 -10806,0.75,/ / Colombia,ID,0.0749486652977412,39471,,Enterprise,,1.0,,1.0,others,60,Others,,,,/ / Colombia,none,LGECB,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,1 +4826,0.25,/New Delhi/India,AS,,42400,,SMB,,,,,operations,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,608,1 +10806,0.75,/ / Colombia,ID,0.0749486652977412,39471,,Enterprise,,1.0,,1.0,others,60,Others,,,,/ / Colombia,none,LGECB,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 2498,1.0,/navi Mumbai/India,ID,,34974,,SMB,,,,,real estate,3,Quotation or Purchase Consultation,interactive digital board,,,/navi Mumbai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 4168,0.25,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",AS,,47466,End Customer,Enterprise,115.0,,,,,24,Quotation or Purchase Consultation,control,,,"/ Banten/Kab.Tangerang, Gdg Serpong / Indonesia",none,LGEIN,,0,0,,,,,723,0 -9166,1.0,Fairfax Station / Virginia /United States,IT,,27984,End Customer,SMB,,,,,administrative,107,Quotation or Purchase Consultation,,,,Fairfax Station / Virginia /United States,ceo/founder,LGEUS,3 months ~ 6 months,1,0,0.0011827288932506,,retail,Restaurant,360,0 +9166,1.0,Fairfax Station / Virginia /United States,IT,,27984,End Customer,SMB,,,,,administrative,107,Quotation or Purchase Consultation,,,,Fairfax Station / Virginia /United States,ceo/founder,LGEUS,3 months ~ 6 months,1,0,0.0011827288932506,,retail,Restaurant,360,1 12696,0.75,/La Plata/Argentina,AS,,10342,,SMB,,,,,engineering,3,,vrf,,,/La Plata/Argentina,associate/analyst,LGEAR,9 months ~ 1 year,0,0,,,,,742,0 1480,1.0,/ /,ID,,6725,End Customer,SMB,1.0,,,,information technology,40,Quotation or Purchase Consultation,,,,/ /,associate/analyst,LGEUS,9 months ~ 1 year,0,0,,,,,331,0 14503,0.25,/ Minas Gerais / Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,128,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 -7908,0.25,Cloud IT / / United States,IT,,16183,,SMB,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,435,0 +7908,0.25,Cloud IT / / United States,IT,,16183,,SMB,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,435,1 463,0.25,Corporate / /,ID,0.0446428571428571,6948,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 10417,1.0,"/Villahermosa, Tabasco/Mexico",AS,0.0039370078740157,20022,,SMB,,,,,business development,42,Quotation or Purchase Consultation,etc.,,,"/Villahermosa, Tabasco/Mexico",manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Developer/Property,42,0 20215,1.0,/ VILA VELHA / Brazil,AS,0.004,40139,Channel Partner,SMB,,,,,others,51,Quotation or Purchase Consultation,single-split,,,/ VILA VELHA / Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 @@ -3971,57 +3971,57 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 11345,1.0,//Mexico,ID,,30207,,Enterprise,,,,,support,3,Quotation or Purchase Consultation,,,,//Mexico,partner,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 12131,1.0,/ Jalgaon / India,ID,,12524,,Enterprise,,,,,education,20,Quotation or Purchase Consultation,interactive signage,,,/ Jalgaon / India,director,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 20425,0.0,3929 W John Carpenter Freeway Hospitality / Irving / United States,ID,,29718,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,3929 W John Carpenter Freeway Hospitality / Irving / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 -1675,1.0,/ Mumbai / India,ID,,14734,,Enterprise,,,,,media and communication,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +1675,1.0,/ Mumbai / India,ID,,14734,,Enterprise,,,,,media and communication,27,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 6450,0.5,/Hcm city/South Korea,AS,,11001,End Customer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,single-split,,,/Hcm city/South Korea,manager,LGEVH,,0,0,,,,,758,0 -1376,1.0,/Dariba/India,ID,,11592,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/Dariba/India,other,LGEIL,3 months ~ 6 months,0,0,,,,,173,0 +1376,1.0,/Dariba/India,ID,,11592,,Enterprise,,,,,education,46,Quotation or Purchase Consultation,interactive digital board,,,/Dariba/India,other,LGEIL,3 months ~ 6 months,0,0,,,,,173,1 15115,0.5,/ Valdivia / Chile,AS,,16681,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Valdivia / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 17649,1.0,/ Mexico / Mexico,ID,0.0806916426512968,8816,End Customer,SMB,,,,,administrative,56,Quotation or Purchase Consultation,video wall signage,Videowall,49VL5GM,/ Mexico / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,203,0 2160,1.0,/ Bhagalpur / India,ID,,34453,,Enterprise,,,,,education,4,Quotation or Purchase Consultation,interactive signage,,,/ Bhagalpur / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 6201,0.25,/ Araras / Brazil,AS,,4134,,Enterprise,,,,,others,3,,multi-split,,,/ Araras / Brazil,others,LGESP,,0,0,,,,,97,0 18726,0.0,/ / Peru,ID,0.0327868852459016,29148,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -189,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,0 -3216,0.25,Hotel / / United States,ID,,47466,,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,,,,Hotel / / United States,none,LGEUS,,0,0,,,,,564,0 +189,1.0,/ / Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,323,1 +3216,0.25,Hotel / / United States,ID,,47466,,Enterprise,16.0,,,,,43,Quotation or Purchase Consultation,,,,Hotel / / United States,none,LGEUS,,0,0,,,,,564,1 20716,1.0,/ / Mexico,ID,0.25,26378,,Enterprise,,,,,sales,3,Others,,,,/ / Mexico,director,LGEMS,more than a year,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,189,0 17725,1.0,/Afyon/Türkiye,AS,0.0485436893203883,37469,End Customer,Enterprise,,,,,purchasing,61,Quotation or Purchase Consultation,chiller,,,/Afyon/Türkiye,ceo/founder,LGETK,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,103,0 -8730,0.25,/ riyadh / Saudi Arabia,AS,0.0496894409937888,36808,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,45,1 -19465,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,0 -4281,0.25,/ HYDERABAD / India,AS,,4282,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,1 -9215,0.75,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,ID,,11637,End Customer,Enterprise,,1.0,,1.0,purchasing,91,Quotation or Purchase Consultation,,,,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,0 +8730,0.25,/ riyadh / Saudi Arabia,AS,0.0496894409937888,36808,End Customer,SMB,,,,,,78,Quotation or Purchase Consultation,vrf,,,/ riyadh / Saudi Arabia,none,LGESJ,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,45,0 +19465,1.0,/ Santiago / Chile,ID,0.0544217687074829,15543,End Customer,SMB,1.0,,,,information technology,56,Quotation or Purchase Consultation,video wall signage,,,/ Santiago / Chile,manager,LGECL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,580,1 +4281,0.25,/ HYDERABAD / India,AS,,4282,End Customer,Enterprise,19.0,,,,,46,Quotation or Purchase Consultation,vrf,,,/ HYDERABAD / India,none,LGEIL,,0,0,,,,,4,0 +9215,0.75,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,ID,,11637,End Customer,Enterprise,,1.0,,1.0,purchasing,91,Quotation or Purchase Consultation,,,,130 Westfield Ct Hotel & Accommodation / Clarksville / United States,none,LGEUS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,566,1 4061,0.5,"/Isabel, Leyte/Philippines",AS,,32367,End Customer,Enterprise,,,,,engineering,30,Quotation or Purchase Consultation,vrf,,,"/Isabel, Leyte/Philippines",associate/analyst,LGEPH,,0,0,,,,,8,1 6309,0.25,/ Manama / Bahrain,AS,,47466,End Customer,Enterprise,3.0,,,,,72,Quotation or Purchase Consultation,single-split,,,/ Manama / Bahrain,none,LGEGF,,0,0,,,,,25,0 4902,0.5,/ São Paulo / Brazil,AS,,1286,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 10658,1.0,/ Eastern Province / Saudi Arabia,ID,0.075,7132,Service Partner,SMB,,1.0,,1.0,engineering,27,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Eastern Province / Saudi Arabia,manager,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,209,0 10757,1.0,/ Lima / Peru,ID,0.0749486652977412,1465,End Customer,SMB,1.0,1.0,,1.0,information technology,162,Quotation or Purchase Consultation,video wall signage,VL5PF Series,49VL5PF,/ Lima / Peru,associate/analyst,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,190,0 3400,1.0,/ Ahmadabad / India,ID,,29277,,Enterprise,,,,,accounting,2,Technical Consultation,interactive signage,,,/ Ahmadabad / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -16339,0.25,via D. ALIGHIERI 13 / COGLIATE / Italy,AS,,40492,Specifier/ Influencer,Enterprise,1.0,,,,,3,,vrf,,,via D. ALIGHIERI 13 / COGLIATE / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16339,0.25,via D. ALIGHIERI 13 / COGLIATE / Italy,AS,,40492,Specifier/ Influencer,Enterprise,1.0,,,,,3,,vrf,,,via D. ALIGHIERI 13 / COGLIATE / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 6140,0.25,/ Manaus / Brazil,AS,,40389,,SMB,,,,,others,3,,multi-split,,,/ Manaus / Brazil,others,LGESP,,0,0,,,,,97,0 -7921,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,1 +7921,0.25,//United States,IT,,38246,Channel Partner,Enterprise,6.0,,,,,137,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,333,0 80,1.0,/ Muvattupuzha / India,AS,0.0888888888888888,7662,End Customer,SMB,,,,,administrative,66,Quotation or Purchase Consultation,multi-split,,,/ Muvattupuzha / India,manager,LGEIL,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Consulting,34,0 -10874,0.0,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,1 +10874,0.0,/ / Brazil,ID,0.0749486652977412,24619,Channel Partner,SMB,26.0,1.0,,1.0,information technology,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Banking,278,0 4749,0.25,/mumbai/India,AS,,35327,End Customer,Enterprise,28.0,,,,engineering,16,Quotation or Purchase Consultation,,,,/mumbai/India,none,LGEIL,,0,0,,,,,672,0 -940,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +940,0.25,Corporate / /,ID,0.0446428571428571,19216,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 14031,0.5,/ Biguaçu / Brazil,AS,,23164,Specifier/ Influencer,Enterprise,10.0,,,,support,8,Quotation or Purchase Consultation,vrf,,,/ Biguaçu / Brazil,entry level,LGESP,,0,0,,,,,97,0 687,0.25,Corporate / /,ID,0.0446428571428571,7586,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 6253,0.25,/ LONDRINA / Brazil,AS,,40520,,Enterprise,,,,,others,3,,multi-split,,,/ LONDRINA / Brazil,others,LGESP,,0,0,,,,,97,0 -20302,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20106,End Customer,SMB,1.0,1.0,,1.0,information technology,78,Quotation or Purchase Consultation,hotel tv,,,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,0 +20302,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20106,End Customer,SMB,1.0,1.0,,1.0,information technology,78,Quotation or Purchase Consultation,hotel tv,,,/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,1 2284,1.0,/ / U.A.E,ID,,32763,End Customer,SMB,,,,,consulting,94,Quotation or Purchase Consultation,oled signage,,,/ / U.A.E,partner,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 13883,0.25,/ Rio de Janeiro / Brazil,AS,,29027,Specifier/ Influencer,SMB,0.0,,,,program and project management,3,,,,,/ Rio de Janeiro / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 544,0.25,Corporate / /,ID,0.0446428571428571,39923,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 14923,0.25,/ / Thailand,AS,,47399,,Enterprise,,,,,engineering,3,,,,,/ / Thailand,entry level,LGETH,,0,0,,,,,753,0 -20488,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8480,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20488,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8480,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,371,Quotation or Purchase Consultation,pro:centric,,,/ São Paulo / Brazil,manager,LGESP,9 months ~ 1 year,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 8528,0.25,/ Manchester / United States,ID,,8654,,Enterprise,,,,,,7,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Manchester / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 12637,1.0,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,AS,,44299,,SMB,,,,,,3,Quotation or Purchase Consultation,vrf,,,H15 tổ 9 kp2 long bình tân biên hòa / / Vietnam,trainee,LGEVH,less than 3 months,0,0,,,,,643,0 11107,0.5,/ / Germany,IT,,26389,End Customer,SMB,,,1.0,1.0,administrative,3,Usage or Technical Consultation,cloud device,Thin Clients,manager,/ / Germany,associate/analyst,LGEDG,,1,0,0.0030792876608617,,corporate / office,,428,0 1837,1.0,/ Kolkata / India,ID,,7108,,Enterprise,,,,,administrative,13,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 21154,1.0,/ Go Goiânia / Brazil,AS,,2793,Channel Partner,Enterprise,,,,,administrative,22,Quotation or Purchase Consultation,,,,/ Go Goiânia / Brazil,ceo/founder,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 15161,0.25,/ Mazowieckie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,44,Quotation or Purchase Consultation,etc.,,,/ Mazowieckie / Poland,none,LGEPL,,0,0,,,,,642,0 -1524,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,0 +1524,1.0,/ Nashik / India,ID,,24589,,Enterprise,,,,,education,21,Quotation or Purchase Consultation,interactive signage,,,/ Nashik / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,558,1 4808,0.25,/Mumbai/India,AS,,34895,End Customer,SMB,,,,,administrative,30,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 1374,1.0,/ alwar / India,ID,,14589,,Enterprise,,,,,education,10,Quotation or Purchase Consultation,interactive signage,,,/ alwar / India,entry level,LGEIL,more than a year,0,0,,,,,174,0 21116,1.0,/ Tijuana / Mexico,AS,,38827,Specifier/ Influencer,Enterprise,,,,,others,96,Quotation or Purchase Consultation,multi-split,,,/ Tijuana / Mexico,manager,LGEMS,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,42,0 7547,1.0,/ Cairo / Egypt,AS,,47051,End Customer,Enterprise,,,,,others,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 4515,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,52,Quotation or Purchase Consultation,multi-split,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,115,0 -9998,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9998,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 4194,0.25,/ Bengaluru / India,AS,,47466,End Customer,Enterprise,19.0,,,,,40,Quotation or Purchase Consultation,vrf,,,/ Bengaluru / India,none,LGEIL,,0,0,,,,,36,0 4380,0.25,/ Jaipur City / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,multi-split,,,/ Jaipur City / India,none,LGEIL,,0,0,,,,,48,0 15414,0.25,/ Adana / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,45,Quotation or Purchase Consultation,heating,,,/ Adana / Türkiye,none,LGETK,,0,0,,,,,103,0 @@ -4034,8 +4034,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1107,0.25,Corporate / /,ID,0.0446428571428571,37250,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 10420,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,10219,End Customer,SMB,,,,,engineering,44,Product Information,multi-split,,,/ Jalisco / Mexico,manager,LGEMS,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 11722,0.0,/ / India,ID,,6082,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 -9716,0.25,7200 Nw 4Th St Cloud IT / Plantation / United States,IT,,16266,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,7200 Nw 4Th St Cloud IT / Plantation / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,0 -10181,1.0,/الرياض/Saudi Arabia,AS,0.0408163265306122,47203,Specifier/ Influencer,Enterprise,,,,,purchasing,483,Product Information,etc.,,,/الرياض/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,118,1 +9716,0.25,7200 Nw 4Th St Cloud IT / Plantation / United States,IT,,16266,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,7200 Nw 4Th St Cloud IT / Plantation / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 +10181,1.0,/الرياض/Saudi Arabia,AS,0.0408163265306122,47203,Specifier/ Influencer,Enterprise,,,,,purchasing,483,Product Information,etc.,,,/الرياض/Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,118,0 8233,0.75,/hisar/India,ID,0.0311958405545927,31403,End Customer,SMB,,,,,education,47,Quotation or Purchase Consultation,video wall signage,,,/hisar/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),155,1 8375,0.25,/ Victorville / United States,ID,0.3902439024390244,6340,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Victorville / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 19796,0.0,/ / India,ID,0.0289256198347107,39159,,Enterprise,4.0,,,,purchasing,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,174,0 @@ -4049,7 +4049,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5817,0.5,/ São Paulo / Brazil,AS,,37266,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 21185,1.0,/ Brasília / Brazil,AS,,15353,Channel Partner,SMB,,,,,operations,250,Quotation or Purchase Consultation,single-split,,,/ Brasília / Brazil,partner,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 20573,1.0,/ مكة المكرمة / Saudi Arabia,AS,,47154,End Customer,Enterprise,,,,,entrepreneurship,55,Quotation or Purchase Consultation,single-split,,,/ مكة المكرمة / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,6,0 -11404,0.75,4400 Belmont Ave / Youngstown /,ID,,19049,End Customer,SMB,6.0,,,,purchasing,3,Quotation or Purchase Consultation,,,,4400 Belmont Ave / Youngstown /,none,LGEUS,less than 3 months,0,0,,,,,566,0 +11404,0.75,4400 Belmont Ave / Youngstown /,ID,,19049,End Customer,SMB,6.0,,,,purchasing,3,Quotation or Purchase Consultation,,,,4400 Belmont Ave / Youngstown /,none,LGEUS,less than 3 months,0,0,,,,,566,1 21143,0.25,/ Montería / Colombia,AS,,21125,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Montería / Colombia,none,LGECB,,0,0,1.2765902883450302e-05,,transportation,Others,39,0 19635,1.0,/ Bogota / Colombia,ID,0.0732484076433121,28917,End Customer,SMB,,,,,administrative,26,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bogota / Colombia,manager,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Shopping Mall,212,0 6063,0.5,/ São Paulo / Brazil,AS,,37724,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -4061,30 +4061,30 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7133,1.0,"/ Cavite, Imus City / Philippines",AS,,21156,,Enterprise,0.0,,,,administrative,2,Quotation or Purchase Consultation,etc.,,,"/ Cavite, Imus City / Philippines",associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 16992,1.0,/ Brasília / Brazil,AS,,20685,Specifier/ Influencer,Enterprise,,,,,others,10,Trainings,etc.,,,/ Brasília / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 9770,0.25,Cloud IT / Southington / United States,IT,,45732,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Southington / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -9207,1.0,/ / India,ID,,7465,End Customer,Enterprise,,1.0,,1.0,media and communication,54,Quotation or Purchase Consultation,hotel tv,,,/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,145,0 +9207,1.0,/ / India,ID,,7465,End Customer,Enterprise,,1.0,,1.0,media and communication,54,Quotation or Purchase Consultation,hotel tv,,,/ / India,director,LGEIL,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,145,1 2183,1.0,/ New Delhi / India,ID,,25331,,Enterprise,,,,,,1,Quotation or Purchase Consultation,interactive signage,,,/ New Delhi / India,others,LGEIL,less than 3 months,0,0,,,,,265,0 17398,1.0,/الخبر/Saudi Arabia,AS,,47078,End Customer,Enterprise,,,,,administrative,102,Quotation or Purchase Consultation,etc.,,,/الخبر/Saudi Arabia,ceo/founder,LGESJ,3 months ~ 6 months,0,0,,,,,44,0 5517,0.5,/ Castanhal / Brazil,AS,,15990,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Castanhal / Brazil,others,LGESP,,0,0,,,,,97,0 -20332,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8479,End Customer,SMB,,1.0,,1.0,purchasing,633,Request for Partnership,led signage,LED Cinema,LAD033F,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,487,0 +20332,1.0,/ São Paulo / Brazil,ID,0.1241217798594847,8479,End Customer,SMB,,1.0,,1.0,purchasing,633,Request for Partnership,led signage,LED Cinema,LAD033F,/ São Paulo / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Others,487,1 20019,1.0,"/Nova Ubiratã, MT/Brazil",AS,0.004,7331,Specifier/ Influencer,Enterprise,,,,,operations,33,Quotation or Purchase Consultation,single-split,,,"/Nova Ubiratã, MT/Brazil",partner,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 -11980,0.25,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",ID,,47466,,Enterprise,53.0,,,,,100,Others,,,,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",none,LGESP,,0,0,,,,,278,1 +11980,0.25,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",ID,,47466,,Enterprise,53.0,,,,,100,Others,,,,"RUA CELSO RAMOS, 145 - VILA ANDRADE - S?O PAULO - SP - CEP: 05734-080 SP / / Brazil",none,LGESP,,0,0,,,,,278,0 3275,0.25,/ miami / FL / United States,ID,,36493,Service Partner,SMB,0.0,,,,business development,311,Quotation or Purchase Consultation,accessories,,,/ miami / FL / United States,none,LGEUS,,0,0,,,,,194,0 4557,0.25,/ Saharanpur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,245,Quotation or Purchase Consultation,multi-split,,,/ Saharanpur / India,none,LGEIL,,0,0,,,,,115,0 8635,0.75,/ / Türkiye,ID,,6544,End Customer,SMB,,,,,finance,117,Quotation or Purchase Consultation,one:quick series,,,/ / Türkiye,none,LGETK,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,285,0 -2225,1.0,/ Mumbai / India,ID,,32323,,Enterprise,,,,,,32,Others,interactive signage,,,/ Mumbai / India,others,LGEIL,more than a year,0,0,,,,,145,0 -10466,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,0 -3290,0.25,//United States,ID,,12773,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,568,0 +2225,1.0,/ Mumbai / India,ID,,32323,,Enterprise,,,,,,32,Others,interactive signage,,,/ Mumbai / India,others,LGEIL,more than a year,0,0,,,,,145,1 +10466,1.0,/ Sao Paulo / Brazil,ID,0.0749486652977412,2329,End Customer,Enterprise,2.0,1.0,,1.0,engineering,107,Quotation or Purchase Consultation,led signage,LG LED Bloc,LSAA012,/ Sao Paulo / Brazil,others,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,167,1 +3290,0.25,//United States,ID,,12773,,Enterprise,,,,,,128,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,568,1 8897,1.0,/ / United Kingdom,ID,,8414,End Customer,Enterprise,,,,,program and project management,512,Technical Consultation,standard signage,UHD TV Signage,43UR640S (NA),/ / United Kingdom,ceo/founder,LGEUK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),185,0 4758,0.25,/Mumbai/India,AS,,44821,End Customer,Enterprise,3.0,,,,,27,Quotation or Purchase Consultation,,,,/Mumbai/India,none,LGEIL,,0,0,,,,,672,0 9468,0.0,/ / India,ID,0.3333333333333333,5785,,Enterprise,,,,,business development,4,,,,,/ / India,none,LGEIL,,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Energy Storage & Saving,174,0 15820,0.5,/ Quito / Ecuador,AS,,39307,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Quito / Ecuador,ceo/founder,LGEPS,less than 3 months,0,0,,,,,654,0 -219,1.0,/ / Saudi Arabia,ID,0.075,9036,Channel Partner,SMB,,1.0,,1.0,administrative,338,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ / Saudi Arabia,c-level executive,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,336,0 +219,1.0,/ / Saudi Arabia,ID,0.075,9036,Channel Partner,SMB,,1.0,,1.0,administrative,338,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,LSCA029,/ / Saudi Arabia,c-level executive,LGESJ,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,336,1 17357,1.0,/LIMA/Peru,AS,,43632,,SMB,271.0,,,,engineering,3,Others,multi-split,,,/LIMA/Peru,others,LGEPR,6 months ~ 9 months,0,0,,,,,741,0 14215,0.5,/ Campinas / Brazil,AS,,11340,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Campinas / Brazil,director,LGESP,,0,0,,,,,97,0 12978,1.0,/ القاهرة / Egypt,AS,,47200,End Customer,Enterprise,,,,,accounting,13,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,director,LGEEG,less than 3 months,0,0,,,,,51,0 10769,1.0,/ / Hong Kong,ID,0.0843373493975903,32996,End Customer,Enterprise,,1.0,,1.0,business development,24,Quotation or Purchase Consultation,led signage,,,/ / Hong Kong,manager,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 19436,1.0,/MT / Sinop/Brazil,AS,0.0037878787878787,44852,End Customer,SMB,,,,,administrative,179,Quotation or Purchase Consultation,vrf,,,/MT / Sinop/Brazil,partner,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,97,0 -13340,0.25,/ Asansol / India,AS,,36411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,0 +13340,0.25,/ Asansol / India,AS,,36411,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Asansol / India,none,LGEIL,,0,0,,,,,600,1 12447,0.75,/ Fortaleza / Brazil,AS,,27019,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Fortaleza / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 15169,0.25,/ stoczek ŁUKOWSKI / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,32,Quotation or Purchase Consultation,heating,,,/ stoczek ŁUKOWSKI / Poland,none,LGEPL,,0,0,,,,,642,0 15889,0.5,/ santo domingo / Dominican Republic,AS,,25592,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,vrf,,,/ santo domingo / Dominican Republic,entry level,LGEPS,less than 3 months,0,0,,,,,654,0 @@ -4094,7 +4094,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2957,1.0,/ / Saudi Arabia,ID,,2202,End Customer,SMB,,,,,consulting,39,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,209,0 7829,0.25,300 Pine Street Education / Glenville / United States,IT,,17619,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,300 Pine Street Education / Glenville / United States,none,LGEUS,,0,0,,,,,374,0 10093,1.0,/ / Argentina,ID,0.0422535211267605,38352,Channel Partner,SMB,,,,,information technology,70,Request for Partnership,led signage,LG LED Curve Series,LAP015E,/ / Argentina,manager,LGEAR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Exhibition / Convention Center,325,1 -19549,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,35287,End Customer,Enterprise,,,,,product management,6,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,0 +19549,1.0,/ São Paulo / Brazil,ID,0.0732484076433121,35287,End Customer,Enterprise,,,,,product management,6,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ São Paulo / Brazil,manager,LGESP,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,279,1 12725,0.75,/Willemstad/Curaçao,AS,,45918,,Enterprise,,,,,consulting,3,,vrf,,,/Willemstad/Curaçao,director,LGEPS,less than 3 months,0,0,,,,,654,0 20829,1.0,/ / Brazil,ID,0.0476190476190476,22002,End Customer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ / Brazil,vice president,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 8686,1.0,/ Hyderabad / India,AS,0.0677966101694915,445,End Customer,Enterprise,,,,,sales,59,Quotation or Purchase Consultation,vrf,,,/ Hyderabad / India,others,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,603,1 @@ -4104,8 +4104,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4007,1.0,/ Pasig / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,finance,24,Quotation or Purchase Consultation,etc.,,,/ Pasig / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 14105,0.25,/ São Bernardo do Campo/SP / Brazil,AS,,4912,Specifier/ Influencer,Enterprise,,,,,operations,3,,,,,/ São Bernardo do Campo/SP / Brazil,entry level,LGESP,,0,0,,,,,97,0 9203,1.0,/ / India,ID,,29426,End Customer,Enterprise,,1.0,,1.0,sales,61,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,222,0 -9990,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -4785,0.25,/New Delhi/India,AS,,11323,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,0 +9990,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +4785,0.25,/New Delhi/India,AS,,11323,Channel Partner,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/New Delhi/India,none,LGEIL,,0,0,,,,,9,1 17190,0.75,/ bogota / Colombia,AS,,16641,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ bogota / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,650,0 13461,0.0,/ / India,AS,,39789,End Customer,Enterprise,10.0,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 8465,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600,1 @@ -4116,7 +4116,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 17353,0.75,/Lima/Peru,AS,,46021,,SMB,,,,,engineering,3,,vrf,,,/Lima/Peru,others,LGEPR,9 months ~ 1 year,0,0,,,,,125,0 20193,1.0,/ MG / Brazil,AS,0.004,37166,End Customer,SMB,,,,,administrative,639,Quotation or Purchase Consultation,multi-split,,,/ MG / Brazil,associate/analyst,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 4326,0.25,/ Hyderabad / India,AS,,28682,End Customer,Enterprise,,,,,,93,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 -20622,1.0,/الدمام/Saudi Arabia,AS,0.0202020202020202,47065,Specifier/ Influencer,Enterprise,,,,,engineering,46,Usage or Technical Consultation,etc.,,,/الدمام/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118,1 +20622,1.0,/الدمام/Saudi Arabia,AS,0.0202020202020202,47065,Specifier/ Influencer,Enterprise,,,,,engineering,46,Usage or Technical Consultation,etc.,,,/الدمام/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118,0 16049,0.0,6845 S. Decatur blvd. #140 / Las Vegas / United States,AS,,18349,Channel Partner,SMB,,,,,,3,,ess,,,6845 S. Decatur blvd. #140 / Las Vegas / United States,none,LGEUS,,0,0,,,,,731,0 19379,0.5,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,AS,0.0037878787878787,35169,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,Cra.35a #19-47 san Jorge 4 / Villavicencio / Colombia,manager,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 17266,1.0,/ القاهرة / Egypt,AS,,47037,End Customer,Enterprise,,,,,product management,77,Quotation or Purchase Consultation,,,,/ القاهرة / Egypt,partner,LGEEG,less than 3 months,0,0,,,,,51,0 @@ -4125,29 +4125,29 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1982,1.0,/ Bhopal / India,ID,,25331,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Bhopal / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 18242,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 2824,1.0,/ / Egypt,ID,,1140,End Customer,SMB,0.0,,,,information technology,56,Quotation or Purchase Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 -12336,1.0,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ Laguna / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,616,0 +12336,1.0,/ Laguna / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,single-split,,,/ Laguna / Philippines,associate/analyst,LGEPH,less than 3 months,0,0,,,,,616,1 13362,0.25,/ / India,AS,,33119,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 5045,0.25,/ / Brazil,AS,,44885,,SMB,,,,,,1,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317,0 -2905,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,0 +2905,0.75,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,ID,,29178,Channel Partner,SMB,,,,,,143,Quotation or Purchase Consultation,,,,19 spielman Wholesale Trade - Durable Goods/Fairfield/United States,none,LGEUS,3 months ~ 6 months,0,0,,,,,310,1 16019,0.25,/ NIŠ / Serbia,AS,,15112,Channel Partner,SMB,243.0,,,,,3,,heating,,,/ NIŠ / Serbia,director,LGEMK,,0,0,,,,,766,0 11305,1.0,/ / U.A.E,ID,,6740,End Customer,SMB,,,,,information technology,59,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 15978,0.5,/ Caracas / Venezuela,AS,,21321,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Caracas / Venezuela,others,LGEPS,less than 3 months,0,0,,,,,654,0 -9037,0.25,/ Shelton / United States,ID,0.1186440677966101,32218,,SMB,,,,,,135,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Shelton / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,912,0 +9037,0.25,/ Shelton / United States,ID,0.1186440677966101,32218,,SMB,,,,,,135,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Shelton / United States,none,LGEUS,,0,0,0.0011827288932506,0.0498402555910543,retail,,912,1 6022,0.5,/ Barueri / Brazil,AS,,47466,,Enterprise,16.0,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Barueri / Brazil,others,LGESP,,0,0,,,,,97,0 18808,0.0,/ / Peru,ID,0.0327868852459016,10275,,Enterprise,,,,,information technology,10,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -191,1.0,//Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,324,0 +191,1.0,//Vietnam,ID,0.0843373493975903,44929,,Enterprise,,1.0,,1.0,entrepreneurship,23,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,associate/analyst,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,324,1 9249,0.0,2102 Bay Hill Dr Hospitality / League Coty / United States,ID,,47466,End Customer,Enterprise,16.0,1.0,,1.0,,64,,hotel tv,,,2102 Bay Hill Dr Hospitality / League Coty / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,564,1 18317,0.0,/ / Peru,ID,0.0327868852459016,43652,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 20416,0.0,81 Tyndale St Hospitality / Boston / United States,ID,,19616,End Customer,SMB,6.0,1.0,,1.0,,3,,hotel tv,,,81 Tyndale St Hospitality / Boston / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 -9948,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9948,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 525,0.25,Corporate / /,ID,0.0446428571428571,16251,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 9570,0.25,Education / / UNITED STATES,ID,0.8333333333333334,5030,End Customer,SMB,0.0,,,,,14,Quotation or Purchase Consultation,,,,Education / / UNITED STATES,none,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,310,1 13176,0.75,/ Monterrey / Mexico,AS,,3528,Channel Partner,SMB,,,,,sales,3,,etc.,,,/ Monterrey / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 -20326,1.0,/ / Portugal,ID,0.0169491525423728,15962,End Customer,SMB,,1.0,,1.0,engineering,159,Quotation or Purchase Consultation,video wall signage,,,/ / Portugal,director,LGEPT,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,510,0 +20326,1.0,/ / Portugal,ID,0.0169491525423728,15962,End Customer,SMB,,1.0,,1.0,engineering,159,Quotation or Purchase Consultation,video wall signage,,,/ / Portugal,director,LGEPT,3 months ~ 6 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,510,1 6566,0.0,/ ZEMUN / Serbia,AS,,19539,Channel Partner,Enterprise,,,,,others,54,,,,,/ ZEMUN / Serbia,none,LGEMK,,0,0,,,,,766,0 9330,1.0,/ Gurgaon / India,AS,,35672,,SMB,,,,,program and project management,144,Quotation or Purchase Consultation,vrf,,,/ Gurgaon / India,partner,LGEIL,less than 3 months,0,0,0.0007167734380046,,hotel & accommodation,Hotel,88,0 7998,1.0,/ Bucharest / Romania,IT,,29891,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844,0 -8772,1.0,/ / United States,ID,0.6153846153846154,8549,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,310,0 +8772,1.0,/ / United States,ID,0.6153846153846154,8549,End Customer,SMB,,,,,information technology,102,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ / United States,director,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,310,1 13875,0.25,/ Sao Paul / Brazil,AS,,46214,Specifier/ Influencer,Enterprise,,,,,sales,3,,,,,/ Sao Paul / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 8789,0.25,/Lorton/United States,ID,0.6153846153846154,22197,,SMB,,,,,,70,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Lorton/United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,568,1 7596,0.5,/ Jeddah / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,28,Quotation or Purchase Consultation,vrf,,,/ Jeddah / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 @@ -4160,28 +4160,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14183,0.25,/ Brasília / Brazil,AS,,10107,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Brasília / Brazil,director,LGESP,,0,0,,,,,97,0 2862,1.0,/ / Egypt,ID,,2668,End Customer,SMB,,,,,engineering,32,Technical Consultation,high brightness signage,,,/ / Egypt,director,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 2961,1.0,/ / Saudi Arabia,ID,,34848,Channel Partner,SMB,,,,,purchasing,51,Technical Consultation,interactive signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 -2785,1.0,/ / Türkiye,ID,,104,End Customer,SMB,,,,,media and communication,117,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,0 +2785,1.0,/ / Türkiye,ID,,104,End Customer,SMB,,,,,media and communication,117,Technical Consultation,led signage,,,/ / Türkiye,associate/analyst,LGETK,6 months ~ 9 months,0,0,,,,,285,1 2950,1.0,/ / Saudi Arabia,ID,,34688,End Customer,SMB,,,,,information technology,84,Quotation or Purchase Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,245,0 20447,0.0,111 East 48Th Street Hospitality / New York / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,111 East 48Th Street Hospitality / New York / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 12759,1.0,/ / Singapore,AS,,23956,End Customer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,etc.,,,/ / Singapore,manager,LGESL,less than 3 months,0,0,,,,,73,0 -20757,1.0,/ Boa Vista / Brazil,ID,0.0476190476190476,14304,End Customer,SMB,,,,,research,70,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Boa Vista / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +20757,1.0,/ Boa Vista / Brazil,ID,0.0476190476190476,14304,End Customer,SMB,,,,,research,70,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Boa Vista / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 21102,1.0,/ Marechal Cândido Rondon - Paraná / Brazil,AS,,31694,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,,,,/ Marechal Cândido Rondon - Paraná / Brazil,manager,LGESP,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,97,0 -10681,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,0 +10681,1.0,/ Florianópolis / Brazil,ID,0.0749486652977412,4279,End Customer,SMB,3.0,1.0,,1.0,administrative,25,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,27TNF3K,/ Florianópolis / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Construction,167,1 12228,1.0,/ curitiba / Brazil,AS,,39284,,SMB,,,,,engineering,9,Trainings,vrf,,,/ curitiba / Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,97,0 17953,0.0,/ / India,ID,0.0311958405545927,9443,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 11863,0.5,/ Ranchi / India,ID,,34191,,Enterprise,1.0,,,,finance,3,Others,,,,/ Ranchi / India,others,LGEIL,,0,0,,,,,174,0 4012,1.0,/ / Philippines,AS,,3210,End Customer,Enterprise,,,,,real estate,38,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,3 months ~ 6 months,0,0,,,,,46,0 15962,0.5,/ Alajuela / Costa Rica,AS,,14784,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Alajuela / Costa Rica,trainee,LGEPS,less than 3 months,0,0,,,,,654,0 4060,0.5,/Ormoc/Philippines,AS,,13588,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,vrf,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 -9000,1.0,//United States,ID,0.1186440677966101,33303,Specifier/ Influencer,SMB,,,,,engineering,80,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,332,0 +9000,1.0,//United States,ID,0.1186440677966101,33303,Specifier/ Influencer,SMB,,,,,engineering,80,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,//United States,vice president,LGEUS,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,332,1 3128,0.75,/ Kochi / India,ID,,9406,End Customer,Enterprise,2.0,,,,research,77,Quotation or Purchase Consultation,interactive signage,,,/ Kochi / India,others,LGEIL,less than 3 months,0,0,,,,,224,0 7741,0.75,/ / Canada,IT,,8687,End Customer,SMB,,,,,consulting,202,Quotation or Purchase Consultation,monitor,IPS Monitors,,/ / Canada,intern,LGECI,less than 3 months,0,0,,,,,410,0 16823,0.75,/ Quezon City / Philippines,AS,,14872,Specifier/ Influencer,SMB,,,,,engineering,3,,heating,,,/ Quezon City / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 -8877,1.0,/ / U.A.E,ID,0.0491803278688524,22379,End Customer,SMB,,,,,business development,21,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,0 +8877,1.0,/ / U.A.E,ID,0.0491803278688524,22379,End Customer,SMB,,,,,business development,21,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,98TR3PJ,/ / U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,1 14723,0.25,/ Rio de Janeiro / Brazil,AS,,10266,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97,0 7714,1.0,/Kuala Lumpur/Malaysia,IT,,39898,End Customer,Enterprise,,,,,other,134,Quotation or Purchase Consultation,medical display,Digital X-ray Detectors,,/Kuala Lumpur/Malaysia,ceo/founder,LGEML,less than 3 months,0,0,,,,,828,0 -10696,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,1633,End Customer,SMB,,1.0,,1.0,human resources,74,Quotation or Purchase Consultation,interactive signage,,,/ São Paulo / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Agriculture,406,0 -17621,0.75,520 S GABLES BLVD / Wheaton /,ID,0.3333333333333333,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),331,1 +10696,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,1633,End Customer,SMB,,1.0,,1.0,human resources,74,Quotation or Purchase Consultation,interactive signage,,,/ São Paulo / Brazil,director,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Agriculture,406,1 +17621,0.75,520 S GABLES BLVD / Wheaton /,ID,0.3333333333333333,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),331,0 422,0.25,Corporate / /,ID,0.0446428571428571,19119,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 1370,0.75,/ Faridkot / India,ID,,21162,,SMB,,,,,consulting,10,,interactive signage,,,/ Faridkot / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 7772,0.25,103 D Tate Circle Education / Greenville / United States,IT,,28390,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,103 D Tate Circle Education / Greenville / United States,none,LGEUS,,0,0,,,,,374,0 @@ -4200,19 +4200,19 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 3328,0.25,/ / United States,ID,,14212,,Enterprise,,,,,,24,Quotation or Purchase Consultation,,ESS,,/ / United States,none,LGEUS,,0,0,,,,,591,0 10645,1.0,/Lima/Peru,ID,0.0749486652977412,4803,Channel Partner,SMB,,1.0,,1.0,purchasing,224,Technical Consultation,standard signage,SM5KE Series,43SM5KE-B,/Lima/Peru,partner,LGEPR,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,190,0 2621,1.0,/ mumbai / India,ID,,14613,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,interactive signage,,,/ mumbai / India,others,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -8907,1.0,/ / Argentina,ID,0.0732484076433121,1208,,SMB,2.0,,,,others,12,Others,standard signage,UH5F Series,,/ / Argentina,intern,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,1 +8907,1.0,/ / Argentina,ID,0.0732484076433121,1208,,SMB,2.0,,,,others,12,Others,standard signage,UH5F Series,,/ / Argentina,intern,LGEAR,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,325,0 19147,0.5,/ / United Kingdom,IT,0.2307692307692307,27578,End Customer,SMB,,,,,information technology,3,Usage or Technical Consultation,cloud device,Thin Clients,,/ / United Kingdom,manager,LGEUK,,0,0,6.044033666058328e-05,,hospital & health care,Others,781,1 10901,0.25,/ / Mexico,ID,0.0749486652977412,4105,,SMB,,1.0,,1.0,others,3,,,,,/ / Mexico,partner,LGEMS,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,189,0 -9936,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -16871,0.75,/ Pasay City / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Pasay City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +9936,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +16871,0.75,/ Pasay City / Philippines,AS,,918,End Customer,Enterprise,0.0,,,,engineering,3,,vrf,,,/ Pasay City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 11028,0.75,/ / Colombia,ID,0.0749486652977412,2858,,Enterprise,,1.0,,1.0,entrepreneurship,27,Others,,,,/ / Colombia,none,LGECB,9 months ~ 1 year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,344,0 8814,0.25,/ Florence / United States,ID,0.6153846153846154,16252,,SMB,,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Florence / United States,none,LGEUS,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,348,1 10442,1.0,/ / India,ID,0.0575342465753424,39031,Solution Eco-Partner,Enterprise,,1.0,,1.0,business development,8,Request for Partnership,standard signage,New High Haze UHD Standard Signage,49UH5J-H,/ / India,director,LGEIL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,148,1 -20822,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,9344,End Customer,Enterprise,,,,,others,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 -18286,0.0,/ / Peru,ID,0.0327868852459016,31601,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 +20822,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,9344,End Customer,Enterprise,,,,,others,161,Quotation or Purchase Consultation,led signage,,,/ Curitiba / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 +18286,0.0,/ / Peru,ID,0.0327868852459016,31601,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 4535,0.25,/ Kanchrapara / India,AS,,47466,End Customer,Enterprise,19.0,,,,,57,Quotation or Purchase Consultation,single-split,,,/ Kanchrapara / India,none,LGEIL,,0,0,,,,,115,0 19797,0.0,/ / India,ID,0.0289256198347107,17944,,Enterprise,,,,,sales,3,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174,0 -11470,1.0,/ / Colombia,ID,,13790,Specifier/ Influencer,SMB,4.0,,,,engineering,84,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,977,0 +11470,1.0,/ / Colombia,ID,,13790,Specifier/ Influencer,SMB,4.0,,,,engineering,84,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,86UH5J-H,/ / Colombia,others,LGECB,3 months ~ 6 months,0,0,,,,,977,1 1412,1.0,/ / India,ID,,10704,End Customer,Enterprise,5.0,,,,consulting,28,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 20068,1.0,/ Santarém / Brazil,AS,0.004,7295,Specifier/ Influencer,Enterprise,16.0,,,,others,61,Quotation or Purchase Consultation,multi-split,,,/ Santarém / Brazil,manager,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 14449,0.25,/ Santa Catarina / Florianopolis / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,110,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Florianopolis / Brazil,none,LGESP,,0,0,,,,,97,0 @@ -4224,16 +4224,16 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 16423,0.25,Via Livorno 60 / Torino / Italy,AS,,14770,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Via Livorno 60 / Torino / Italy,manager,LGEIS,,0,0,,,,,341,0 13769,0.5,/ Jaboatão dos Guararapes pe / Brazil,AS,,40108,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Jaboatão dos Guararapes pe / Brazil,manager,LGESP,,0,0,,,,,97,0 2052,1.0,/Hyderabad/India,ID,,32157,,Enterprise,,,,,education,28,Quotation or Purchase Consultation,interactive digital board,,,/Hyderabad/India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 -8847,1.0,/Abu Dhabi/U.A.E,ID,0.0491803278688524,11409,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,0 +8847,1.0,/Abu Dhabi/U.A.E,ID,0.0491803278688524,11409,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,227,1 11378,1.0,/ / Argentina,ID,,44200,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ / Argentina,manager,LGEAR,3 months ~ 6 months,0,0,,,,,325,0 -10010,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10010,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 13434,0.0,/ / India,AS,,28237,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 2384,0.75,30155 Groesbeck Hwy / Roseville /,ID,,36895,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,30155 Groesbeck Hwy / Roseville /,none,LGEUS,less than 3 months,0,0,,,,,566,1 10416,1.0,/ Jalisco / Mexico,AS,0.0039370078740157,21864,Specifier/ Influencer,Enterprise,,,,,engineering,78,Trainings,vrf,,,/ Jalisco / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,42,0 -18868,0.25,/ / Hong Kong,ID,0.2142857142857142,42311,,Enterprise,4.0,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +18868,0.25,/ / Hong Kong,ID,0.2142857142857142,42311,,Enterprise,4.0,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,0 14668,0.25,/ Belo Horizonte / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,149,Quotation or Purchase Consultation,multi-split,,,/ Belo Horizonte / Brazil,none,LGESP,,0,0,,,,,97,0 14373,0.25,/ SE Barra dos Coqueiros / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,42,Quotation or Purchase Consultation,,,,/ SE Barra dos Coqueiros / Brazil,none,LGESP,,0,0,,,,,97,0 -7627,1.0,/Adana/Türkiye,IT,,32533,End-Customer,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,monitor,,,/Adana/Türkiye,manager,LGETK,less than 3 months,0,0,,,,,815,0 +7627,1.0,/Adana/Türkiye,IT,,32533,End-Customer,SMB,,,,,purchasing,147,Quotation or Purchase Consultation,monitor,,,/Adana/Türkiye,manager,LGETK,less than 3 months,0,0,,,,,815,1 8414,0.25,/ Abuja / Nigeria,AS,0.0555555555555555,16481,End Customer,Enterprise,,,,,,75,Quotation or Purchase Consultation,multi-split,,,/ Abuja / Nigeria,none,LGEAF,,1,0,0.0005719551277132,0.0514705882352941,education,K12 Kindergarten & Schools,12,1 3850,1.0,/ Nizwa / Oman,AS,,1676,Specifier/ Influencer,Enterprise,,,,,others,2,Quotation or Purchase Consultation,single-split,,,/ Nizwa / Oman,others,LGEGF,less than 3 months,0,0,,,,,25,0 10256,1.0,/Belo Horizonte/Brazil,AS,0.0039370078740157,18199,End Customer,Enterprise,,,,,program and project management,141,Services,vrf,,,/Belo Horizonte/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 @@ -4245,29 +4245,29 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14253,0.25,/ RIO DE JANEIRO / Brazil,AS,,7162,End Customer,SMB,,,,,engineering,3,,,,,/ RIO DE JANEIRO / Brazil,director,LGESP,,0,0,,,,,97,0 12734,0.75,/ / Dominican Republic,AS,,37799,Specifier/ Influencer,Enterprise,,,,,others,3,,chiller,,,/ / Dominican Republic,trainee,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 17408,1.0,/ / Singapore,AS,,5951,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,manager,LGESL,3 months ~ 6 months,0,0,,,,,73,0 -1189,0.5,/ Shanghai / China,ID,0.0843373493975903,20626,End Customer,SMB,,1.0,,1.0,engineering,501,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,/ Shanghai / China,none,LGECH,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,379,0 +1189,0.5,/ Shanghai / China,ID,0.0843373493975903,20626,End Customer,SMB,,1.0,,1.0,engineering,501,Quotation or Purchase Consultation,oled signage,Transparent OLED Touch Signage,,/ Shanghai / China,none,LGECH,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,379,1 4046,1.0,/ Singapore / Singapore,AS,,24042,End Customer,SMB,,,,,engineering,295,Quotation or Purchase Consultation,,,,/ Singapore / Singapore,others,LGESL,3 months ~ 6 months,0,0,,,,,73,0 -9952,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -10027,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -9997,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9952,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10027,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +9997,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 8149,1.0,/ Najran / Saudi Arabia,ID,0.032258064516129,2747,Service Partner,Enterprise,,,,,product management,108,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ Najran / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),209,0 9562,0.25,/ / Hungary,ID,0.025,41361,,SMB,,,,,,60,Quotation or Purchase Consultation,,,,/ / Hungary,none,LGEMK,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,158,1 14210,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,SMB,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97,0 12489,1.0,/ Bangkok / Thailand,AS,,33052,End Customer,Enterprise,,,,,real estate,16,Quotation or Purchase Consultation,,,,/ Bangkok / Thailand,c-level executive,LGETH,less than 3 months,0,0,,,,,748,0 9319,1.0,/ Manali / India,AS,,44310,End Customer,Enterprise,,,,,administrative,70,Quotation or Purchase Consultation,multi-split,,,/ Manali / India,vice president,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Resort,95,0 -19027,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +19027,1.0,/ Florianopolis / Brazil,ID,0.2692307692307692,15022,End Customer,SMB,,,,,others,118,Quotation or Purchase Consultation,led signage,,,/ Florianopolis / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 7689,0.75,/ / Germany,IT,,5888,,SMB,,,,,others,39,OEM/ODM Request,others,,UltraFine Ergo(32UN880),/ / Germany,none,LGEDG,3 months ~ 6 months,0,0,,,,,428,0 8075,1.0,/ NEOM OXAGON / Saudi Arabia,ID,0.043103448275862,29799,End Customer,SMB,2.0,,,,purchasing,384,Technical Consultation,software solution,,,/ NEOM OXAGON / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),209,0 -9975,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9975,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 1791,1.0,/ / India,ID,,5609,End Customer,Enterprise,,,,,education,44,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ / India,ceo/founder,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 21168,1.0,/ ES / Serra / Brazil,AS,,27907,End Customer,SMB,,,,,administrative,533,Quotation or Purchase Consultation,ventilation,,,/ ES / Serra / Brazil,entry level,LGESP,more than a year,0,0,1.2765902883450302e-05,,transportation,Others,97,0 15050,0.5,/ Santiago / Chile,AS,,46103,Specifier/ Influencer,Enterprise,,,,,engineering,3,,chiller,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 17070,1.0,/ NSW / Australia,AS,,11301,Specifier/ Influencer,SMB,53.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ NSW / Australia,manager,LGEAP,less than 3 months,0,0,,,,,138,0 15849,0.5,/ CARACAS / Venezuela,AS,,35235,End Customer,Enterprise,,,,,operations,3,,etc.,,,/ CARACAS / Venezuela,manager,LGEPS,less than 3 months,0,0,,,,,654,0 7672,1.0,/ Mumbai / India,IT,,15050,End Customer,SMB,,,,,information technology,91,Quotation or Purchase Consultation,monitor,UltraGear Monitors,43UN700T,/ Mumbai / India,manager,LGEIL,less than 3 months,0,0,,,,,405,0 -11000,0.25,"Corso Vittorio Emanuele II, 64 / Torino / Italy",ID,0.0199004975124378,1143,End Customer,SMB,,1.0,,1.0,,88,Quotation or Purchase Consultation,,,,"Corso Vittorio Emanuele II, 64 / Torino / Italy",none,LGEIS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,422,1 +11000,0.25,"Corso Vittorio Emanuele II, 64 / Torino / Italy",ID,0.0199004975124378,1143,End Customer,SMB,,1.0,,1.0,,88,Quotation or Purchase Consultation,,,,"Corso Vittorio Emanuele II, 64 / Torino / Italy",none,LGEIS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,422,0 2604,1.0,/Ludhiana/India,ID,,41391,End Customer,Enterprise,4.0,,,,education,20,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,trainee,LGEIL,less than 3 months,0,0,,,,,174,0 -11536,0.75,520 S GABLES BLVD / Wheaton /,ID,,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,,,,,331,1 +11536,0.75,520 S GABLES BLVD / Wheaton /,ID,,7337,End Customer,SMB,1.0,,,,,3,Request for Partnership,,,,520 S GABLES BLVD / Wheaton /,none,LGEUS,3 months ~ 6 months,0,0,,,,,331,0 20688,0.25,/ / Romania,ID,0.0416666666666666,16651,End Customer,Enterprise,,,,,,3,,oled signage,,,/ / Romania,manager,LGERO,,0,0,0.0002153634176709,0.0609243697478991,factory,,303,0 12229,0.75,/ São Paulo / Brazil,AS,,164,Specifier/ Influencer,SMB,,,,,engineering,45,,vrf,,,/ São Paulo / Brazil,partner,LGESP,less than 3 months,0,0,,,,,97,0 16918,0.75,/Bojonegoro/Indonesia,AS,,11148,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/Bojonegoro/Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 @@ -4275,9 +4275,9 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19972,1.0,/Campos dos Goytacazes/Brazil,AS,0.004,29927,End Customer,Enterprise,,,,,sales,266,Quotation or Purchase Consultation,etc.,,,/Campos dos Goytacazes/Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 12037,0.5,//,ID,,30051,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//,none,LGEUS,less than 3 months,0,0,,,,,205,0 19545,1.0,/ Manaus / Brazil,ID,0.0732484076433121,22464,Channel Partner,Enterprise,,,,,entrepreneurship,48,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ Manaus / Brazil,ceo/founder,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 -9951,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9951,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9426,0.25,/ Millersville / United States,ID,,37473,,Enterprise,,,,,,164,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Millersville / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,205,0 -17871,1.0,/ Brumadinho/MG / Brazil,ID,0.0327868852459016,20980,End Customer,Enterprise,,,,,others,20,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Brumadinho/MG / Brazil,others,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,480,0 +17871,1.0,/ Brumadinho/MG / Brazil,ID,0.0327868852459016,20980,End Customer,Enterprise,,,,,others,20,Quotation or Purchase Consultation,led signage,Indoor Versatile Series,,/ Brumadinho/MG / Brazil,others,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,480,1 15606,0.5,/ / Mexico,AS,,22671,Specifier/ Influencer,SMB,5.0,,,,engineering,3,,vrf,,,/ / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 18928,1.0,/ Santiago / Chile,AS,0.0151515151515151,43961,End Customer,Enterprise,,,,,purchasing,504,Quotation or Purchase Consultation,etc.,,,/ Santiago / Chile,associate/analyst,LGECL,6 months ~ 9 months,1,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),124,0 20640,1.0,/ São Pedro do Ivaí / Brazil,ID,0.0695652173913043,2601,End Customer,SMB,2.0,,,,purchasing,449,Quotation or Purchase Consultation,led signage,,,/ São Pedro do Ivaí / Brazil,entry level,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,316,0 @@ -4286,28 +4286,28 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18037,0.25,/ / Australia,ID,0.2142857142857142,21359,End Customer,Enterprise,,,,,consulting,3,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 16132,0.25,/ Singapore / Singapore,AS,,18749,End Customer,SMB,8.0,,,,engineering,3,,,,,/ Singapore / Singapore,manager,LGESL,,0,0,,,,,73,0 18295,0.0,/ / Peru,ID,0.0327868852459016,4497,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -10054,0.25,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10054,0.25,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,IT,,28113,End Customer,Enterprise,0.0,,,,,23,Quotation or Purchase Consultation,,,,103 Daniels Creek Ci Cloud IT / Goose Creek / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 14227,0.5,/ Rs / Brazil,AS,,10913,End Customer,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rs / Brazil,director,LGESP,,0,0,,,,,97,0 12946,0.75,/ Santiago / Chile,AS,,39291,Specifier/ Influencer,SMB,,,,,engineering,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 -16286,0.25,Via fontana dell'oste 52 / Colleferro / Italy,AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,Via fontana dell'oste 52 / Colleferro / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16286,0.25,Via fontana dell'oste 52 / Colleferro / Italy,AS,,40491,Specifier/ Influencer,SMB,6.0,,,,engineering,3,,vrf,,,Via fontana dell'oste 52 / Colleferro / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 20185,1.0,/ PR - Foz do Iguaçu / Brazil,AS,0.004,2900,End Customer,Enterprise,,,,,purchasing,108,Quotation or Purchase Consultation,vrf,,,/ PR - Foz do Iguaçu / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Fashion,97,0 5832,0.5,/ / Brazil,AS,,9045,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 13848,0.25,/ Belo Horizonte / Brazil,AS,,1437,End Customer,SMB,0.0,,,,operations,3,,,,,/ Belo Horizonte / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 4213,0.25,/ Kurnool / India,AS,,47466,End Customer,Enterprise,19.0,,,,,10,Quotation or Purchase Consultation,vrf,,,/ Kurnool / India,none,LGEIL,,0,0,,,,,49,0 17573,1.0,/ / Mexico,ID,0.0806916426512968,32240,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ / Mexico,others,LGEMS,6 months ~ 9 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,189,0 8817,1.0,/Pampanga/Philippines,AS,0.04,26311,Specifier/ Influencer,Enterprise,,,,,engineering,156,Quotation or Purchase Consultation,vrf,,,/Pampanga/Philippines,entry level,LGEPH,more than a year,0,0,9.65915660650443e-05,0.0227272727272727,government department,Welfare Facilities,16,1 -8301,0.0,/ / Peru,ID,0.0327868852459016,41425,,Enterprise,,,,,arts and design,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 -11518,1.0,/ ORLY / France,ID,,31244,Specifier/ Influencer,SMB,,,,,purchasing,172,Quotation or Purchase Consultation,hospital tv,LU766A Series,,/ ORLY / France,c-level executive,LGEFS,less than 3 months,0,0,,,,,474,0 -7228,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,11,Quotation or Purchase Consultation,etc.,,,/ Mandaluyong City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 -179,1.0,/ / Afghanistan,ID,0.075,8002,End Customer,Enterprise,,1.0,,1.0,legal,229,Quotation or Purchase Consultation,standard signage,UHD TV Signage,75UR640S (MEA),/ / Afghanistan,director,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,227,0 +8301,0.0,/ / Peru,ID,0.0327868852459016,41425,,Enterprise,,,,,arts and design,4,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 +11518,1.0,/ ORLY / France,ID,,31244,Specifier/ Influencer,SMB,,,,,purchasing,172,Quotation or Purchase Consultation,hospital tv,LU766A Series,,/ ORLY / France,c-level executive,LGEFS,less than 3 months,0,0,,,,,474,1 +7228,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,11,Quotation or Purchase Consultation,etc.,,,/ Mandaluyong City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 +179,1.0,/ / Afghanistan,ID,0.075,8002,End Customer,Enterprise,,1.0,,1.0,legal,229,Quotation or Purchase Consultation,standard signage,UHD TV Signage,75UR640S (MEA),/ / Afghanistan,director,LGEGF,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,227,1 6804,0.25,2 woodside drive / NH / United States,AS,,40041,,Enterprise,,,,,,42,Product Information,,,,2 woodside drive / NH / United States,none,LGEUS,,0,0,,,,,730,0 21252,0.75,/ / Peru,ID,0.0422535211267605,21321,Specifier/ Influencer,Enterprise,,,,,,15,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,258,0 -1157,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1157,0.25,Corporate / /,ID,0.0446428571428571,23091,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 14422,0.25,/ Espumoso/RS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,60,Quotation or Purchase Consultation,single-split,,,/ Espumoso/RS / Brazil,none,LGESP,,0,0,,,,,97,0 13239,0.25,/Yogyakarta/Indonesia,AS,,34021,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Yogyakarta/Indonesia,none,LGEIN,,0,0,,,,,670,0 11514,1.0,/ / Hong Kong,ID,,3526,End Customer,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,interactive signage,TR3BF Series,65TR3BF-B,/ / Hong Kong,manager,LGEHK,3 months ~ 6 months,0,0,,,,,337,0 14695,0.25,/ São Paulo / Brazil,AS,,42133,End Customer,Enterprise,,,,,support,3,,,,,/ São Paulo / Brazil,intern,LGESP,,0,0,,,,,97,0 -4741,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30,1 +4741,0.25,/ bangalore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,94,Quotation or Purchase Consultation,multi-split,,,/ bangalore / India,none,LGEIL,,0,0,,,,,30,0 21027,0.0,/ / Spain,ID,0.025,35144,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 10405,1.0,/ Ankara / Türkiye,AS,0.0408163265306122,26422,End Customer,SMB,,,,,engineering,115,Product Information,vrf,,,/ Ankara / Türkiye,c-level executive,LGETK,3 months ~ 6 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,103,1 547,0.25,Corporate / /,ID,0.0446428571428571,29238,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 @@ -4321,17 +4321,17 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1369,1.0,/ Chandigarh / India,ID,,30487,,Enterprise,,,,,administrative,4,Quotation or Purchase Consultation,interactive signage,,,/ Chandigarh / India,manager,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 4058,0.5,/Ormoc/Philippines,AS,,41235,End Customer,Enterprise,,,,,engineering,28,Quotation or Purchase Consultation,multi-split,,,/Ormoc/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 9008,0.0,/ / India,ID,0.0289256198347107,38425,,Enterprise,,,,,information technology,7,,,,,/ / India,none,LGEIL,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,174,0 -9955,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9955,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 4342,0.25,/ Hyderabad / India,AS,,38108,End Customer,SMB,,,,,,70,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 17035,1.0,/ Rio de Janeiro / Brazil,AS,,31781,End Customer,Enterprise,,,,,engineering,217,Quotation or Purchase Consultation,etc.,,,/ Rio de Janeiro / Brazil,others,LGESP,9 months ~ 1 year,0,0,,,,,97,0 3073,0.75,/Indore/India,ID,,46774,End Customer,SMB,,,,,purchasing,150,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/Indore/India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 5594,0.5,/ Sao Paulo / Brazil,AS,,25252,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sao Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -21007,0.0,/ / Spain,ID,0.025,26462,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +21007,0.0,/ / Spain,ID,0.025,26462,End Customer,SMB,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 7339,0.75,/ Bandung / Indonesia,AS,,6348,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,others,LGEIN,9 months ~ 1 year,0,0,,,,,670,0 2083,1.0,/Ludhiana/India,ID,,23997,,Enterprise,,,,,business development,74,Quotation or Purchase Consultation,interactive digital board,,,/Ludhiana/India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 2419,0.75,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",ID,,19839,End Customer,Enterprise,,,,,,87,Technical Consultation,,,,"5625 W Fullerton Ave, Apt 1 / Chicago / United States",none,LGEUS,less than 3 months,0,0,,,,,194,0 -10540,1.0,/ / Chile,ID,0.0749486652977412,14372,Channel Partner,SMB,1.0,1.0,,1.0,information technology,97,Others,,,,/ / Chile,ceo/founder,LGECL,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,580,0 -1200,1.0,//Ecuador,ID,0.0749486652977412,24163,Channel Partner,SMB,,1.0,,1.0,information technology,333,Quotation or Purchase Consultation,oled signage,Flexible Curved Open Frame OLED Signage,55EF5K-L,//Ecuador,manager,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,192,1 +10540,1.0,/ / Chile,ID,0.0749486652977412,14372,Channel Partner,SMB,1.0,1.0,,1.0,information technology,97,Others,,,,/ / Chile,ceo/founder,LGECL,less than 3 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,580,1 +1200,1.0,//Ecuador,ID,0.0749486652977412,24163,Channel Partner,SMB,,1.0,,1.0,information technology,333,Quotation or Purchase Consultation,oled signage,Flexible Curved Open Frame OLED Signage,55EF5K-L,//Ecuador,manager,LGEPS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,192,0 15674,0.5,/ Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 1727,1.0,/ Nagpur / India,ID,,41818,,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,interactive signage,,,/ Nagpur / India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,174,0 17656,1.0,/ Ciudad de México / Mexico,ID,0.0806916426512968,5939,End Customer,Enterprise,,,,,finance,68,Quotation or Purchase Consultation,oled signage,Wallpaper OLED Signage,55EJ5K,/ Ciudad de México / Mexico,intern,LGEMS,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,214,0 @@ -4340,7 +4340,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12685,0.75,/ Lima / Peru,AS,,16675,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Lima / Peru,entry level,LGEPR,less than 3 months,0,0,,,,,125,0 13576,0.0,/ Kolkata / India,AS,,1604,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 20417,0.0,6525 Carnegie Blvd Hospitality / Charlotte / United States,ID,,32361,End Customer,SMB,,1.0,,1.0,,3,,hotel tv,,,6525 Carnegie Blvd Hospitality / Charlotte / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,194,0 -10622,1.0,/ Lima / Peru,ID,0.0749486652977412,11021,End Customer,Enterprise,,1.0,,1.0,legal,148,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Lima / Peru,ceo/founder,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,190,0 +10622,1.0,/ Lima / Peru,ID,0.0749486652977412,11021,End Customer,Enterprise,,1.0,,1.0,legal,148,Quotation or Purchase Consultation,led signage,LG LED Curve Series,LAP015E,/ Lima / Peru,ceo/founder,LGEPR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Law Firm,190,1 20615,1.0,/ Małopolskie / Poland,AS,,36170,End Customer,Enterprise,,,,,engineering,648,Quotation or Purchase Consultation,etc.,,,/ Małopolskie / Poland,entry level,LGEPL,3 months ~ 6 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,694,0 19510,1.0,/ São Luís / Brazil,ID,0.0544217687074829,8266,End Customer,Enterprise,,,,,information technology,33,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ São Luís / Brazil,associate/analyst,LGESP,3 months ~ 6 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,342,0 15534,0.5,/ Merida / Mexico,AS,,9141,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Merida / Mexico,ceo/founder,LGEMS,less than 3 months,0,0,,,,,42,0 @@ -4352,87 +4352,87 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7243,1.0,/ / Philippines,AS,,33773,End Customer,Enterprise,,,,,engineering,19,Quotation or Purchase Consultation,vrf,,,/ / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 6748,0.25,7657 Thornlee Dr. / FL / United States,AS,,44640,,Enterprise,,,,,,55,Product Information,,,,7657 Thornlee Dr. / FL / United States,none,LGEUS,,0,0,,,,,731,0 13673,0.25,/ Uberlândia / Brazil,AS,,4240,,Enterprise,,,,,engineering,3,,,,,/ Uberlândia / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 -16493,0.25,via della valtiera 81 / perugia / Italy,AS,,31667,Channel Partner,SMB,60.0,,,,others,3,,vrf,,,via della valtiera 81 / perugia / Italy,entry level,LGEIS,,0,0,,,,,341,1 +16493,0.25,via della valtiera 81 / perugia / Italy,AS,,31667,Channel Partner,SMB,60.0,,,,others,3,,vrf,,,via della valtiera 81 / perugia / Italy,entry level,LGEIS,,0,0,,,,,341,0 2273,1.0,//Afghanistan,ID,,17783,End Customer,SMB,,,,,engineering,27,Quotation or Purchase Consultation,standard signage,webOS UHD Signage,65UL3J-B,//Afghanistan,associate/analyst,LGEGF,less than 3 months,0,0,,,,,227,0 11912,0.5,/Mumbai/India,ID,,30973,,SMB,,,,,business development,3,Quotation or Purchase Consultation,,,,/Mumbai/India,co-founder,LGEIL,,0,0,,,,,174,0 1225,1.0,/ / Portugal,IT,,7732,Specifier/ Influencer,SMB,,,1.0,1.0,administrative,1036,Others,projector,,,/ / Portugal,vice president,LGEPT,less than 3 months,0,0,0.0030792876608617,,corporate / office,IT/Software,338,0 7194,0.75,/ Silang Cavite / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,2,,vrf,,,/ Silang Cavite / Philippines,entry level,LGEPH,more than a year,0,0,,,,,46,0 -9985,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9985,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20297,1.0,/ Balneário Camboriú / Brazil,ID,0.1241217798594847,32952,End Customer,Enterprise,,1.0,,1.0,administrative,7,Quotation or Purchase Consultation,hotel tv,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 -20752,1.0,/ Vila Velha / Brazil,ID,0.0476190476190476,4885,End Customer,SMB,2.0,,,,purchasing,112,Quotation or Purchase Consultation,hotel tv,,,/ Vila Velha / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,1 +20752,1.0,/ Vila Velha / Brazil,ID,0.0476190476190476,4885,End Customer,SMB,2.0,,,,purchasing,112,Quotation or Purchase Consultation,hotel tv,,,/ Vila Velha / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,279,0 7226,1.0,/ Pasig / Philippines,AS,,21156,,Enterprise,0.0,,,,engineering,12,Quotation or Purchase Consultation,multi-split,,,/ Pasig / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 9860,0.25,Cloud IT / Shelton / United States,IT,,32547,End Customer,SMB,0.0,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Shelton / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -20353,1.0,//Germany,ID,0.0169491525423728,29350,Channel Partner,SMB,,1.0,,1.0,other,255,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ751C (EU/CIS),//Germany,ceo/founder,LGEDG,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,326,1 -20177,1.0,/Goiás / Minaçu/Brazil,AS,0.004,9709,End Customer,SMB,,,,,purchasing,163,Quotation or Purchase Consultation,vrf,,,/Goiás / Minaçu/Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Hyper Market & Grocery,680,0 -10024,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -19829,0.0,/ / Brazil,ID,0.0732484076433121,45657,Channel Partner,SMB,143.0,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,1 -8887,1.0,/ / Oman,ID,0.0491803278688524,12433,End Customer,Enterprise,,,,,information technology,180,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / Oman,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,908,0 +20353,1.0,//Germany,ID,0.0169491525423728,29350,Channel Partner,SMB,,1.0,,1.0,other,255,Quotation or Purchase Consultation,hotel tv,4K UHD Smart TV,43UQ751C (EU/CIS),//Germany,ceo/founder,LGEDG,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,326,0 +20177,1.0,/Goiás / Minaçu/Brazil,AS,0.004,9709,End Customer,SMB,,,,,purchasing,163,Quotation or Purchase Consultation,vrf,,,/Goiás / Minaçu/Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Hyper Market & Grocery,680,1 +10024,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +19829,0.0,/ / Brazil,ID,0.0732484076433121,45657,Channel Partner,SMB,143.0,,,,finance,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,278,0 +8887,1.0,/ / Oman,ID,0.0491803278688524,12433,End Customer,Enterprise,,,,,information technology,180,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ / Oman,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,908,1 10585,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,9039,End Customer,Enterprise,,1.0,,1.0,operations,50,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,director,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Airline,187,0 12410,1.0,/ GOIÁS/RIO VERDE / Brazil,AS,,41840,Channel Partner,Enterprise,,,,,purchasing,112,Quotation or Purchase Consultation,,,,/ GOIÁS/RIO VERDE / Brazil,manager,LGESP,9 months ~ 1 year,0,0,,,,,97,0 14457,0.25,/ Santa Catarina / Joinville / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,102,Quotation or Purchase Consultation,multi-split,,,/ Santa Catarina / Joinville / Brazil,none,LGESP,,0,0,,,,,97,0 -16040,0.0,"http:// / гр. София, Област Софи / Bulgaria",AS,,5928,End Customer,SMB,0.0,,,,,3,,vrf,,,"http:// / гр. София, Област Софи / Bulgaria",none,LGEMK,,0,0,,,,,1047,1 +16040,0.0,"http:// / гр. София, Област Софи / Bulgaria",AS,,5928,End Customer,SMB,0.0,,,,,3,,vrf,,,"http:// / гр. София, Област Софи / Bulgaria",none,LGEMK,,0,0,,,,,1047,0 7995,0.75,Au Ricchieri sn / ezeiza / United States,IT,,622,End Customer,SMB,,,,,,105,Quotation or Purchase Consultation,,,,Au Ricchieri sn / ezeiza / United States,none,LGEUS,9 months ~ 1 year,0,0,,,,,194,0 2958,1.0,/ / Saudi Arabia,ID,,34850,End Customer,SMB,,,,,information technology,83,Technical Consultation,high brightness signage,,,/ / Saudi Arabia,manager,LGESJ,3 months ~ 6 months,0,0,,,,,245,0 8906,1.0,//Vietnam,ID,0.1184210526315789,15918,,Enterprise,,,,,business development,2,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,//Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,324,0 -9304,1.0,/ Patna / India,AS,,6064,End Customer,Enterprise,,,,,real estate,30,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,600,0 +9304,1.0,/ Patna / India,AS,,6064,End Customer,Enterprise,,,,,real estate,30,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,600,1 2699,1.0,/ / U.A.E,ID,,18085,End Customer,Enterprise,,,,,administrative,46,Quotation or Purchase Consultation,interactive signage,,,/ / U.A.E,associate/analyst,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 3326,0.25,/ Crownsville / United States,ID,,21352,,SMB,,,,,,277,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Crownsville / United States,none,LGEUS,,0,0,,,,,194,0 1395,1.0,/coimbatore/India,ID,,39874,,Enterprise,,,,,engineering,12,Quotation or Purchase Consultation,interactive digital board,,,/coimbatore/India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 2846,1.0,/ / Egypt,ID,,3715,End Customer,SMB,0.0,,,,consulting,43,Technical Consultation,high brightness signage,,,/ / Egypt,manager,LGEEG,6 months ~ 9 months,0,0,,,,,234,0 2580,1.0,/ Panipat / India,ID,,23632,,Enterprise,4.0,,,,business development,1,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 -19056,1.0,/ resende / Brazil,ID,0.2692307692307692,17186,End Customer,Enterprise,,,,,healthcare services,24,Quotation or Purchase Consultation,hospital tv,NanoCell Hospital TV,55UR772M (NA),/ resende / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +19056,1.0,/ resende / Brazil,ID,0.2692307692307692,17186,End Customer,Enterprise,,,,,healthcare services,24,Quotation or Purchase Consultation,hospital tv,NanoCell Hospital TV,55UR772M (NA),/ resende / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 3631,0.75,/ Quezon City / Philippines,AS,,17262,Specifier/ Influencer,Enterprise,,,,,engineering,3,,single-split,,,/ Quezon City / Philippines,ceo/founder,LGEPH,9 months ~ 1 year,0,0,,,,,733,0 -18211,0.0,/ / Peru,ID,0.0327868852459016,356,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +18211,0.0,/ / Peru,ID,0.0327868852459016,356,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 14927,0.25,/ / Thailand,AS,,47335,,Enterprise,,,,,accounting,3,,,,,/ / Thailand,director,LGETH,,0,0,,,,,753,0 7871,0.25,Cloud IT / / United States,IT,,8667,,SMB,,,,,,254,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 6484,0.25,/ Tanta / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,219,Quotation or Purchase Consultation,multi-split,,,/ Tanta / Egypt,none,LGEEG,,0,0,,,,,51,0 -20271,1.0,/ Hamburg / Germany,IT,,19083,End Customer,SMB,,,,,sales,333,Quotation or Purchase Consultation,laptop,,,/ Hamburg / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,0 -4240,0.25,/ Ernakulam / India,AS,0.0677966101694915,452,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +20271,1.0,/ Hamburg / Germany,IT,,19083,End Customer,SMB,,,,,sales,333,Quotation or Purchase Consultation,laptop,,,/ Hamburg / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0011827288932506,,retail,,428,1 +4240,0.25,/ Ernakulam / India,AS,0.0677966101694915,452,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 1836,1.0,/ Kolkata / India,ID,,22367,,Enterprise,4.0,,,,administrative,57,Technical Consultation,,,,/ Kolkata / India,manager,LGEIL,less than 3 months,0,0,,,,,174,0 6185,0.25,/ Goiânia / Brazil,AS,,40422,,SMB,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 -217,0.75,/ Alkhobar / Saudi Arabia,ID,0.075,37204,End Customer,SMB,,1.0,,1.0,information technology,157,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Alkhobar / Saudi Arabia,none,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,295,0 +217,0.75,/ Alkhobar / Saudi Arabia,ID,0.075,37204,End Customer,SMB,,1.0,,1.0,information technology,157,Quotation or Purchase Consultation,interactive signage,UHD IR-type Touch CreateBoard,86TR3PJ-B,/ Alkhobar / Saudi Arabia,none,LGESJ,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,295,1 17163,1.0,/ KUJAWSKO-POMORSKIE / Poland,AS,,6814,Specifier/ Influencer,SMB,,,,,others,148,Quotation or Purchase Consultation,etc.,,,/ KUJAWSKO-POMORSKIE / Poland,others,LGEPL,less than 3 months,0,0,,,,,1023,0 8273,0.25,/ / Australia,ID,0.2142857142857142,19170,End Customer,SMB,,,,,education,111,,,,,/ / Australia,associate/analyst,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 9084,1.0,/ Manila / Philippines,AS,0.0227272727272727,45977,End Customer,SMB,1.0,,,,administrative,36,Quotation or Purchase Consultation,etc.,,,/ Manila / Philippines,manager,LGEPH,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,15,1 -19198,1.0,/ Recife / Brazil,ID,0.0538922155688622,4894,End Customer,SMB,,,,,finance,79,Quotation or Purchase Consultation,interactive signage,,,/ Recife / Brazil,intern,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,278,1 -13519,0.0,/ / India,AS,,3869,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115,1 -1219,1.0,/Ontario/Ottawa/Canada,IT,0.0434782608695652,45871,End Customer,SMB,,,1.0,1.0,engineering,53,Quotation or Purchase Consultation,monitor,,,/Ontario/Ottawa/Canada,vice president,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Engineering,293,0 +19198,1.0,/ Recife / Brazil,ID,0.0538922155688622,4894,End Customer,SMB,,,,,finance,79,Quotation or Purchase Consultation,interactive signage,,,/ Recife / Brazil,intern,LGESP,3 months ~ 6 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,278,0 +13519,0.0,/ / India,AS,,3869,End Customer,SMB,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,115,0 +1219,1.0,/Ontario/Ottawa/Canada,IT,0.0434782608695652,45871,End Customer,SMB,,,1.0,1.0,engineering,53,Quotation or Purchase Consultation,monitor,,,/Ontario/Ottawa/Canada,vice president,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Engineering,293,1 8175,1.0,/New delhi/India,ID,0.0311958405545927,21910,End Customer,Enterprise,,,,,education,32,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,86TR3DK-BG,/New delhi/India,director,LGEIL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 8341,0.25,Education / / United States,ID,0.3902439024390244,18027,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,542,1 19458,0.75,/ Bogota / Colombia,IT,0.3636363636363636,30207,End Customer,Enterprise,,,,,radiology professional,132,Quotation or Purchase Consultation,medical display,,,/ Bogota / Colombia,none,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),,837,1 10167,1.0,/ Pernambuco - recife / Brazil,AS,0.0039370078740157,19722,End Customer,Enterprise,,,,,others,47,Quotation or Purchase Consultation,vrf,,,/ Pernambuco - recife / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 17041,1.0,/ Curitiba / Brazil,AS,,7038,Channel Partner,Enterprise,,,,,engineering,59,Quotation or Purchase Consultation,ventilation,,,/ Curitiba / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 -10512,1.0,/ Castro / Brazil,ID,0.0749486652977412,6710,End Customer,SMB,,1.0,,1.0,information technology,167,Quotation or Purchase Consultation,interactive signage,,,/ Castro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,0 +10512,1.0,/ Castro / Brazil,ID,0.0749486652977412,6710,End Customer,SMB,,1.0,,1.0,information technology,167,Quotation or Purchase Consultation,interactive signage,,,/ Castro / Brazil,associate/analyst,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Others,167,1 9715,0.25,1701 Century Center Cove Cloud IT / Memphis / United States,IT,,39423,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1701 Century Center Cove Cloud IT / Memphis / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -17674,0.75,Calle 16a N 55 64 Antioquia / Medellin / Colombia,AS,0.0118577075098814,1933,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Calle 16a N 55 64 Antioquia / Medellin / Colombia,director,LGECB,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),39,1 +17674,0.75,Calle 16a N 55 64 Antioquia / Medellin / Colombia,AS,0.0118577075098814,1933,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,Calle 16a N 55 64 Antioquia / Medellin / Colombia,director,LGECB,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Mixed-use (Multi Complex),39,0 19317,0.5,/ Amsterdam / Belgium,AS,0.037037037037037,23198,End Customer,Enterprise,,,,,,107,Quotation or Purchase Consultation,,,,/ Amsterdam / Belgium,none,LGEBN,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,144,0 16861,1.0,/ Cebu City / Philippines,AS,,28441,End Customer,SMB,,,,,engineering,40,Quotation or Purchase Consultation,vrf,,,/ Cebu City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -10031,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -18449,0.0,/ / Peru,ID,0.0327868852459016,355,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,1 -1890,1.0,/Indore/India,ID,,41481,,Enterprise,,,,,engineering,37,Technical Consultation,interactive digital board,,,/Indore/India,entry level,LGEIL,less than 3 months,0,0,,,,,222,0 +10031,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +18449,0.0,/ / Peru,ID,0.0327868852459016,355,,Enterprise,53.0,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 +1890,1.0,/Indore/India,ID,,41481,,Enterprise,,,,,engineering,37,Technical Consultation,interactive digital board,,,/Indore/India,entry level,LGEIL,less than 3 months,0,0,,,,,222,1 18217,0.0,/ / Peru,ID,0.0327868852459016,10551,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 -9979,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9979,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 8243,0.25,/Thatta/United States,ID,0.0311958405545927,42232,,Enterprise,,,,,,23,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/Thatta/United States,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,,174,0 4344,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 19165,1.0,/chapala/Mexico,ID,0.0538922155688622,24727,,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,,,,/chapala/Mexico,ceo/founder,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,189,0 6643,0.25,1720 Cushman Drive / NE / United States,AS,,18936,,Enterprise,11.0,,,,,92,Services,,,,1720 Cushman Drive / NE / United States,none,LGEUS,,0,0,,,,,731,0 12534,0.75,/ Thailand / Thailand,AS,,47375,Specifier/ Influencer,Enterprise,,,,,engineering,4,,vrf,,,/ Thailand / Thailand,others,LGETH,less than 3 months,0,0,,,,,748,0 -8639,1.0,/ / Brazil,ID,0.0538922155688622,21827,End Customer,Enterprise,,,,,media and communication,51,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAD007,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,167,0 +8639,1.0,/ / Brazil,ID,0.0538922155688622,21827,End Customer,Enterprise,,,,,media and communication,51,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAD007,/ / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,167,1 6666,0.25,"49 Geary Street, Suite 300 / CA / United States",AS,,5713,,SMB,,,,,,432,Services,,,,"49 Geary Street, Suite 300 / CA / United States",none,LGEUS,,0,0,,,,,731,0 19872,0.0,/ / Peru,ID,0.0732484076433121,32238,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,258,0 -20567,1.0,/ Hồ Chí Minh / Vietnam,AS,,18235,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,,hotel & accommodation,,1046,0 +20567,1.0,/ Hồ Chí Minh / Vietnam,AS,,18235,Specifier/ Influencer,Enterprise,,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Hồ Chí Minh / Vietnam,director,LGEVH,9 months ~ 1 year,0,0,0.0007167734380046,,hotel & accommodation,,1046,1 20051,1.0,/ SANTOS / Brazil,AS,0.004,31766,End Customer,Enterprise,,,,,sales,28,Quotation or Purchase Consultation,,,,/ SANTOS / Brazil,ceo/founder,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,,97,0 385,0.25,Corporate / /,ID,0.0446428571428571,9829,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -4723,0.25,/ PUNE / India,AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,etc.,,,/ PUNE / India,none,LGEIL,,0,0,,,,,21,1 -8525,0.25,/ Lawrenceville / United States,ID,,18898,End Customer,SMB,,,,,,165,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lawrenceville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,833,0 +4723,0.25,/ PUNE / India,AS,,47466,End Customer,Enterprise,19.0,,,,,95,Quotation or Purchase Consultation,etc.,,,/ PUNE / India,none,LGEIL,,0,0,,,,,21,0 +8525,0.25,/ Lawrenceville / United States,ID,,18898,End Customer,SMB,,,,,,165,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Lawrenceville / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Others,833,1 214,1.0,/ Elmwood / United States,ID,0.0446428571428571,35318,End Customer,SMB,,1.0,,1.0,administrative,80,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EG5CE,/ Elmwood / United States,vice president,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Distribution Center,310,1 9822,0.25,Cloud IT / New York / United States,IT,,5701,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -10782,1.0,/Rio de Janeiro/Brazil,ID,0.0749486652977412,40158,End Customer,SMB,,1.0,,1.0,information technology,34,Quotation or Purchase Consultation,accessories,,,/Rio de Janeiro/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,167,0 -7093,1.0,/ Cebu / Philippines,AS,,28441,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +10782,1.0,/Rio de Janeiro/Brazil,ID,0.0749486652977412,40158,End Customer,SMB,,1.0,,1.0,information technology,34,Quotation or Purchase Consultation,accessories,,,/Rio de Janeiro/Brazil,director,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Broadcasting & Media,167,1 +7093,1.0,/ Cebu / Philippines,AS,,28441,End Customer,Enterprise,1.0,,,,purchasing,9,Quotation or Purchase Consultation,vrf,,,/ Cebu / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 11085,1.0,/ / Hong Kong,ID,0.0843373493975903,7282,End Customer,Enterprise,,1.0,,1.0,others,28,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,248,0 9751,0.25,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,IT,,1081,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6600 Corporate Center Pkwy Cloud IT / Jacksonville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -216,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,0 -10501,1.0,/ Balneário Camboriú / Brazil,ID,0.0749486652977412,16380,End Customer,Enterprise,,1.0,,1.0,media and communication,244,Quotation or Purchase Consultation,standard signage,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480,0 +216,1.0,/ Hauppauge / United States,ID,0.0446428571428571,167,Specifier/ Influencer,SMB,,1.0,,1.0,information technology,198,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,43TNF5J,/ Hauppauge / United States,partner,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Network/Cabling,335,1 +10501,1.0,/ Balneário Camboriú / Brazil,ID,0.0749486652977412,16380,End Customer,Enterprise,,1.0,,1.0,media and communication,244,Quotation or Purchase Consultation,standard signage,,,/ Balneário Camboriú / Brazil,ceo/founder,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,480,1 19688,1.0,/ / Argentina,ID,0.0732484076433121,38636,,SMB,,,,,administrative,16,Quotation or Purchase Consultation,,,,/ / Argentina,others,LGEAR,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,,325,0 14716,0.5,/ Rio de Janeiro / Brazil,AS,,18062,,Enterprise,,,,,operations,3,Quotation or Purchase Consultation,,,,/ Rio de Janeiro / Brazil,partner,LGESP,,0,0,,,,,97,0 8446,1.0,/Jaunpur/India,AS,0.4615384615384615,36364,End Customer,Enterprise,,,,,healthcare services,69,Quotation or Purchase Consultation,multi-split,,,/Jaunpur/India,partner,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,22,1 @@ -4441,11 +4441,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4212,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,11,Quotation or Purchase Consultation,single-split,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,0 618,0.25,Corporate / /,ID,0.0446428571428571,1183,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 14472,0.25,/ Minas Gerais/Uberlândia / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,169,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais/Uberlândia / Brazil,none,LGESP,,0,0,,,,,97,0 -8718,0.25,/ Cochin / India,AS,0.0677966101694915,450,End Customer,Enterprise,,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Cochin / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 -19715,1.0,/ Guarulhos / Brazil,ID,0.0732484076433121,14259,End Customer,SMB,,,,,information technology,87,Quotation or Purchase Consultation,one:quick series,,,/ Guarulhos / Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,316,0 +8718,0.25,/ Cochin / India,AS,0.0677966101694915,450,End Customer,Enterprise,,,,,,65,Quotation or Purchase Consultation,multi-split,,,/ Cochin / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 +19715,1.0,/ Guarulhos / Brazil,ID,0.0732484076433121,14259,End Customer,SMB,,,,,information technology,87,Quotation or Purchase Consultation,one:quick series,,,/ Guarulhos / Brazil,manager,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,316,1 13549,0.0,/ Assam / India,AS,,997,End Customer,SMB,,,,,program and project management,3,,,,,/ Assam / India,none,LGEIL,,0,0,,,,,672,0 -3658,1.0,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,single-split,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,0 -3692,0.75,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",AS,,33997,Channel Partner,Enterprise,1.0,,,,others,3,,single-split,,,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",director,LGEIN,less than 3 months,0,0,,,,,122,1 +3658,1.0,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,administrative,3,Quotation or Purchase Consultation,single-split,,,/ Cavite / Philippines,others,LGEPH,less than 3 months,0,0,,,,,616,1 +3692,0.75,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",AS,,33997,Channel Partner,Enterprise,1.0,,,,others,3,,single-split,,,"JL Pangeran Jayakarta 143 L, Mangga Dua Selatan. / Jakarta Pusat / Indonesia",director,LGEIN,less than 3 months,0,0,,,,,122,0 20882,0.5,/ / Brazil,ID,0.0476190476190476,3250,Channel Partner,Enterprise,,,,,,118,Quotation or Purchase Consultation,,,,/ / Brazil,others,LGESP,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,316,0 8672,0.25,/ Minsk / United States,ID,0.1666666666666666,18030,,Enterprise,2.0,,,,,52,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Minsk / United States,none,LGEUS,,0,0,0.0002983104051378,0.0354838709677419,residential (home),,194,0 10129,0.25,//United States,ID,0.4,19038,,SMB,,,,,,17,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,901,1 @@ -4461,102 +4461,102 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1858,1.0,/ Aurangabad / India,ID,,36201,,Enterprise,,,,,education,14,Quotation or Purchase Consultation,interactive signage,,,/ Aurangabad / India,associate/analyst,LGEIL,less than 3 months,0,0,,,,,314,0 9747,0.25,826 Hillshire Dr Cloud IT / Hoover / United States,IT,,4621,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,826 Hillshire Dr Cloud IT / Hoover / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 16087,0.25,/ القنفذة / Saudi Arabia,AS,,47466,End Customer,Enterprise,3.0,,,,,51,Quotation or Purchase Consultation,vrf,,,/ القنفذة / Saudi Arabia,none,LGESJ,,0,0,,,,,6,0 -9932,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9932,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20840,1.0,/ Brasília / Brazil,ID,0.0476190476190476,25663,End Customer,SMB,,,,,finance,337,Quotation or Purchase Consultation,one:quick series,,,/ Brasília / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,167,1 -8976,0.75,/Guaynabo/United States,ID,0.1186440677966101,27422,End Customer,SMB,10.0,,,,administrative,212,,led signage,Transparent LED Film,LAT140,/Guaynabo/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,911,0 -19821,0.0,/ / Brazil,ID,0.0732484076433121,24619,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +8976,0.75,/Guaynabo/United States,ID,0.1186440677966101,27422,End Customer,SMB,10.0,,,,administrative,212,,led signage,Transparent LED Film,LAT140,/Guaynabo/United States,manager,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,911,1 +19821,0.0,/ / Brazil,ID,0.0732484076433121,24619,Channel Partner,SMB,26.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 20495,1.0,/ Goiania / Brazil,ID,0.1241217798594847,23638,End Customer,SMB,,1.0,,1.0,entrepreneurship,73,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ Goiania / Brazil,partner,LGESP,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 -18961,0.75,/ Popayan / Colombia,IT,0.0476190476190476,43987,End Customer,Enterprise,,,,,information technology,595,Quotation or Purchase Consultation,monitor,,,/ Popayan / Colombia,none,LGECB,less than 3 months,1,0,0.0005719551277132,,education,,977,1 +18961,0.75,/ Popayan / Colombia,IT,0.0476190476190476,43987,End Customer,Enterprise,,,,,information technology,595,Quotation or Purchase Consultation,monitor,,,/ Popayan / Colombia,none,LGECB,less than 3 months,1,0,0.0005719551277132,,education,,977,0 14718,0.5,/ Seropédica - RJ / Brazil,AS,,15473,,Enterprise,19.0,,,,finance,3,Quotation or Purchase Consultation,,,,/ Seropédica - RJ / Brazil,partner,LGESP,,0,0,,,,,97,0 7977,0.25,General / / United States,IT,,22184,End Customer,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438,1 8241,0.0,/ / India,ID,0.0311958405545927,28112,,SMB,,,,,information technology,44,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 16566,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 19868,0.5,/ / Peru,ID,0.0732484076433121,32548,Service Partner,Enterprise,,,,,education,19,Quotation or Purchase Consultation,,,,/ / Peru,none,LGEPR,9 months ~ 1 year,0,0,0.0011827288932506,0.0498402555910543,retail,,258,0 3804,0.5,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,31,Quotation or Purchase Consultation,etc.,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90,0 -17198,1.0,/ Hcm / Vietnam,AS,,10999,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcm / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,0,,,,,1046,0 +17198,1.0,/ Hcm / Vietnam,AS,,10999,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,,,,/ Hcm / Vietnam,ceo/founder,LGEVH,9 months ~ 1 year,0,0,,,,,1046,1 16991,1.0,/ São Paulo / Brazil,AS,,4936,,Enterprise,,,,,engineering,24,Trainings,vrf,,,/ São Paulo / Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 -19746,1.0,/ / Vietnam,ID,0.1184210526315789,44381,,Enterprise,,,,,business development,6,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,582,0 +19746,1.0,/ / Vietnam,ID,0.1184210526315789,44381,,Enterprise,,,,,business development,6,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,,582,1 20108,1.0,/ RS / Brazil,AS,0.004,15228,End Customer,Enterprise,,,,,administrative,38,Quotation or Purchase Consultation,etc.,,,/ RS / Brazil,manager,LGESP,more than a year,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 303,1.0,/ delhi / India,ID,0.0575342465753424,37146,End Customer,Enterprise,,1.0,,1.0,business development,202,Quotation or Purchase Consultation,standard signage,,,/ delhi / India,ceo/founder,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,356,1 8392,0.25,/ salem / United States,ID,0.3902439024390244,364,,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ salem / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 -8885,1.0,/ / U.A.E,ID,0.0491803278688524,5788,End Customer,SMB,,,,,sales,80,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,32TNF5J,/ / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,227,1 +8885,1.0,/ / U.A.E,ID,0.0491803278688524,5788,End Customer,SMB,,,,,sales,80,Quotation or Purchase Consultation,interactive signage,Touch Open Frame,32TNF5J,/ / U.A.E,manager,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Restaurant,227,0 2013,1.0,/ Sangli / India,ID,,38729,,Enterprise,,,,,business development,11,Technical Consultation,interactive signage,,,/ Sangli / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 19366,0.5,/ Macapa / Brazil,AS,0.0037878787878787,45523,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,multi-split,,,/ Macapa / Brazil,ceo/founder,LGESP,more than a year,0,0,0.0002983104051378,0.0201207243460764,residential (home),,97,0 15685,0.5,/ Nezahualcóyotl Estado de Mexico / Mexico,AS,,14941,Specifier/ Influencer,Enterprise,,,,,education,3,,chiller,,,/ Nezahualcóyotl Estado de Mexico / Mexico,trainee,LGEMS,less than 3 months,0,0,,,,,42,0 12854,0.75,/ Bandung / Indonesia,AS,,33915,Specifier/ Influencer,Enterprise,0.0,,,,engineering,19,,vrf,,,/ Bandung / Indonesia,others,LGEIN,more than a year,0,0,,,,,670,0 14247,0.25,/ RJ / Brazil,AS,,9135,Specifier/ Influencer,SMB,2.0,,,,engineering,3,,,,,/ RJ / Brazil,director,LGESP,,0,0,,,,,97,0 -4727,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,66,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,1 +4727,0.25,/ Thane / India,AS,,47466,End Customer,Enterprise,19.0,,,,,66,Quotation or Purchase Consultation,multi-split,,,/ Thane / India,none,LGEIL,,0,0,,,,,90,0 3913,1.0,/Makati/Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/Makati/Philippines,others,LGEPH,6 months ~ 9 months,0,0,,,,,29,0 16014,0.25,/ София / Bulgaria,AS,,46985,Specifier/ Influencer,SMB,,,,,,3,,heating,,,/ София / Bulgaria,entry level,LGEMK,,0,0,,,,,710,0 11749,0.0,/ / India,ID,,46458,,Enterprise,,,,,marketing,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 12140,1.0,/ Panipat / India,ID,,17604,,Enterprise,,,,,engineering,6,Quotation or Purchase Consultation,interactive signage,,,/ Panipat / India,vice president,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 2923,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244,0 11251,1.0,/ varanasi / India,ID,,5384,,Enterprise,,,,,education,9,Quotation or Purchase Consultation,interactive signage,,,/ varanasi / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 -8408,1.0,/Kolkata /India,AS,0.1470588235294117,11548,End Customer,Enterprise,19.0,,,,administrative,6,Quotation or Purchase Consultation,multi-split,,,/Kolkata /India,manager,LGEIL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,,2,0 -10110,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,0 -2875,1.0,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,ID,,30286,Service Partner,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,director,LGEUS,less than 3 months,0,0,,,,,333,0 +8408,1.0,/Kolkata /India,AS,0.1470588235294117,11548,End Customer,Enterprise,19.0,,,,administrative,6,Quotation or Purchase Consultation,multi-split,,,/Kolkata /India,manager,LGEIL,3 months ~ 6 months,1,0,0.0005719551277132,0.0514705882352941,education,,2,1 +10110,1.0,/ / India,ID,,23702,End Customer,Enterprise,,,,,education,78,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,86TR3E,/ / India,director,LGEIL,less than 3 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,164,1 +2875,1.0,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,ID,,30286,Service Partner,SMB,,,,,purchasing,86,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,28 Abeel Rd Commercial Display / MONROE TOWNSHIP / United States,director,LGEUS,less than 3 months,0,0,,,,,333,1 4019,1.0,/Caloocan City/Philippines,AS,,46240,End Customer,Enterprise,2.0,,,,engineering,4,Quotation or Purchase Consultation,single-split,,,/Caloocan City/Philippines,trainee,LGEPH,more than a year,0,0,,,,,8,1 13117,0.75,/ Amapá / Brazil,AS,,26254,Specifier/ Influencer,SMB,,,,,entrepreneurship,3,,multi-split,,,/ Amapá / Brazil,partner,LGESP,more than a year,0,0,,,,,97,0 18751,0.0,/ / Peru,ID,0.0327868852459016,20546,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -10006,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -12827,0.5,/ Pringsewu / Indonesia,AS,,41094,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Pringsewu / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,1 +10006,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +12827,0.5,/ Pringsewu / Indonesia,AS,,41094,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Pringsewu / Indonesia,none,LGEIN,less than 3 months,0,0,,,,,122,0 18178,0.0,/ / Peru,ID,0.0327868852459016,27142,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 13216,0.25,/ BANDUNG / Indonesia,AS,,41007,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ BANDUNG / Indonesia,ceo/founder,LGEIN,,0,0,,,,,670,0 20392,0.75,/ Pomorskie / Poland,ID,0.0169491525423728,10851,End Customer,SMB,,1.0,,1.0,quality assurance,64,Quotation or Purchase Consultation,hotel tv,,,/ Pomorskie / Poland,ceo/founder,LGEPL,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,169,1 1571,1.0,/ Bengaluru / India,ID,,15407,,Enterprise,,,,,administrative,2,Quotation or Purchase Consultation,interactive signage,,,/ Bengaluru / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 6477,0.25,/ Zayed / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,220,Quotation or Purchase Consultation,multi-split,,,/ Zayed / Egypt,none,LGEEG,,0,0,,,,,56,0 -15765,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,1 -7082,1.0,/ Rizal / Philippines,AS,,26207,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +15765,0.0,/ / Germany,AS,,46022,,SMB,,,,,engineering,3,,,,,/ / Germany,none,LGEDG,,0,0,,,,,126,0 +7082,1.0,/ Rizal / Philippines,AS,,26207,Specifier/ Influencer,SMB,,,,,engineering,3,Quotation or Purchase Consultation,chiller,,,/ Rizal / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 13512,0.0,/ / India,AS,,34651,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 -9210,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,0 +9210,1.0,/ / U.A.E,ID,0.04,2192,End Customer,SMB,,1.0,,1.0,information technology,117,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / U.A.E,manager,LGEGF,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,874,1 16355,0.25,VIA ROMA / NOVI LIGURE / Italy,AS,,17017,Channel Partner,Enterprise,,,,,business development,3,,vrf,,,VIA ROMA / NOVI LIGURE / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 11370,0.75,/ / Peru,ID,,15127,,SMB,,,,,others,3,Request for Partnership,,,,/ / Peru,none,LGEPR,less than 3 months,0,0,,,,,525,0 -11021,1.0,/ La Unión / Chile,ID,0.0749486652977412,9666,End Customer,Enterprise,,1.0,,1.0,operations,139,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,,/ La Unión / Chile,others,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,580,0 +11021,1.0,/ La Unión / Chile,ID,0.0749486652977412,9666,End Customer,Enterprise,,1.0,,1.0,operations,139,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,,/ La Unión / Chile,others,LGECL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Logistics,580,1 11587,0.5,/ Coimbatore / India,ID,,34496,,Enterprise,,,,,media and communication,3,Technical Consultation,,,,/ Coimbatore / India,ceo/founder,LGEIL,,0,0,,,,,174,0 -8489,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,0 +8489,1.0,/ dUBAI / U.A.E,ID,,2065,Channel Partner,Enterprise,,,,,entrepreneurship,736,Quotation or Purchase Consultation,led signage,LG LED All-in-One Essential Series,,/ dUBAI / U.A.E,ceo/founder,LGEGF,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Hospital,874,1 9257,0.25,/ CLEVELAND / United States,ID,,24200,,SMB,,1.0,,1.0,,209,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ CLEVELAND / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,449,1 -9969,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9969,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 12478,1.0,/บุรีรัมย์/Thailand,AS,,47353,,Enterprise,,,,,engineering,16,Others,,,,/บุรีรัมย์/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 -8575,1.0,/ / United Kingdom,IT,0.2307692307692307,20340,End Customer,Enterprise,9.0,,,,consulting,114,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,781,0 -18022,0.25,/ / Australia,ID,0.2142857142857142,7971,End Customer,SMB,,,,,information technology,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,0 +8575,1.0,/ / United Kingdom,IT,0.2307692307692307,20340,End Customer,Enterprise,9.0,,,,consulting,114,Quotation or Purchase Consultation,monitor,,,/ / United Kingdom,director,LGEUK,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Hospital,781,1 +18022,0.25,/ / Australia,ID,0.2142857142857142,7971,End Customer,SMB,,,,,information technology,3,,,,,/ / Australia,manager,LGEAP,,1,0,0.0005719551277132,0.048629531388152,education,,156,1 6592,0.25,/ Philadelphia / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,165,Quotation or Purchase Consultation,etc.,,,/ Philadelphia / United States,none,LGEUS,,0,0,,,,,730,0 19928,1.0,/ Blumenau / Brazil,ID,0.0732484076433121,33447,Channel Partner,SMB,,,,,administrative,264,Quotation or Purchase Consultation,oled signage,,,/ Blumenau / Brazil,director,LGESP,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 -16370,0.25,"Via San renato, 24 / Sorrento / Italy",AS,,42860,End Customer,SMB,,,,,entrepreneurship,3,,vrf,,,"Via San renato, 24 / Sorrento / Italy",ceo/founder,LGEIS,,0,0,,,,,341,1 +16370,0.25,"Via San renato, 24 / Sorrento / Italy",AS,,42860,End Customer,SMB,,,,,entrepreneurship,3,,vrf,,,"Via San renato, 24 / Sorrento / Italy",ceo/founder,LGEIS,,0,0,,,,,341,0 14384,0.25,/ Manaus / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,36,Quotation or Purchase Consultation,,,,/ Manaus / Brazil,none,LGESP,,0,0,,,,,97,0 13857,0.25,/ Caucaia-ce / Brazil,AS,,4936,Specifier/ Influencer,Enterprise,,,,,engineering,3,,,,,/ Caucaia-ce / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 3810,1.0,/ Pathanamthitta / India,AS,,33335,End Customer,Enterprise,,,,,administrative,117,Quotation or Purchase Consultation,multi-split,,,/ Pathanamthitta / India,partner,LGEIL,less than 3 months,0,0,,,,,34,0 3320,0.25,/ / United States,ID,,12670,Specifier/ Influencer,SMB,1.0,,,,others,37,Technical Consultation,hotel tv,Essential Commercial TV,50UN570H (NA),/ / United States,none,LGEUS,,0,0,,,,,205,0 9544,1.0,/ SK/Saskatoon / Canada,ID,0.8333333333333334,5833,End Customer,SMB,0.0,,,,media and communication,144,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB012,/ SK/Saskatoon / Canada,manager,LGECI,9 months ~ 1 year,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,573,1 -11087,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,1 +11087,1.0,/ / India,IT,0.0666666666666666,47466,End Customer,Enterprise,1.0,,1.0,1.0,entrepreneurship,3,Request a Demo,projector,CineBeam,,/ / India,ceo/founder,LGEIL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Pharmaceutical,798,0 8464,1.0,/ Patna / India,AS,0.4615384615384615,37155,End Customer,Enterprise,,,,,administrative,144,Quotation or Purchase Consultation,vrf,,,/ Patna / India,ceo/founder,LGEIL,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,600,1 -10032,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10032,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 11757,0.0,/ / India,ID,,22160,,Enterprise,,,,,consulting,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 10697,1.0,/ São Paulo / Brazil,ID,0.0749486652977412,46739,Specifier/ Influencer,Enterprise,,1.0,,1.0,entrepreneurship,416,Request for Partnership,led signage,LG LED Bloc,LSAA015,/ São Paulo / Brazil,director,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 12902,1.0,/Pedreira-SP/Brazil,AS,,4201,Specifier/ Influencer,Enterprise,8.0,,,,others,111,Trainings,etc.,,,/Pedreira-SP/Brazil,entry level,LGESP,more than a year,0,0,,,,,97,0 3563,1.0,/ Jalna / India,ID,,24904,,Enterprise,,,,,,37,Others,interactive signage,Interactive Digital Board,,/ Jalna / India,others,LGEIL,less than 3 months,0,0,,,,,174,0 7997,1.0,/ Bucharest / Romania,IT,,28038,Specifier/ Influencer,SMB,,,,,others,221,Quotation or Purchase Consultation,monitor,,,/ Bucharest / Romania,ceo/founder,LGERO,3 months ~ 6 months,0,0,,,,,844,0 -11135,1.0,/Monteiro Lobato/Brazil,ID,,32931,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/Monteiro Lobato/Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,572,0 +11135,1.0,/Monteiro Lobato/Brazil,ID,,32931,End Customer,Enterprise,,,,,purchasing,48,Quotation or Purchase Consultation,hotel tv,LT330H Series,32LT330H (Brazil Only),/Monteiro Lobato/Brazil,partner,LGESP,3 months ~ 6 months,0,0,,,,,572,1 12539,1.0,/ กม / Thailand,AS,,47364,Specifier/ Influencer,SMB,,,,,others,16,Quotation or Purchase Consultation,,,,/ กม / Thailand,others,LGETH,more than a year,0,0,,,,,726,0 15584,0.5,/ Tijuana / Mexico,AS,,23943,,Enterprise,,,,,sales,3,,multi-split,,,/ Tijuana / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 7958,0.25,"950 W Bethany Drive, Suite 330 Education / Allen / United States",IT,,30021,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"950 W Bethany Drive, Suite 330 Education / Allen / United States",none,LGEUS,,0,0,,,,,374,0 12289,0.75,/ Metepec / Mexico,AS,,9144,Specifier/ Influencer,Enterprise,,,,,engineering,3,,etc.,,,/ Metepec / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 325,0.75,//India,ID,0.0575342465753424,38464,End Customer,SMB,,1.0,,1.0,product management,65,Quotation or Purchase Consultation,led signage,LG LED All-in-One Smart Series,LAEC015-GN2,//India,director,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Manufacturing,147,1 -9710,0.25,2139 S Augusta St Cloud IT / Visalia / United States,IT,,39599,End Customer,SMB,0.0,,,,,20,Quotation or Purchase Consultation,,,,2139 S Augusta St Cloud IT / Visalia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439,0 +9710,0.25,2139 S Augusta St Cloud IT / Visalia / United States,IT,,39599,End Customer,SMB,0.0,,,,,20,Quotation or Purchase Consultation,,,,2139 S Augusta St Cloud IT / Visalia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,439,1 4072,0.25,/ Quezon City / Philippines,AS,,23565,End Customer,Enterprise,,,,,,64,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,none,LGEPH,,0,0,,,,,0,1 480,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -105,1.0,/ PORT HARCOURT / Nigeria,AS,0.0408163265306122,16246,End Customer,Enterprise,,,,,operations,236,Quotation or Purchase Consultation,multi-split,,,/ PORT HARCOURT / Nigeria,ceo/founder,LGEAF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,141,0 -9984,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +105,1.0,/ PORT HARCOURT / Nigeria,AS,0.0408163265306122,16246,End Customer,Enterprise,,,,,operations,236,Quotation or Purchase Consultation,multi-split,,,/ PORT HARCOURT / Nigeria,ceo/founder,LGEAF,less than 3 months,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,141,1 +9984,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2986,0.75,/ / Saudi Arabia,ID,,15614,End Customer,SMB,1.0,,,,operations,69,Quotation or Purchase Consultation,interactive signage,,,/ / Saudi Arabia,none,LGESJ,6 months ~ 9 months,0,0,,,,,295,0 12888,0.75,/ Lagoa Santa / Brazil,AS,,45294,Specifier/ Influencer,Enterprise,,,,,finance,3,,single-split,,,/ Lagoa Santa / Brazil,manager,LGESP,less than 3 months,0,0,,,,,97,0 -11448,1.0,/ Muzaffarpur / India,ID,,16624,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Muzaffarpur / India,others,LGEIL,9 months ~ 1 year,0,0,,,,,164,0 +11448,1.0,/ Muzaffarpur / India,ID,,16624,,Enterprise,,,,,education,17,Quotation or Purchase Consultation,interactive signage,,,/ Muzaffarpur / India,others,LGEIL,9 months ~ 1 year,0,0,,,,,164,1 9382,1.0,/Nashik/India,ID,0.036036036036036,29009,End Customer,SMB,,,,,engineering,182,Quotation or Purchase Consultation,led signage,,,/Nashik/India,manager,LGEIL,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,148,1 7034,0.25,sd thc / PA / United States,AS,,713,,SMB,,,,,,4,Media Inquiry,,,,sd thc / PA / United States,none,LGEUS,,0,0,,,,,731,0 17735,1.0,/Monterrey Nuevo León/Mexico,AS,0.0118577075098814,14851,End Customer,Enterprise,,,,,engineering,189,Quotation or Purchase Consultation,etc.,,,/Monterrey Nuevo León/Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0005432224318428,0.022633744855967,special purpose,Others,42,0 6926,0.25,409 firetower rd / NC / United States,AS,,22735,,Enterprise,,,,,,36,Product Information,,,,409 firetower rd / NC / United States,none,LGEUS,,0,0,,,,,731,0 10828,0.0,/ / Indonesia,ID,0.0843373493975903,12479,,Enterprise,,1.0,,1.0,consulting,3,,,,,/ / Indonesia,none,LGEIN,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Finance,313,0 -1332,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,1 +1332,0.25,Cloud IT / / United States,IT,0.0434782608695652,7131,,Enterprise,,,1.0,1.0,,261,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,436,0 10710,1.0,/ São Bernardo do Campo / Brazil,ID,0.0749486652977412,13369,End Customer,SMB,1.0,1.0,,1.0,information technology,61,Quotation or Purchase Consultation,webos,,,/ São Bernardo do Campo / Brazil,partner,LGESP,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,278,1 -11420,1.0,/Solapur/India,ID,,20201,End Customer,Enterprise,,,,,other,25,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H ,/Solapur/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,148,0 +11420,1.0,/Solapur/India,ID,,20201,End Customer,Enterprise,,,,,other,25,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H ,/Solapur/India,ceo/founder,LGEIL,6 months ~ 9 months,0,0,,,,,148,1 12570,0.75,/ San Miguel / Chile,AS,,36898,Specifier/ Influencer,Enterprise,,,,,operations,3,,multi-split,,,/ San Miguel / Chile,ceo/founder,LGECL,more than a year,0,0,,,,,728,0 8554,0.25,/ Boynton Beach / United States,ID,,24005,,Enterprise,,,,,,4,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Boynton Beach / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 8097,1.0,/ / U.A.E,ID,0.043103448275862,46099,End Customer,SMB,,,,,media and communication,81,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / U.A.E,director,LGEGF,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,Mixed-use (Multi Complex),560,1 @@ -4564,27 +4564,27 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14990,0.5,/ Santiago / Chile,AS,,34803,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 7978,0.25,General / / United States,IT,,13355,,SMB,,,,,,157,Quotation or Purchase Consultation,,,,General / / United States,none,LGEUS,,0,0,,,,,438,1 10063,0.25,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,"20222 Nw 175Th Ave, High Springs, Fl, Usa Cloud IT / Gainesville / United States",none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 -16186,0.25,/ Singapore / Singapore,AS,,2687,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73,1 +16186,0.25,/ Singapore / Singapore,AS,,2687,Specifier/ Influencer,Enterprise,,,,,consulting,3,,,,,/ Singapore / Singapore,director,LGESL,,0,0,,,,,73,0 19064,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 -20507,1.0,/ Berlin / Germany,IT,,36050,End Customer,Enterprise,,,1.0,1.0,,179,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,428,0 +20507,1.0,/ Berlin / Germany,IT,,36050,End Customer,Enterprise,,,1.0,1.0,,179,Quotation or Purchase Consultation,,All Monitors,,/ Berlin / Germany,ceo/founder,LGEDG,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,,428,1 14819,0.25,/ são paulo/sp / Brazil,AS,,14688,Specifier/ Influencer,SMB,27.0,,,,engineering,3,,,,,/ são paulo/sp / Brazil,others,LGESP,,0,0,,,,,97,0 20471,0.25,/ sao paulo / United States,ID,,22070,,Enterprise,,1.0,,1.0,,3,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ sao paulo / United States,none,LGEUS,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,194,0 6698,0.25,538 LOCUST STREET / FL / United States,AS,,41442,,SMB,,,,,,111,Services,,,,538 LOCUST STREET / FL / United States,none,LGEUS,,0,0,,,,,731,0 -10740,1.0,/TLANEPANTLA/Mexico,ID,0.0749486652977412,10740,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,video wall signage,,,/TLANEPANTLA/Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,188,0 +10740,1.0,/TLANEPANTLA/Mexico,ID,0.0749486652977412,10740,End Customer,SMB,,1.0,,1.0,engineering,70,Quotation or Purchase Consultation,video wall signage,,,/TLANEPANTLA/Mexico,manager,LGEMS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,188,1 12953,0.75,/ SANTIAGO DE CHILE / Chile,AS,,39320,Specifier/ Influencer,SMB,14.0,,,,business development,3,,vrf,,,/ SANTIAGO DE CHILE / Chile,c-level executive,LGECL,less than 3 months,0,0,,,,,728,0 6965,0.25,1589 Ocean Ave / NY / United States,AS,,16876,,SMB,,,,,,781,Others,,,,1589 Ocean Ave / NY / United States,none,LGEUS,,0,0,,,,,731,0 15594,0.5,/ CDMX / Mexico,AS,,22004,Specifier/ Influencer,SMB,1.0,,,,engineering,3,,chiller,,,/ CDMX / Mexico,associate/analyst,LGEMS,less than 3 months,0,0,,,,,42,0 4668,0.25,/ New delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ New delhi / India,none,LGEIL,,0,0,,,,,127,0 -1209,1.0,/ dubai / U.A.E,IT,,25584,Channel Partner,SMB,,,1.0,1.0,product management,201,Quotation or Purchase Consultation,projector,,,/ dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,,corporate / office,Others,425,0 -1350,1.0,/ Mumbai / India,ID,,10717,,SMB,,,,,business development,45,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,0 +1209,1.0,/ dubai / U.A.E,IT,,25584,Channel Partner,SMB,,,1.0,1.0,product management,201,Quotation or Purchase Consultation,projector,,,/ dubai / U.A.E,manager,LGEGF,less than 3 months,0,0,0.0030792876608617,,corporate / office,Others,425,1 +1350,1.0,/ Mumbai / India,ID,,10717,,SMB,,,,,business development,45,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,145,1 8421,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837,0 -1019,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -8720,0.25,/ Kottayam / India,AS,0.0677966101694915,38094,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 +1019,0.25,Corporate / /,ID,0.0446428571428571,9426,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +8720,0.25,/ Kottayam / India,AS,0.0677966101694915,38094,End Customer,Enterprise,,,,,,40,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,0 13968,0.5,/ Fortaleza / Brazil,AS,,46195,End Customer,Enterprise,,,,,operations,13,Quotation or Purchase Consultation,vrf,,,/ Fortaleza / Brazil,entry level,LGESP,,0,0,,,,,97,0 17873,1.0,/ Gepps Cross / Australia,ID,0.2142857142857142,36049,Specifier/ Influencer,SMB,,,,,education,36,Quotation or Purchase Consultation,interactive signage,,,/ Gepps Cross / Australia,manager,LGEAP,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156,0 10758,0.75,//Peru,ID,0.0749486652977412,37645,Channel Partner,Enterprise,,1.0,,1.0,information technology,71,Quotation or Purchase Consultation,,,,//Peru,none,LGEPR,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,,258,0 -17189,0.75,/ Cartagena / Colombia,AS,,36545,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cartagena / Colombia,others,LGECB,more than a year,0,0,,,,,962,1 -1951,1.0,/Gwalior/India,ID,,12525,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive digital board,,,/Gwalior/India,director,LGEIL,less than 3 months,0,0,,,,,222,0 +17189,0.75,/ Cartagena / Colombia,AS,,36545,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Cartagena / Colombia,others,LGECB,more than a year,0,0,,,,,962,0 +1951,1.0,/Gwalior/India,ID,,12525,,Enterprise,,,,,education,34,Quotation or Purchase Consultation,interactive digital board,,,/Gwalior/India,director,LGEIL,less than 3 months,0,0,,,,,222,1 4129,0.25,/ Pampanga / Philippines,AS,,3300,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,multi-split,,,/ Pampanga / Philippines,none,LGEPH,,0,0,,,,,121,0 9704,0.25,Cloud IT / New York / United States,IT,,12150,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / New York / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 10151,1.0,/Metro Manila/Philippines,AS,,24212,End Customer,SMB,,,,,operations,570,Quotation or Purchase Consultation,chiller,,,/Metro Manila/Philippines,vice president,LGEPH,more than a year,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,61,1 @@ -4594,25 +4594,25 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5998,0.5,/ São Bernardo do Campo / Brazil,AS,,3826,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Bernardo do Campo / Brazil,others,LGESP,,0,0,,,,,97,0 16621,0.25,via rodi 1 / cologne / Italy,AS,,1089,Channel Partner,SMB,12.0,,,,sales,3,,vrf,,,via rodi 1 / cologne / Italy,intern,LGEIS,,0,0,,,,,341,0 4582,0.25,/ Hindustan cables / India,AS,,47466,End Customer,Enterprise,19.0,,,,,39,Quotation or Purchase Consultation,vrf,,,/ Hindustan cables / India,none,LGEIL,,0,0,,,,,115,0 -298,1.0,/ / Hong Kong,ID,0.0843373493975903,34514,End Customer,Enterprise,,1.0,,1.0,others,48,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,0 +298,1.0,/ / Hong Kong,ID,0.0843373493975903,34514,End Customer,Enterprise,,1.0,,1.0,others,48,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,337,1 18195,0.0,/ / Peru,ID,0.0327868852459016,12744,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7328,0.5,/ Bandung / Indonesia,AS,,33940,Specifier/ Influencer,Enterprise,,,,,engineering,2,,vrf,,,/ Bandung / Indonesia,none,LGEIN,3 months ~ 6 months,0,0,,,,,670,0 4929,0.25,/ Sao Paulo / Brazil,AS,,4464,,SMB,,,,,others,3,,multi-split,,,/ Sao Paulo / Brazil,manager,LGESP,,0,0,,,,,97,0 -3922,0.75,/ Jakarta / Indonesia,AS,,33809,Channel Partner,SMB,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,associate/analyst,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +3922,0.75,/ Jakarta / Indonesia,AS,,33809,Channel Partner,SMB,,,,,engineering,2,,vrf,,,/ Jakarta / Indonesia,associate/analyst,LGEIN,3 months ~ 6 months,0,0,,,,,122,0 8080,0.5,/Abu Dhabi/U.A.E,ID,0.043103448275862,11408,End Customer,SMB,,,,,marketing,145,Quotation or Purchase Consultation,led signage,Outdoor Versatile Series,GSCA039,/Abu Dhabi/U.A.E,ceo/founder,LGEGF,,0,0,0.0005432224318428,0.0640703517587939,special purpose,Others,308,0 12541,1.0,/ Smithfield / Australia,AS,,42948,Specifier/ Influencer,Enterprise,,,,,consulting,3,Quotation or Purchase Consultation,etc.,,,/ Smithfield / Australia,manager,LGEAP,less than 3 months,0,0,,,,,685,0 20678,0.0,/ / Peru,ID,0.0695652173913043,40694,,Enterprise,,,,,quality assurance,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0002153634176709,0.0609243697478991,factory,,258,0 15043,0.5,/ Renca / Chile,AS,,21119,Specifier/ Influencer,SMB,,,,,product management,3,,vrf,,,/ Renca / Chile,associate/analyst,LGECL,less than 3 months,0,0,,,,,728,0 -7247,1.0,/ Metro manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,13,Quotation or Purchase Consultation,vrf,,,/ Metro manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +7247,1.0,/ Metro manila / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,others,13,Quotation or Purchase Consultation,vrf,,,/ Metro manila / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 18200,0.0,/ / Peru,ID,0.0327868852459016,9595,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 16571,0.0,/ / Italy,AS,,5866,Channel Partner,Enterprise,,,,,,3,,vrf,,,/ / Italy,none,LGEIS,,0,0,,,,,341,0 11093,1.0,/ wielkopolskie / Poland,IT,,22528,End Customer,SMB,0.0,,1.0,1.0,human resources,147,Quotation or Purchase Consultation,monitor,,,/ wielkopolskie / Poland,ceo/founder,LGEPL,less than 3 months,1,0,0.0030792876608617,,corporate / office,Advertising,800,0 20275,1.0,/ / Germany,IT,,12799,End Customer,SMB,,,,,,80,Quotation or Purchase Consultation,,Monitors with USB-C connection,,/ / Germany,others,LGEDG,more than a year,1,0,0.0011827288932506,,retail,,428,0 14688,0.5,/ Buritama / Brazil,AS,,28006,Specifier/ Influencer,Enterprise,13.0,,,,accounting,3,Quotation or Purchase Consultation,,,,/ Buritama / Brazil,intern,LGESP,,0,0,,,,,97,0 14579,0.25,/ São Paulo / SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,80,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / SP / Brazil,none,LGESP,,0,0,,,,,97,0 -20626,1.0,/ Parauapebas / Brazil,ID,0.0695652173913043,44407,End Customer,Enterprise,7.0,,,,information technology,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Parauapebas / Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,406,1 -20974,0.0,/ / Spain,ID,0.025,9587,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 -8203,1.0,/ LIMA / United States,ID,0.3902439024390244,38590,Specifier/ Influencer,SMB,,,,,arts and design,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ LIMA / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194,0 +20626,1.0,/ Parauapebas / Brazil,ID,0.0695652173913043,44407,End Customer,Enterprise,7.0,,,,information technology,67,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/ Parauapebas / Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,406,0 +20974,0.0,/ / Spain,ID,0.025,9587,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 +8203,1.0,/ LIMA / United States,ID,0.3902439024390244,38590,Specifier/ Influencer,SMB,,,,,arts and design,129,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ LIMA / United States,ceo/founder,LGEUS,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),194,1 7102,1.0,"/ LAS PINAS, METRO MANILA / Philippines",AS,,16276,End Customer,SMB,,,,,operations,128,Quotation or Purchase Consultation,vrf,,,"/ LAS PINAS, METRO MANILA / Philippines",manager,LGEPH,6 months ~ 9 months,0,0,,,,,46,0 8224,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34578,End Customer,SMB,,,,,consulting,475,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 18230,0.0,/ / Peru,ID,0.0327868852459016,28596,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 @@ -4620,11 +4620,11 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 15599,0.5,/ Cdmx / Mexico,AS,,1841,Specifier/ Influencer,Enterprise,,,,,education,3,,vrf,,,/ Cdmx / Mexico,entry level,LGEMS,less than 3 months,0,0,,,,,42,0 7527,0.75,/ Cairo / Egypt,AS,,19804,End Customer,Enterprise,3.0,,,,,2,,,,,/ Cairo / Egypt,intern,LGEEG,less than 3 months,0,0,,,,,51,0 20414,0.0,Hospitality / / United States,ID,,7240,End Customer,SMB,10.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 -1985,1.0,/Amritsar/India,ID,,37680,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive digital board,,,/Amritsar/India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +1985,1.0,/Amritsar/India,ID,,37680,,Enterprise,,,,,business development,9,Quotation or Purchase Consultation,interactive digital board,,,/Amritsar/India,director,LGEIL,less than 3 months,0,0,,,,,165,1 17817,1.0,/ Santiago / Chile,ID,0.0327868852459016,22887,End Customer,Enterprise,,,,,education,8,Quotation or Purchase Consultation,hotel tv,,,/ Santiago / Chile,intern,LGECL,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,580,1 4713,0.25,/ Mumbai / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,vrf,,,/ Mumbai / India,none,LGEIL,,0,0,,,,,90,0 4351,0.25,/ Karimnagar / India,AS,,36033,End Customer,Enterprise,,,,,,51,Quotation or Purchase Consultation,vrf,,,/ Karimnagar / India,none,LGEIL,,0,0,,,,,4,1 -18543,0.0,/ / Peru,ID,0.0327868852459016,43932,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,1 +18543,0.0,/ / Peru,ID,0.0327868852459016,43932,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 7819,0.25,Po Box 477200 Education / Tulsa / United States,IT,,43413,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,Po Box 477200 Education / Tulsa / United States,none,LGEUS,,0,0,,,,,374,0 13198,0.5,/Leyte/Philippines,AS,,32344,End Customer,Enterprise,,,,,engineering,10,Quotation or Purchase Consultation,vrf,,,/Leyte/Philippines,associate/analyst,LGEPH,,0,0,,,,,8,1 9714,0.25,1101 Market St Cloud IT / Chattanooga / United States,IT,,41988,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,1101 Market St Cloud IT / Chattanooga / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 @@ -4634,7 +4634,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2924,1.0,/ / Saudi Arabia,ID,,42157,Service Partner,SMB,,,,,information technology,262,Request for Partnership,led signage,,,/ / Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,,,,,244,0 19942,1.0,/ / Mexico,ID,0.0732484076433121,46156,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,3 months ~ 6 months,0,0,0.0011827288932506,0.0498402555910543,retail,,189,0 7183,0.75,/ Antipolo City / Philippines,AS,,11685,End Customer,Enterprise,0.0,,,,engineering,20,,vrf,,,/ Antipolo City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 -7285,0.75,/ Angeles city / Philippines,AS,,37243,,SMB,48.0,,,,arts and design,2,,,,,/ Angeles city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,59,1 +7285,0.75,/ Angeles city / Philippines,AS,,37243,,SMB,48.0,,,,arts and design,2,,,,,/ Angeles city / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,59,0 9757,0.25,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,IT,,38880,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3661 Sunset Ave. Suite 205 Cloud IT / Rocky Mount / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15048,0.5,/ Santiago / Chile,AS,,25568,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,entry level,LGECL,less than 3 months,0,0,,,,,728,0 8539,0.25,/ Grand Rapids / United States,ID,,5681,,Enterprise,,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Grand Rapids / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,194,0 @@ -4643,8 +4643,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14224,0.5,/ Passo fundo RS / Brazil,AS,,18548,End Customer,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,,,,/ Passo fundo RS / Brazil,director,LGESP,,0,0,,,,,97,0 18874,0.25,/ Madrid / Spain,ID,0.0175438596491228,37381,End Customer,Enterprise,,,,,information technology,3,,,,,/ Madrid / Spain,manager,LGEES,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),179,0 18647,0.0,/ / Peru,ID,0.0327868852459016,28290,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -12317,1.0,/Dakar/Senegal,AS,,15258,Specifier/ Influencer,SMB,,,,,accounting,160,Product Information,multi-split,,,/Dakar/Senegal,entry level,LGEAF,less than 3 months,0,0,,,,,1024,0 -11382,1.0,/ / Argentina,ID,,35066,,SMB,1.0,,,,purchasing,3,Others,,,,/ / Argentina,partner,LGEAR,less than 3 months,0,0,,,,,325,1 +12317,1.0,/Dakar/Senegal,AS,,15258,Specifier/ Influencer,SMB,,,,,accounting,160,Product Information,multi-split,,,/Dakar/Senegal,entry level,LGEAF,less than 3 months,0,0,,,,,1024,1 +11382,1.0,/ / Argentina,ID,,35066,,SMB,1.0,,,,purchasing,3,Others,,,,/ / Argentina,partner,LGEAR,less than 3 months,0,0,,,,,325,0 17935,0.0,/ / India,ID,0.0311958405545927,43770,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),174,0 7944,0.25,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",IT,,45815,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,"745 Brewerton Road, 6Th Floor, Room 6107 6Th Floor, Room 6107 Education / West Point / United States",none,LGEUS,,0,0,,,,,374,0 17101,0.75,/ SANTIAGO / Chile,AS,,10930,Specifier/ Influencer,Enterprise,10.0,,,,operations,3,,vrf,,,/ SANTIAGO / Chile,manager,LGECL,more than a year,0,0,,,,,728,0 @@ -4654,25 +4654,25 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5281,0.5,/ São Paulo / Brazil,AS,,16065,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 13544,0.0,/ / India,AS,,29199,End Customer,Enterprise,,,,,program and project management,3,,,,,/ / India,none,LGEIL,,0,0,,,,,672,0 1780,1.0,/ Ned delhi / India,ID,,476,,Enterprise,,,,,real estate,1,Others,interactive signage,,,/ Ned delhi / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 -7094,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,purchasing,49,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,1 +7094,1.0,/ / Philippines,AS,,27737,End Customer,Enterprise,5.0,,,,purchasing,49,Quotation or Purchase Consultation,vrf,,,/ / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 2409,0.75,110 Ethel Road West Ste B / Piscataway /,ID,,36354,,SMB,1.0,,,,purchasing,384,Quotation or Purchase Consultation,,,,110 Ethel Road West Ste B / Piscataway /,none,LGEUS,less than 3 months,0,0,,,,,333,1 -228,1.0,/ Gzira / Malta,ID,0.0199004975124378,4054,End Customer,SMB,,1.0,,1.0,information technology,186,Quotation or Purchase Consultation,one:quick series,,,/ Gzira / Malta,manager,LGEIS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,340,0 +228,1.0,/ Gzira / Malta,ID,0.0199004975124378,4054,End Customer,SMB,,1.0,,1.0,information technology,186,Quotation or Purchase Consultation,one:quick series,,,/ Gzira / Malta,manager,LGEIS,less than 3 months,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,340,1 14909,0.5,/ Santos / Brazil,AS,,35245,End Customer,Enterprise,,,,,engineering,21,,chiller,,,/ Santos / Brazil,others,LGESP,more than a year,0,0,,,,,97,0 4584,0.25,/ new delhi / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ new delhi / India,none,LGEIL,,0,0,,,,,115,0 6785,0.25,108 Woodland Trail Dr. Bernice / LA / United States,AS,,16562,,Enterprise,,,,,,54,Product Information,,,,108 Woodland Trail Dr. Bernice / LA / United States,none,LGEUS,,0,0,,,,,730,0 -7335,0.75,/ Tangerang / Indonesia,AS,,36072,End Customer,Enterprise,,,,,legal,5,,single-split,,,/ Tangerang / Indonesia,partner,LGEIN,less than 3 months,0,0,,,,,122,1 +7335,0.75,/ Tangerang / Indonesia,AS,,36072,End Customer,Enterprise,,,,,legal,5,,single-split,,,/ Tangerang / Indonesia,partner,LGEIN,less than 3 months,0,0,,,,,122,0 15861,0.5,/ Panamá / Panama,AS,,37833,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panamá / Panama,manager,LGEPS,less than 3 months,0,0,,,,,654,0 7390,1.0,/ Ghaziabad / India,AS,,18012,End Customer,Enterprise,,,,,entrepreneurship,66,Quotation or Purchase Consultation,vrf,,,/ Ghaziabad / India,partner,LGEIL,less than 3 months,0,0,,,,,17,0 6548,0.5,/ Lajas / Puerto Rico,AS,,47466,End Customer,Enterprise,16.0,,,,,5,Quotation or Purchase Consultation,,,,/ Lajas / Puerto Rico,none,LGEPS,less than 3 months,0,0,,,,,654,0 -8973,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,0 -20768,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,0 +8973,1.0,/ / United States,ID,0.1186440677966101,46078,End Customer,SMB,,,,,consulting,757,Technical Consultation,video wall signage,"49"" 500 nits FHD Slim Bezel Video Wall",49VL5G-M,/ / United States,ceo/founder,LGEUS,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,867,1 +20768,1.0,/ / India,ID,,19628,End Customer,SMB,,,,,entrepreneurship,16,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/ / India,ceo/founder,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,166,1 2411,0.75,"Moffett Field, CA /Moffett Field/",ID,,29508,End Customer,SMB,0.0,,,,,38,Quotation or Purchase Consultation,,,,"Moffett Field, CA /Moffett Field/",none,LGEUS,3 months ~ 6 months,0,0,,,,,556,1 6469,0.25,/ Cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,77,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,none,LGEEG,,0,0,,,,,51,0 14675,0.25,/ / Brazil,AS,,16814,,Enterprise,,,,,,35,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,,0,0,,,,,317,0 -7282,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7282,0.75,/ Camarines norte / Philippines,AS,,26207,Specifier/ Influencer,Enterprise,,,,,marketing,3,,vrf,,,/ Camarines norte / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 6120,0.25,/ Porto Alegre / Brazil,AS,,32700,,Enterprise,,,,,arts and design,3,,multi-split,,,/ Porto Alegre / Brazil,others,LGESP,,0,0,,,,,97,0 -20362,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,0 -92,1.0,/ Luddenham / Australia,AS,0.0666666666666666,27513,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,1 +20362,1.0,Via San Donato 79 / Bologna / Italy,ID,0.0169491525423728,14359,End Customer,Enterprise,,1.0,,1.0,purchasing,408,Quotation or Purchase Consultation,hotel tv,,,Via San Donato 79 / Bologna / Italy,director,LGEIS,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,340,1 +92,1.0,/ Luddenham / Australia,AS,0.0666666666666666,27513,Specifier/ Influencer,SMB,,,,,product management,238,Quotation or Purchase Consultation,vrf,,,/ Luddenham / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,Construction,138,0 18343,0.0,/ / Peru,ID,0.0327868852459016,28227,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 5197,0.5,/ São Paulo / Brazil,AS,,7906,,SMB,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 11773,0.0,/ / India,ID,,43902,,Enterprise,0.0,,,,research,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 @@ -4680,37 +4680,37 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 5414,0.5,/Santo André/Brazil,AS,,36900,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/Santo André/Brazil,others,LGESP,,0,0,,,,,97,0 17901,1.0,/ / Colombia,ID,0.0327868852459016,18557,,Enterprise,,,,,business development,32,Request for Partnership,,,,/ / Colombia,ceo/founder,LGECB,3 months ~ 6 months,0,0,0.0005719551277132,0.048629531388152,education,,344,0 3460,1.0,/ patna / India,ID,,6091,,Enterprise,,,,,product management,7,Quotation or Purchase Consultation,interactive signage,,,/ patna / India,director,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 -9700,0.25,1817 W Broadway Cloud IT / Columbia / United States,IT,,38211,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,1817 W Broadway Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372,1 +9700,0.25,1817 W Broadway Cloud IT / Columbia / United States,IT,,38211,End Customer,SMB,,,,,,44,Quotation or Purchase Consultation,,,,1817 W Broadway Cloud IT / Columbia / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,372,0 5242,0.5,/ São Paulo / Brazil,AS,,40470,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 20924,0.0,/ / Peru,ID,0.0476190476190476,15536,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 6057,0.5,/ SP / Brazil,AS,,4935,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97,0 -4709,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,67,Quotation or Purchase Consultation,vrf,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,1 +4709,0.25,/ Noida / India,AS,,47466,End Customer,Enterprise,19.0,,,,,67,Quotation or Purchase Consultation,vrf,,,/ Noida / India,none,LGEIL,,0,0,,,,,17,0 14840,0.5,/ Pacajus / Brazil,AS,,29319,End Customer,Enterprise,,,,,operations,22,Quotation or Purchase Consultation,multi-split,,,/ Pacajus / Brazil,others,LGESP,,0,0,,,,,97,0 7632,0.75,8700 Beverly Blvd. / Los Angeles /,IT,,8099,End Customer,SMB,,,,,administrative,29,Usage or Technical Consultation,,,,8700 Beverly Blvd. / Los Angeles /,none,LGEUS,less than 3 months,0,0,,,,,567,1 3886,1.0,/ ON / Canada,AS,,9778,Specifier/ Influencer,SMB,,,,,sales,230,Product Information,heating,,,/ ON / Canada,manager,LGECI,less than 3 months,0,0,,,,,142,0 14807,0.25,/ Montes Claros mg / Brazil,AS,,32602,End Customer,Enterprise,0.0,,,,others,3,,,,,/ Montes Claros mg / Brazil,trainee,LGESP,,0,0,,,,,97,0 12422,1.0,/Bahia/Brazil,AS,,4539,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,38,Trainings,etc.,,,/Bahia/Brazil,entry level,LGESP,3 months ~ 6 months,0,0,,,,,97,0 6425,0.25,/ Reading / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,36,Quotation or Purchase Consultation,etc.,,,/ Reading / United Kingdom,none,LGEUK,,0,0,,,,,755,0 -3150,0.75,/Cumbria/United Kingdom,ID,,16289,Specifier/ Influencer,SMB,,,,,arts and design,141,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Cumbria/United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,365,0 +3150,0.75,/Cumbria/United Kingdom,ID,,16289,Specifier/ Influencer,SMB,,,,,arts and design,141,Quotation or Purchase Consultation,oled signage,Transparent OLED Signage,55EW5TF-A,/Cumbria/United Kingdom,director,LGEUK,less than 3 months,0,0,,,,,365,1 711,0.25,Corporate / /,ID,0.0446428571428571,16214,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 13186,1.0,/ alkhobar / Saudi Arabia,AS,,47048,End Customer,SMB,,,,,engineering,81,Quotation or Purchase Consultation,ventilation,,,/ alkhobar / Saudi Arabia,others,LGESJ,more than a year,0,0,,,,,44,0 -9943,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9943,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 308,1.0,/ Cautin/Chile / Chile,ID,0.0749486652977412,11929,Service Partner,SMB,49.0,1.0,,1.0,consulting,9,Quotation or Purchase Consultation,interactive signage,,,/ Cautin/Chile / Chile,ceo/founder,LGECL,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,357,0 49,1.0,/ Pune / India,AS,0.0888888888888888,8138,Specifier/ Influencer,Enterprise,,,,,arts and design,16,Quotation or Purchase Consultation,control,,,/ Pune / India,director,LGEIL,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,IT/Software,21,0 -9960,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -21035,0.0,/ / Spain,ID,0.025,17378,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,1 +9960,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +21035,0.0,/ / Spain,ID,0.025,17378,End Customer,Enterprise,,,,,education,3,,,,,/ / Spain,none,LGEES,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,999,0 5525,0.5,/ Santo André / Brazil,AS,,8725,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Santo André / Brazil,others,LGESP,,0,0,,,,,97,0 11390,0.75,315 Alameda Blvd NE / Albuquerque / NM,ID,,44504,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,315 Alameda Blvd NE / Albuquerque / NM,none,LGEUS,less than 3 months,0,0,,,,,205,0 1271,0.25,633 3rd ave 3rd Floor Cloud IT / New York / United States,IT,0.0434782608695652,29007,End Customer,SMB,,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,633 3rd ave 3rd Floor Cloud IT / New York / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,435,1 13601,0.0,/ Ranchi / India,AS,,8417,End Customer,Enterprise,,,,,program and project management,3,,,,,/ Ranchi / India,none,LGEIL,,0,0,,,,,672,0 9349,1.0,/ Sharjah / U.A.E,AS,0.0202020202020202,2126,End Customer,Enterprise,,,,,sales,97,Quotation or Purchase Consultation,multi-split,,,/ Sharjah / U.A.E,partner,LGEGF,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,25,0 20582,0.75,/Mexico/Mexico,AS,,20747,End Customer,Enterprise,,,,,administrative,3,,vrf,,,/Mexico/Mexico,manager,LGEMS,6 months ~ 9 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 -3813,1.0,/ GURUGRAM / India,AS,,13226,End Customer,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,vrf,,,/ GURUGRAM / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,608,0 +3813,1.0,/ GURUGRAM / India,AS,,13226,End Customer,Enterprise,,,,,healthcare services,21,Quotation or Purchase Consultation,vrf,,,/ GURUGRAM / India,partner,LGEIL,3 months ~ 6 months,0,0,,,,,608,1 5613,0.5,/ Sp / Brazil,AS,,6757,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Sp / Brazil,others,LGESP,,0,0,,,,,97,0 15918,0.0,/ / Venezuela,AS,,34159,,Enterprise,12.0,,,,,3,,vrf,,,/ / Venezuela,none,LGEPS,,0,0,,,,,654,0 -4752,0.25,/Bhopal/India,AS,,21829,End Customer,SMB,,,,,,13,Quotation or Purchase Consultation,,,,/Bhopal/India,none,LGEIL,,0,0,,,,,123,0 +4752,0.25,/Bhopal/India,AS,,21829,End Customer,SMB,,,,,,13,Quotation or Purchase Consultation,,,,/Bhopal/India,none,LGEIL,,0,0,,,,,123,1 3853,1.0,/Vilnius/Lithuania,AS,,27742,End Customer,SMB,,,,,engineering,1102,Usage or Technical Consultation,etc.,,,/Vilnius/Lithuania,associate/analyst,LGEPL,less than 3 months,0,0,,,,,694,0 -9547,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,0 +9547,1.0,/ / United States,ID,0.8333333333333334,21772,End Customer,Enterprise,,,,,entrepreneurship,601,Request for Partnership,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,348,1 9659,1.0,/ Bangalore / India,AS,,29647,Specifier/ Influencer,SMB,,,,,operations,37,Quotation or Purchase Consultation,vrf,,,/ Bangalore / India,manager,LGEIL,less than 3 months,0,0,1.2765902883450302e-05,,transportation,Others,752,0 8946,1.0,/ / Australia,ID,0.1184210526315789,46734,End Customer,SMB,,,,,program and project management,302,Quotation or Purchase Consultation,high brightness signage,,,/ / Australia,manager,LGEAP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,,157,1 1176,0.75,6940 Sea Coral Drive Apt 336 General / Orlando / United States,ID,0.0446428571428571,5028,End Customer,SMB,0.0,1.0,,1.0,engineering,97,Quotation or Purchase Consultation,standard signage,UHD Large Screen Signage Display,110UM5J,6940 Sea Coral Drive Apt 336 General / Orlando / United States,others,LGEUS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Pharmaceutical,310,1 @@ -4720,32 +4720,32 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8455,1.0,/ Riyadh / Saudi Arabia,AS,,36683,Specifier/ Influencer,Enterprise,,,,,business development,51,Quotation or Purchase Consultation,single-split,,,/ Riyadh / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,118,0 11777,0.0,/ / India,ID,,43859,,Enterprise,,,,,others,3,,,,,/ / India,none,LGEIL,,0,0,,,,,174,0 19502,0.0,/ / Peru,ID,0.0544217687074829,13229,,Enterprise,,,,,information technology,14,,,,,/ / Peru,none,LGEPR,,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,258,0 -17362,0.75,/HEREDIA/Costa Rica,AS,,36669,,SMB,49.0,,,,engineering,3,,vrf,,,/HEREDIA/Costa Rica,manager,LGEPS,less than 3 months,0,0,,,,,654,1 +17362,0.75,/HEREDIA/Costa Rica,AS,,36669,,SMB,49.0,,,,engineering,3,,vrf,,,/HEREDIA/Costa Rica,manager,LGEPS,less than 3 months,0,0,,,,,654,0 6724,0.25,2225 Washington St / MA / United States,AS,,38151,,SMB,,,,,,254,Services,,,,2225 Washington St / MA / United States,none,LGEUS,,0,0,,,,,731,0 11855,0.5,/ Delhi / India,ID,,7673,,Enterprise,,,,,education,3,Others,,,,/ Delhi / India,others,LGEIL,,0,0,,,,,174,0 -19179,1.0,/ / Vietnam,ID,,10991,,SMB,,,,,education,3,Quotation or Purchase Consultation,standard signage,,,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,978,0 +19179,1.0,/ / Vietnam,ID,,10991,,SMB,,,,,education,3,Quotation or Purchase Consultation,standard signage,,,/ / Vietnam,ceo/founder,LGEVH,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),,978,1 14773,0.25,/ Recife / Brazil,AS,,30384,,Enterprise,,,,,engineering,3,,,,,/ Recife / Brazil,partner,LGESP,,0,0,,,,,97,0 -2382,0.75,521 E Front Street / Battle Mountain /,ID,,21292,End Customer,Enterprise,,,,,,99,Quotation or Purchase Consultation,,,,521 E Front Street / Battle Mountain /,none,LGEUS,less than 3 months,0,0,,,,,565,0 +2382,0.75,521 E Front Street / Battle Mountain /,ID,,21292,End Customer,Enterprise,,,,,,99,Quotation or Purchase Consultation,,,,521 E Front Street / Battle Mountain /,none,LGEUS,less than 3 months,0,0,,,,,565,1 20412,0.0,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,ID,,42488,End Customer,Enterprise,0.0,1.0,,1.0,,3,,hotel tv,,,3100 Bonnet Creek Road Hospitality / Lake Buena Vista / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 14907,0.5,/ jundiai / Brazil,AS,,40668,End Customer,Enterprise,,,,,others,3,,vrf,,,/ jundiai / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 17936,0.0,/ / India,ID,0.0311958405545927,6111,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 14590,0.25,/ Brasília recanto das emas / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,129,Quotation or Purchase Consultation,etc.,,,/ Brasília recanto das emas / Brazil,none,LGESP,,0,0,,,,,97,0 -1054,0.25,Corporate / /,ID,0.0446428571428571,18069,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1054,0.25,Corporate / /,ID,0.0446428571428571,18069,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 14906,0.5,/ Itaqua / Brazil,AS,,13341,End Customer,Enterprise,,,,,others,3,,vrf,,,/ Itaqua / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 16017,0.25,/ Beograd / Serbia,AS,,30259,Specifier/ Influencer,Enterprise,,,,,,44,,heating,,,/ Beograd / Serbia,entry level,LGEMK,,0,0,,,,,766,0 11817,0.5,/ Jaipur / India,ID,,7674,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/ Jaipur / India,others,LGEIL,,0,0,,,,,174,0 18092,0.5,/ / Peru,ID,0.0327868852459016,36833,,Enterprise,,,,,,3,Technical Consultation,,,,/ / Peru,manager,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 18585,0.0,/ / Peru,ID,0.0327868852459016,21321,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 -16746,0.25,via carlo cattaneo 4 / cuneo / Italy,AS,,3787,Channel Partner,SMB,172.0,,,,sales,3,,vrf,,,via carlo cattaneo 4 / cuneo / Italy,others,LGEIS,,0,0,,,,,341,1 +16746,0.25,via carlo cattaneo 4 / cuneo / Italy,AS,,3787,Channel Partner,SMB,172.0,,,,sales,3,,vrf,,,via carlo cattaneo 4 / cuneo / Italy,others,LGEIS,,0,0,,,,,341,0 4793,0.25,/Uttar Pradesh/India,AS,,40211,End Customer,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/Uttar Pradesh/India,none,LGEIL,,0,0,,,,,9,1 14601,0.25,/ São Paulo / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,76,Quotation or Purchase Consultation,control,,,/ São Paulo / Brazil,none,LGESP,,0,0,,,,,97,0 10069,0.25,700 Universe Blvd Cloud IT / Juno Beach / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,700 Universe Blvd Cloud IT / Juno Beach / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 14027,0.5,/ Cabo de Santo Agostinho / Brazil,AS,,41566,Specifier/ Influencer,Enterprise,1.0,,,,support,3,Quotation or Purchase Consultation,,,,/ Cabo de Santo Agostinho / Brazil,entry level,LGESP,,0,0,,,,,97,0 11024,1.0,"/ Bogotá, D.C. / Colombia",ID,0.0749486652977412,166,Channel Partner,SMB,,1.0,,1.0,engineering,48,Quotation or Purchase Consultation,led signage,,,"/ Bogotá, D.C. / Colombia",director,LGECB,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,977,1 -19459,1.0,/ medellin / Colombia,IT,0.3636363636363636,9279,End Customer,Enterprise,,,,,radiology professional,241,Quotation or Purchase Consultation,monitor,,,/ medellin / Colombia,others,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),Apartment,837,0 -10026,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +19459,1.0,/ medellin / Colombia,IT,0.3636363636363636,9279,End Customer,Enterprise,,,,,radiology professional,241,Quotation or Purchase Consultation,monitor,,,/ medellin / Colombia,others,LGECB,less than 3 months,0,0,0.0002983104051378,,residential (home),Apartment,837,1 +10026,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 20283,1.0,/ Bolivia / Panama,IT,,30291,Channel Partner,Enterprise,,,,,business development,200,Request for Partnership,cloud device,All Cloud Devices,,/ Bolivia / Panama,others,LGEPR,less than 3 months,0,0,0.0011827288932506,,retail,,1084,0 -10003,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10003,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 2983,0.75,/ / Saudi Arabia,ID,,35814,End Customer,SMB,,,,,purchasing,60,Quotation or Purchase Consultation,video wall signage,,,/ / Saudi Arabia,none,LGESJ,less than 3 months,0,0,,,,,209,0 11110,0.0,/ / United States,IT,0.0434782608695652,29271,,Enterprise,,,1.0,1.0,healthcare services,3,,,,,/ / United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,,194,0 6451,0.5,//Vietnam,AS,,42650,Specifier/ Influencer,Enterprise,,,,,business development,5,Quotation or Purchase Consultation,etc.,,,//Vietnam,manager,LGEVH,,0,0,,,,,759,0 @@ -4761,30 +4761,30 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2111,1.0,/ / India,ID,,1426,Solution Eco-Partner,SMB,,,,,information technology,52,Quotation or Purchase Consultation,one:quick series,One:Quick Works,55CT5WJ,/ / India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 11094,0.75,/ Pereira / Colombia,IT,0.0446428571428571,11471,End Customer,SMB,,,1.0,1.0,marketing,126,Quotation or Purchase Consultation,medical display,Cirugia,27HJ510S,/ Pereira / Colombia,manager,LGECB,,1,0,0.0030792876608617,,corporate / office,Healthcare,837,1 20294,1.0,/ / Mexico,ID,0.1241217798594847,7810,,Enterprise,,1.0,,1.0,community and social services,3,Quotation or Purchase Consultation,,,,/ / Mexico,entry level,LGEMS,more than a year,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,189,0 -10862,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 +10862,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 16855,1.0,/ makati / Philippines,AS,,1484,Specifier/ Influencer,Enterprise,0.0,,,,consulting,9,Quotation or Purchase Consultation,chiller,,,/ makati / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 7866,0.25,Cloud IT / / United States,IT,,13256,,SMB,,,,,,258,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,,,,,374,0 15881,0.5,/ caracas / Venezuela,AS,,21440,End Customer,SMB,0.0,,,,education,3,,vrf,,,/ caracas / Venezuela,associate/analyst,LGEPS,less than 3 months,0,0,,,,,654,0 6290,0.25,/ Maceio / Brazil,AS,,41447,,Enterprise,0.0,,,,others,3,,multi-split,,,/ Maceio / Brazil,others,LGESP,,0,0,,,,,97,0 14078,0.25,/ Rio Branco / Brazil,AS,,45253,Specifier/ Influencer,Enterprise,40.0,,,,engineering,4,,vrf,,,/ Rio Branco / Brazil,entry level,LGESP,,0,0,,,,,97,0 15118,0.5,/ Concepción / Chile,AS,,1894,Channel Partner,Enterprise,,,,,sales,3,,multi-split,,,/ Concepción / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 -2430,0.5,/ / United States,ID,,35864,End Customer,SMB,,,,,information technology,222,Others,accessories,,,/ / United States,none,LGEUS,,0,0,,,,,333,0 +2430,0.5,/ / United States,ID,,35864,End Customer,SMB,,,,,information technology,222,Others,accessories,,,/ / United States,none,LGEUS,,0,0,,,,,333,1 14792,0.25,/ João pessoa PB / Brazil,AS,,18556,,Enterprise,,,,,entrepreneurship,3,,,,,/ João pessoa PB / Brazil,partner,LGESP,,0,0,,,,,97,0 11084,1.0,/ / Hong Kong,ID,0.0843373493975903,46250,End Customer,SMB,,1.0,,1.0,others,22,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,503,1 14724,0.25,/ uberlandia/MG / Brazil,AS,,33378,End Customer,SMB,,,,,engineering,3,,,,,/ uberlandia/MG / Brazil,partner,LGESP,,0,0,,,,,97,0 -10866,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,278,1 +10866,0.0,/ / Brazil,ID,0.0749486652977412,29616,Channel Partner,SMB,0.0,1.0,,1.0,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Construction,278,0 20434,0.0,1171 Mccarty St Hospitality / Dunedin / United States,ID,,47466,End Customer,Enterprise,17.0,1.0,,1.0,,3,,hotel tv,,,1171 Mccarty St Hospitality / Dunedin / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -10165,1.0,/ Rondonia/guajara mirim / Brazil,AS,0.0039370078740157,46670,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,single-split,,,/ Rondonia/guajara mirim / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,1 +10165,1.0,/ Rondonia/guajara mirim / Brazil,AS,0.0039370078740157,46670,End Customer,SMB,,,,,administrative,139,Quotation or Purchase Consultation,single-split,,,/ Rondonia/guajara mirim / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,,97,0 5386,0.5,/Carapicuiba/Brazil,AS,,5665,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/Carapicuiba/Brazil,others,LGESP,,0,0,,,,,97,0 17285,1.0,/ Cairo / Egypt,AS,,47083,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 -16366,0.25,Via Giacomo Leopardi snc / Castelgandolfo / Italy,AS,,44361,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Giacomo Leopardi snc / Castelgandolfo / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +16366,0.25,Via Giacomo Leopardi snc / Castelgandolfo / Italy,AS,,44361,Channel Partner,SMB,,,,,entrepreneurship,3,,vrf,,,Via Giacomo Leopardi snc / Castelgandolfo / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 21316,1.0,"/Emiliano Zapata, Ver/Mexico",AS,0.04,2664,Specifier/ Influencer,Enterprise,,,,,engineering,84,Trainings,heating,,,"/Emiliano Zapata, Ver/Mexico",trainee,LGEMS,less than 3 months,0,0,2.5889552307882245e-05,0.0287769784172661,public facility,Others,42,0 14185,0.25,/ SÃo JosÉ / Brazil,AS,,10354,End Customer,Enterprise,,,,,administrative,3,,,,,/ SÃo JosÉ / Brazil,director,LGESP,,0,0,,,,,97,0 -12008,0.75,/Lima/Peru,ID,,17959,,Enterprise,,,,,finance,69,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/Lima/Peru,manager,LGEPR,3 months ~ 6 months,0,0,,,,,525,0 +12008,0.75,/Lima/Peru,ID,,17959,,Enterprise,,,,,finance,69,Quotation or Purchase Consultation,led signage,Ultra Slim Series,LSCB015,/Lima/Peru,manager,LGEPR,3 months ~ 6 months,0,0,,,,,525,1 7235,1.0,/ Batangas/Batangas City / Philippines,AS,,11578,Specifier/ Influencer,Enterprise,0.0,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Batangas/Batangas City / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 6474,0.25,/ cairo / Egypt,AS,,47466,End Customer,Enterprise,3.0,,,,,57,Quotation or Purchase Consultation,multi-split,,,/ cairo / Egypt,none,LGEEG,,0,0,,,,,56,0 6914,0.25,16630 Redmond Way / WA / United States,AS,,19607,,SMB,0.0,,,,,176,Product Information,,,,16630 Redmond Way / WA / United States,none,LGEUS,,0,0,,,,,731,0 -16840,0.75,"/ Antipolo City, Rizal / Philippines",AS,,25940,,SMB,0.0,,,,engineering,3,,vrf,,,"/ Antipolo City, Rizal / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +16840,0.75,"/ Antipolo City, Rizal / Philippines",AS,,25940,,SMB,0.0,,,,engineering,3,,vrf,,,"/ Antipolo City, Rizal / Philippines",entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 13690,0.25,/ Goiânia / Brazil,AS,,23859,,Enterprise,,,,,arts and design,36,,,,,/ Goiânia / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 16016,0.25,/ Borca / Serbia,AS,,42025,Specifier/ Influencer,Enterprise,,,,,,26,,heating,,,/ Borca / Serbia,entry level,LGEMK,,0,0,,,,,766,0 19225,0.0,/ / Australia,ID,,19804,,Enterprise,10.0,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,553,0 @@ -4796,18 +4796,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 14522,0.25,/ SP / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,37,Quotation or Purchase Consultation,multi-split,,,/ SP / Brazil,none,LGESP,,0,0,,,,,97,0 18812,0.0,/ / Peru,ID,0.0327868852459016,28056,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 6257,0.25,/ São Paulo / Brazil,AS,,46045,,SMB,,,,,others,3,,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -3587,0.75,/ Solo / Indonesia,AS,,33819,Channel Partner,Enterprise,,,,,program and project management,2,,vrf,,,/ Solo / Indonesia,manager,LGEIN,3 months ~ 6 months,0,0,,,,,122,1 +3587,0.75,/ Solo / Indonesia,AS,,33819,Channel Partner,Enterprise,,,,,program and project management,2,,vrf,,,/ Solo / Indonesia,manager,LGEIN,3 months ~ 6 months,0,0,,,,,122,0 16204,0.25,10 ZONARA ST / / Greece,AS,,41527,Specifier/ Influencer,Enterprise,,,,,,3,,vrf,,,10 ZONARA ST / / Greece,ceo/founder,LGEHS,,0,0,,,,,732,0 12475,1.0,/กรุงเทพมหานคร/Thailand,AS,,47396,,Enterprise,,,,,engineering,16,Others,,,,/กรุงเทพมหานคร/Thailand,manager,LGETH,less than 3 months,0,0,,,,,726,0 10065,0.25,4200 West Flagler Street Cloud IT / Miami / United States,IT,,30070,End Customer,Enterprise,,,,,,23,Quotation or Purchase Consultation,,,,4200 West Flagler Street Cloud IT / Miami / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 11504,1.0,/ / United States,ID,,24357,Channel Partner,SMB,,,,,media and communication,336,Quotation or Purchase Consultation,video wall signage,VL5F Series,55VL5F-A,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,330,0 -20374,1.0,/ Zapopan / Mexico,ID,0.1241217798594847,2983,Channel Partner,SMB,,1.0,,1.0,purchasing,553,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR770H (NA),/ Zapopan / Mexico,associate/analyst,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,585,0 +20374,1.0,/ Zapopan / Mexico,ID,0.1241217798594847,2983,Channel Partner,SMB,,1.0,,1.0,purchasing,553,Quotation or Purchase Consultation,hotel tv,4K UHD Hospitality TV with Pro:Centric Direct,65UR770H (NA),/ Zapopan / Mexico,associate/analyst,LGEMS,less than 3 months,0,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,585,1 15381,0.25,/ Bursa / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,108,Quotation or Purchase Consultation,heating,,,/ Bursa / Türkiye,none,LGETK,,0,0,,,,,103,0 16026,0.0,/ Pančevo / Serbia,AS,,12841,Specifier/ Influencer,Enterprise,,,,,others,32,,,,,/ Pančevo / Serbia,none,LGEMK,,0,0,,,,,766,0 19034,1.0,/Cebu City/Philippines,ID,,44062,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu City/Philippines,associate/analyst,LGEPH,more than a year,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,268,0 9711,0.25,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,IT,,25479,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,3800 Paramount Parkway Suite 250 Cloud IT / Morrisville / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 15198,0.5,/ Medellin / Colombia,AS,,21321,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,chiller,,,/ Medellin / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 -20363,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20363,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 8881,1.0,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",ID,0.0491803278688524,33272,End Customer,SMB,,,,,operations,185,Quotation or Purchase Consultation,led signage,Transparent LED Film,,"Prime United Company Office # 8.32 , Mezzanine Floor / / Kuwait",manager,LGEGF,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Fashion,227,1 14220,0.5,/ Sao Paulo / Brazil,AS,,34487,Specifier/ Influencer,Enterprise,,,,,sales,69,Quotation or Purchase Consultation,chiller,,,/ Sao Paulo / Brazil,director,LGESP,,0,0,,,,,97,0 18355,0.0,/ / Peru,ID,0.0327868852459016,20570,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 @@ -4823,7 +4823,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 12965,0.75,/ Santa marta / Colombia,AS,,13313,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ Santa marta / Colombia,others,LGECB,9 months ~ 1 year,0,0,,,,,39,0 6825,0.25,1070 south ames street / CO / United States,AS,,42978,,SMB,,,,,,446,Product Information,,,,1070 south ames street / CO / United States,none,LGEUS,,0,0,,,,,730,0 19597,1.0,/Campinas/Brazil,ID,0.0732484076433121,38217,End Customer,SMB,,,,,operations,137,Quotation or Purchase Consultation,led signage,,,/Campinas/Brazil,associate/analyst,LGESP,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Other Stores,480,1 -9963,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9963,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 7143,1.0,//Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,engineering,22,Quotation or Purchase Consultation,vrf,,,//Philippines,associate/analyst,LGEPH,6 months ~ 9 months,0,0,,,,,29,1 1650,1.0,/ Amman / India,ID,,22708,,Enterprise,,,,,accounting,5,Quotation or Purchase Consultation,interactive signage,,,/ Amman / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 9746,0.25,1151 Kildaire Farm Road Cloud IT / Cary / United States,IT,,3545,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,1151 Kildaire Farm Road Cloud IT / Cary / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 @@ -4831,15 +4831,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8736,1.0,/ Chennai / India,AS,0.0677966101694915,6565,End Customer,Enterprise,48.0,,,,engineering,226,Quotation or Purchase Consultation,vrf,,,/ Chennai / India,associate/analyst,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),,10,1 20099,0.75,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,AS,0.004,29303,Specifier/ Influencer,SMB,,,,,engineering,14,,vrf,,,BRR ALTO BOSQUE TRV 52 #21D-26 /cartagena/Colombia,manager,LGECB,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,39,0 1998,1.0,/Chandgarh/India,ID,,16859,,SMB,,,,,human resources,10,Quotation or Purchase Consultation,interactive digital board,,,/Chandgarh/India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -2055,1.0,/ Mumbai / India,ID,,28881,,Enterprise,,,,,information technology,64,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,145,0 +2055,1.0,/ Mumbai / India,ID,,28881,,Enterprise,,,,,information technology,64,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,145,1 8227,0.75,//Kenya,ID,0.032258064516129,39955,End Customer,SMB,,,,,education,252,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,//Kenya,manager,LGEEF,3 months ~ 6 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,218,1 -180,0.75,/ / South Africa,ID,0.075,20308,End Customer,SMB,,1.0,,1.0,human resources,99,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,none,LGESA,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,0 +180,0.75,/ / South Africa,ID,0.075,20308,End Customer,SMB,,1.0,,1.0,human resources,99,Quotation or Purchase Consultation,video wall signage,,,/ / South Africa,none,LGESA,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,151,1 7166,1.0,/ Makati / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,29,Quotation or Purchase Consultation,vrf,,,/ Makati / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 20137,0.75,/ Itu / Brazil,AS,0.004,9360,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Usage or Technical Consultation,multi-split,,,/ Itu / Brazil,ceo/founder,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,,97,0 20411,0.0,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,ID,,20451,End Customer,SMB,1.0,1.0,,1.0,,3,,hotel tv,,,150 N. Riverside Plaza 7Th Floor Hospitality / Chicago / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,1108,1 10592,1.0,/ BOGOTA / Colombia,ID,0.0749486652977412,4310,End Customer,Enterprise,1.0,1.0,,1.0,education,29,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,partner,LGECB,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,344,0 3486,1.0,/ Bangalore / India,ID,,41504,,Enterprise,,,,,community and social services,1,Quotation or Purchase Consultation,interactive signage,,,/ Bangalore / India,director,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 -20493,1.0,/ Itajai / Brazil,ID,0.1241217798594847,9353,End Customer,SMB,,1.0,,1.0,purchasing,77,Quotation or Purchase Consultation,hotel tv,UT660H Series,55UT660H (SCA),/ Itajai / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487,0 +20493,1.0,/ Itajai / Brazil,ID,0.1241217798594847,9353,End Customer,SMB,,1.0,,1.0,purchasing,77,Quotation or Purchase Consultation,hotel tv,UT660H Series,55UT660H (SCA),/ Itajai / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,487,1 6844,0.25,18502 detroit / OH / United States,AS,,24846,,SMB,,,,,,17,Product Information,,,,18502 detroit / OH / United States,none,LGEUS,,0,0,,,,,731,0 18298,0.0,/ / Peru,ID,0.0327868852459016,7810,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 17254,0.75,/ Cairo / Egypt,AS,,5536,Specifier/ Influencer,Enterprise,,,,,,12,,,,,/ Cairo / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 @@ -4851,18 +4851,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1417,1.0,/ Mumbai / India,ID,,26018,,SMB,,,,,education,29,Quotation or Purchase Consultation,interactive signage,,,/ Mumbai / India,partner,LGEIL,less than 3 months,0,0,,,,,145,1 12132,1.0,/ motihari / India,ID,,42120,,Enterprise,,,,,education,12,Technical Consultation,interactive signage,,,/ motihari / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 17004,1.0,/Goiânia/Brazil,AS,,10128,End Customer,Enterprise,,,,,others,68,Quotation or Purchase Consultation,multi-split,,,/Goiânia/Brazil,director,LGESP,more than a year,0,0,,,,,97,0 -3247,0.5,/ /,ID,,21253,,SMB,,,,,,133,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,436,0 +3247,0.5,/ /,ID,,21253,,SMB,,,,,,133,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,436,1 19267,1.0,/ / Mexico,ID,0.0538922155688622,37710,,SMB,,,,,administrative,3,Quotation or Purchase Consultation,,,,/ / Mexico,ceo/founder,LGEMS,6 months ~ 9 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Others,189,0 19440,1.0,/Barranquilla /Colombia,AS,0.0037878787878787,45949,Specifier/ Influencer,Enterprise,,,,,business development,241,Quotation or Purchase Consultation,multi-split,,,/Barranquilla /Colombia,ceo/founder,LGECB,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,699,0 -4263,0.25,/ Narsapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Narsapur / India,none,LGEIL,,0,0,,,,,49,1 -16434,0.25,"Viale Isonzo, 2 / Marsala / Italy",AS,,21704,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Viale Isonzo, 2 / Marsala / Italy",manager,LGEIS,,0,0,,,,,341,1 +4263,0.25,/ Narsapur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,59,Quotation or Purchase Consultation,multi-split,,,/ Narsapur / India,none,LGEIL,,0,0,,,,,49,0 +16434,0.25,"Viale Isonzo, 2 / Marsala / Italy",AS,,21704,Channel Partner,SMB,,,,,sales,3,,vrf,,,"Viale Isonzo, 2 / Marsala / Italy",manager,LGEIS,,0,0,,,,,341,0 20710,1.0,/ Ribeirão Preto / Brazil,ID,0.25,22330,End Customer,SMB,,,,,operations,343,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,55TC3D,/ Ribeirão Preto / Brazil,partner,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Renewable Energy,316,1 7165,1.0,/ Rizal / Philippines,AS,,11685,Specifier/ Influencer,SMB,0.0,,,,engineering,27,Quotation or Purchase Consultation,vrf,,,/ Rizal / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 9470,0.5,/Duqm/Oman,ID,,31259,End Customer,SMB,,,,,engineering,29,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD 0.44mm Even Bezel Video Wall",55VSH7J,/Duqm/Oman,none,LGEGF,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,,308,0 10131,0.0,//United States,ID,0.4,46489,,SMB,,,,,,119,,,,,//United States,none,LGEUS,,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Others,374,1 -9939,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9939,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16013,0.5,Autoput za Novi Sad 71 / Beograd / Serbia,AS,,40187,Specifier/ Influencer,SMB,204.0,,,,,3,Usage or Technical Consultation,,,,Autoput za Novi Sad 71 / Beograd / Serbia,manager,LGEMK,,0,0,,,,,766,0 -8141,1.0,/ Vancouver / United States,IT,,24356,End Customer,SMB,0.0,,,,media and communication,106,Quotation or Purchase Consultation,monitor,,,/ Vancouver / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,311,0 +8141,1.0,/ Vancouver / United States,IT,,24356,End Customer,SMB,0.0,,,,media and communication,106,Quotation or Purchase Consultation,monitor,,,/ Vancouver / United States,manager,LGEUS,3 months ~ 6 months,0,0,0.0005432224318428,,special purpose,,311,1 17934,0.0,/ / India,ID,0.0311958405545927,47466,,Enterprise,4.0,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,174,0 8975,1.0,Lake Wales/ FL / United States,ID,0.1186440677966101,45753,End Customer,SMB,,,,,sales,109,Quotation or Purchase Consultation,led signage,LG MAGNIT,,Lake Wales/ FL / United States,manager,LGEUS,6 months ~ 9 months,1,1,0.0011827288932506,0.0498402555910543,retail,Car Dealership,348,1 15100,0.5,/ SANTIAGO / Chile,AS,,14532,End Customer,SMB,,,,,engineering,3,,chiller,,,/ SANTIAGO / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 @@ -4871,26 +4871,26 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 10693,1.0,/ Belo Horizonte / Brazil,ID,0.0749486652977412,23221,Service Partner,Enterprise,,1.0,,1.0,sales,45,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,86TR3DJ,/ Belo Horizonte / Brazil,director,LGESP,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 3694,0.75,/ Jakarta Timur / Indonesia,AS,,11091,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,2,,single-split,,,/ Jakarta Timur / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 11068,0.75,/ / Peru,ID,0.0749486652977412,6354,End Customer,Enterprise,1.0,1.0,,1.0,,31,Request for Partnership,,,,/ / Peru,none,LGEPR,more than a year,1,0,0.0030792876608617,0.0645661157024793,corporate / office,,190,0 -17628,0.0,/ / Brazil,ID,0.0806916426512968,869,Channel Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,1 +17628,0.0,/ / Brazil,ID,0.0806916426512968,869,Channel Partner,SMB,51.0,,,,sales,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0005432224318428,0.0640703517587939,special purpose,"Telecom Base Station / Data, Call",278,0 2717,1.0,/ / Oman,ID,,2128,Service Partner,SMB,,,,,business development,246,Customer Suggestions,led signage,LG MAGNIT,LAAA015,/ / Oman,others,LGEGF,less than 3 months,0,0,,,,,308,0 14209,0.25,/ CONTAGEM / Brazil,AS,,16683,End Customer,Enterprise,,,,,others,3,,,,,/ CONTAGEM / Brazil,director,LGESP,,0,0,,,,,97,0 14506,0.25,/ Pernambuco/Recife / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,35,Quotation or Purchase Consultation,multi-split,,,/ Pernambuco/Recife / Brazil,none,LGESP,,0,0,,,,,97,0 14294,0.25,/ SC/ Itajaí / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,239,Quotation or Purchase Consultation,vrf,,,/ SC/ Itajaí / Brazil,none,LGESP,,0,0,,,,,97,0 8459,1.0,/Mosul/Iraq,AS,,24151,End Customer,Enterprise,155.0,,,,engineering,637,Usage or Technical Consultation,etc.,,,/Mosul/Iraq,manager,LGELF,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,General Hospital,708,1 -10704,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,0 -18869,0.25,/ / Hong Kong,ID,0.2142857142857142,45473,,SMB,,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,1 +10704,1.0,"/ Gravataí, RS / Brazil",ID,0.0749486652977412,20975,End Customer,SMB,0.0,1.0,,1.0,media and communication,178,Quotation or Purchase Consultation,led signage,LG LED All-in-One Premium Series,LAA015F,"/ Gravataí, RS / Brazil",c-level executive,LGESP,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Entertainment,480,1 +18869,0.25,/ / Hong Kong,ID,0.2142857142857142,45473,,SMB,,,,,education,3,,,,,/ / Hong Kong,others,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),337,0 8826,1.0,/Sharjah /U.A.E,AS,0.0416666666666666,27277,,Enterprise,,,,,engineering,91,Quotation or Purchase Consultation,etc.,,,/Sharjah /U.A.E,entry level,LGEGF,less than 3 months,0,0,9.65915660650443e-05,0.0227272727272727,government department,,25,1 14587,0.25,/ SÃO PAULO/ PINHEIROS / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,108,Quotation or Purchase Consultation,multi-split,,,/ SÃO PAULO/ PINHEIROS / Brazil,none,LGESP,,0,0,,,,,97,0 20022,1.0,/São Paulo/Getulina /Brazil,AS,0.004,44721,,Enterprise,,,,,others,33,Quotation or Purchase Consultation,etc.,,,/São Paulo/Getulina /Brazil,others,LGESP,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 512,0.25,Corporate / /,ID,0.0446428571428571,16096,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 14352,0.25,/ SETE LAGOAS - MG / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,38,Quotation or Purchase Consultation,,,,/ SETE LAGOAS - MG / Brazil,none,LGESP,,0,0,,,,,97,0 -17806,1.0,/ / Brazil,ID,0.0327868852459016,7874,End Customer,SMB,,,,,media and communication,35,Request for Partnership,,,,/ / Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,279,0 +17806,1.0,/ / Brazil,ID,0.0327868852459016,7874,End Customer,SMB,,,,,media and communication,35,Request for Partnership,,,,/ / Brazil,partner,LGESP,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,,279,1 9398,1.0,/ / Greece,ID,0.0416666666666666,40185,End Customer,SMB,,,,,purchasing,46,Quotation or Purchase Consultation,led signage,Compact Series,,/ / Greece,manager,LGEHS,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,,476,1 2244,1.0,/ / U.A.E,ID,,44186,End Customer,SMB,,,,,purchasing,61,Quotation or Purchase Consultation,one:quick series,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 10456,1.0,/Salvador/Brazil,ID,0.0749486652977412,25442,End Customer,SMB,,1.0,,1.0,media and communication,99,Quotation or Purchase Consultation,led signage,,,/Salvador/Brazil,director,LGESP,more than a year,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,167,1 -1133,0.25,Corporate / /,ID,0.0446428571428571,5472,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1133,0.25,Corporate / /,ID,0.0446428571428571,5472,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 14986,0.5,/ Santiago / Chile,AS,,37955,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santiago / Chile,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 -11032,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,0 +11032,1.0,/ / Vietnam,ID,0.0843373493975903,42811,,SMB,,1.0,,1.0,finance,3,Quotation or Purchase Consultation,interactive signage,Curvable OLED Signage,55EF5F-L,/ / Vietnam,c-level executive,LGEVH,9 months ~ 1 year,0,1,0.0030792876608617,0.0645661157024793,corporate / office,,866,1 20402,0.0,/ / Peru,ID,0.1241217798594847,25309,,Enterprise,53.0,1.0,,1.0,research,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 7690,0.75,/ Nova Scotia / Halifax / Canada,IT,,30592,End Customer,Enterprise,,,,,,168,Quotation or Purchase Consultation,medical display,Diagnostic Monitors,,/ Nova Scotia / Halifax / Canada,none,LGECI,less than 3 months,0,0,,,,,410,0 6782,0.25,"MOMBASA,KENYA / MO / United States",AS,,40175,,Enterprise,,,,,,318,Product Information,,,,"MOMBASA,KENYA / MO / United States",none,LGEUS,,0,0,,,,,731,0 @@ -4905,7 +4905,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 18981,1.0,/ MS / Brazil,AS,0.0681818181818181,18882,Specifier/ Influencer,Enterprise,,,,,engineering,87,Quotation or Purchase Consultation,vrf,,,/ MS / Brazil,director,LGESP,9 months ~ 1 year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,,680,0 17675,1.0,/CABA/Argentina,AS,0.0118577075098814,6355,End Customer,SMB,,,,,program and project management,148,Quotation or Purchase Consultation,vrf,,,/CABA/Argentina,manager,LGEAR,3 months ~ 6 months,0,0,0.0005432224318428,0.022633744855967,special purpose,"Telecom Base Station / Data, Call",742,0 5647,0.5,/ São Paulo / Brazil,AS,,37704,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -2281,0.75,//U.A.E,ID,,19245,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,standard signage,,,//U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,0 +2281,0.75,//U.A.E,ID,,19245,End Customer,SMB,,,,,information technology,64,Quotation or Purchase Consultation,standard signage,,,//U.A.E,none,LGEGF,less than 3 months,0,0,,,,,560,1 9734,0.25,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,IT,,41070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,6102 Sweet William Ter. Cloud IT / Land O Lakes / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 8422,1.0,/ Bogota / Colombia,IT,,13867,Specifier/ Influencer,Enterprise,,,,,education,144,Others,projector,,,/ Bogota / Colombia,others,LGEES,3 months ~ 6 months,0,0,0.0005719551277132,,education,Higher Education (College & University),837,0 12096,0.75,//Saudi Arabia,ID,,39005,Service Partner,Enterprise,,,,,support,491,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,//Saudi Arabia,manager,LGESJ,less than 3 months,0,0,,,,,209,0 @@ -4913,15 +4913,15 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 8190,1.0,/ / Oman,ID,0.032258064516129,34188,End Customer,Enterprise,17.0,,,,education,87,Quotation or Purchase Consultation,interactive signage,,,/ / Oman,c-level executive,LGEGF,less than 3 months,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,560,1 18783,0.0,/ / Peru,ID,0.0327868852459016,21900,,Enterprise,,,,,information technology,20,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 19168,1.0,/ Ciudad de México / Mexico,ID,0.0538922155688622,5186,End Customer,SMB,,,,,arts and design,145,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ Ciudad de México / Mexico,c-level executive,LGEMS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Apartment,188,0 -19768,1.0,//Panama,ID,0.0732484076433121,6297,End Customer,SMB,,,,,education,63,Quotation or Purchase Consultation,,,,//Panama,director,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,238,0 +19768,1.0,//Panama,ID,0.0732484076433121,6297,End Customer,SMB,,,,,education,63,Quotation or Purchase Consultation,,,,//Panama,director,LGEPS,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,,238,1 11465,1.0,/ / South Africa,ID,,5685,End Customer,Enterprise,,,,,information technology,40,Technical Consultation,interactive signage,,,/ / South Africa,manager,LGESA,6 months ~ 9 months,0,0,,,,,151,0 -9108,1.0,/ madinah / Saudi Arabia,AS,0.0196078431372549,37433,End Customer,Enterprise,,,,,sales,343,Quotation or Purchase Consultation,etc.,,,/ madinah / Saudi Arabia,others,LGESJ,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,13,0 -3966,1.0,/ / Australia,AS,,16580,Specifier/ Influencer,SMB,12.0,,,,program and project management,221,Quotation or Purchase Consultation,single-split,,,/ / Australia,manager,LGEAP,9 months ~ 1 year,0,0,,,,,611,0 -9929,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9108,1.0,/ madinah / Saudi Arabia,AS,0.0196078431372549,37433,End Customer,Enterprise,,,,,sales,343,Quotation or Purchase Consultation,etc.,,,/ madinah / Saudi Arabia,others,LGESJ,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,13,1 +3966,1.0,/ / Australia,AS,,16580,Specifier/ Influencer,SMB,12.0,,,,program and project management,221,Quotation or Purchase Consultation,single-split,,,/ / Australia,manager,LGEAP,9 months ~ 1 year,0,0,,,,,611,1 +9929,0.25,//United States,IT,,9324,End Customer,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 11341,0.75,/ / Mexico,ID,,11876,,Enterprise,,,,,marketing,3,Quotation or Purchase Consultation,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 11227,1.0,/Gandhidham/India,ID,,43123,,SMB,,,,,education,3,Other,interactive digital board,,,/Gandhidham/India,other,LGEIL,more than a year,0,0,,,,,174,0 9702,0.25,Cloud IT / Danbury / United States,IT,,43850,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Danbury / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -21053,1.0,/ / Brazil,ID,0.0476190476190476,20986,End Customer,Enterprise,,,,,others,55,Quotation or Purchase Consultation,led signage,,,/ / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,0 +21053,1.0,/ / Brazil,ID,0.0476190476190476,20986,End Customer,Enterprise,,,,,others,55,Quotation or Purchase Consultation,led signage,,,/ / Brazil,others,LGESP,3 months ~ 6 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,480,1 8344,0.25,Education / / United States,ID,0.3902439024390244,35548,End Customer,Enterprise,,,,,,82,Quotation or Purchase Consultation,,,,Education / / United States,none,LGEUS,,1,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,868,1 16385,0.25,Via desio 31 / Bovisio Masciago / Italy,AS,,9116,Service Partner,Enterprise,18.0,,,,support,3,,vrf,,,Via desio 31 / Bovisio Masciago / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 19730,0.75,/ / Brazil,ID,0.0732484076433121,19754,End Customer,Enterprise,,,,,sales,5,Quotation or Purchase Consultation,,,,/ / Brazil,none,LGESP,less than 3 months,1,0,0.0011827288932506,0.0498402555910543,retail,Fashion,317,0 @@ -4930,13 +4930,13 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4047,0.5,/Ormoc/Philippines,AS,,31881,End Customer,Enterprise,,,,,engineering,34,Quotation or Purchase Consultation,chiller,,,/Ormoc/Philippines,manager,LGEPH,,0,0,,,,,8,1 8223,0.75,"Via Felice Casati, 16 / Milano / Italy",ID,0.0175438596491228,34577,End Customer,SMB,,,,,consulting,390,Quotation or Purchase Consultation,led signage,,,"Via Felice Casati, 16 / Milano / Italy",director,LGEIS,,1,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),302,1 4678,0.25,/ Indore / India,AS,,47466,End Customer,Enterprise,19.0,,,,,171,Quotation or Purchase Consultation,multi-split,,,/ Indore / India,none,LGEIL,,0,0,,,,,137,0 -9981,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9981,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 8766,1.0,/ Pune / India,ID,0.0531914893617021,3657,Channel Partner,SMB,,,,,administrative,41,Quotation or Purchase Consultation,video wall signage,0.44mm Even Bezel Video Wall,55SVM5F-H,/ Pune / India,director,LGEIL,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,Military,148,0 -18867,0.25,/ / Hong Kong,ID,0.2142857142857142,38268,,SMB,,,,,education,3,,,,,/ / Hong Kong,director,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,,337,1 -16707,0.25,/ / Italy,AS,,32787,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,1 +18867,0.25,/ / Hong Kong,ID,0.2142857142857142,38268,,SMB,,,,,education,3,,,,,/ / Hong Kong,director,LGEHK,,0,0,0.0005719551277132,0.048629531388152,education,,337,0 +16707,0.25,/ / Italy,AS,,32787,Specifier/ Influencer,SMB,0.0,,,,engineering,3,,vrf,,,/ / Italy,others,LGEIS,,0,0,,,,,341,0 20223,1.0,/ Teresina/PI / Brazil,AS,0.004,27812,End Customer,Enterprise,,,,,business development,59,Quotation or Purchase Consultation,single-split,,,/ Teresina/PI / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Cosmetics,97,0 -10016,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -10002,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10016,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10002,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 13119,1.0,/ Minas Gerais / Brazil,AS,,10132,End Customer,Enterprise,,,,,purchasing,39,Quotation or Purchase Consultation,multi-split,,,/ Minas Gerais / Brazil,others,LGESP,less than 3 months,0,0,,,,,97,0 19103,0.25,/ hickory / United States,ID,,25466,,SMB,,,,,,38,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ hickory / United States,none,LGEUS,,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,833,1 8683,1.0,/ bangalore / India,AS,0.0677966101694915,9498,End Customer,SMB,,,,,engineering,60,Usage or Technical Consultation,multi-split,,,/ bangalore / India,manager,LGEIL,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,36,1 @@ -4944,8 +4944,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 1465,1.0,/ / Egypt,ID,,3724,End Customer,SMB,1.0,,,,media and communication,43,Quotation or Purchase Consultation,led signage,,,/ / Egypt,manager,LGEEG,3 months ~ 6 months,0,0,,,,,234,0 15977,0.5,/ Panamá / Panama,AS,,35184,Specifier/ Influencer,Enterprise,,,,,others,7,,vrf,,,/ Panamá / Panama,others,LGEPS,less than 3 months,0,0,,,,,654,0 8376,0.25,/ boston / United States,ID,0.3902439024390244,3415,,SMB,,,,,,16,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ boston / United States,none,LGEUS,,0,0,0.0005719551277132,0.048629531388152,education,,194,0 -17809,0.75,/ / Chile,ID,0.0327868852459016,27196,,Enterprise,,,,,marketing,11,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580,1 -1640,1.0,/Bangalore/India,ID,,31809,,SMB,,,,,accounting,5,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,0 +17809,0.75,/ / Chile,ID,0.0327868852459016,27196,,Enterprise,,,,,marketing,11,Quotation or Purchase Consultation,,,,/ / Chile,none,LGECL,less than 3 months,0,0,0.0005719551277132,0.048629531388152,education,,580,0 +1640,1.0,/Bangalore/India,ID,,31809,,SMB,,,,,accounting,5,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,146,1 8602,0.25,//United States,IT,0.6428571428571429,19745,End Customer,SMB,,,,,,140,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,438,1 12705,0.75,/ Panama / Panama,AS,,21610,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Panama / Panama,ceo/founder,LGEPS,3 months ~ 6 months,0,0,,,,,654,0 17083,0.75,/ Santa Cruz de la Sierra / Bolivia,AS,,14001,End Customer,Enterprise,,,,,engineering,45,,vrf,,,/ Santa Cruz de la Sierra / Bolivia,ceo/founder,LGECL,less than 3 months,0,0,,,,,728,0 @@ -4955,8 +4955,8 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 13776,0.25,/ Porto Alegre / Brazil,AS,,39712,Specifier/ Influencer,SMB,3.0,,,,engineering,3,,,,,/ Porto Alegre / Brazil,manager,LGESP,,0,0,,,,,97,0 5023,0.25,/ Barreiras / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Barreiras / Brazil,none,LGESP,,0,0,,,,,97,0 9397,1.0,/ El Paso / Saudi Arabia,ID,0.1136363636363636,37391,Service Partner,Enterprise,0.0,,,,engineering,60,Quotation or Purchase Consultation,led signage,,,/ El Paso / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,0.0002153634176709,0.0609243697478991,factory,Manufacturing Factory / Plant,295,0 -12326,1.0,/ Las pinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Las pinas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 -16163,0.25,/ SINGAPORE / Singapore,AS,,31892,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,1 +12326,1.0,/ Las pinas / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Las pinas / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 +16163,0.25,/ SINGAPORE / Singapore,AS,,31892,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 16111,0.25,/ Singapore / Singapore,AS,,4579,Specifier/ Influencer,SMB,7.0,,,,business development,3,,,,,/ Singapore / Singapore,ceo/founder,LGESL,,0,0,,,,,73,0 19988,1.0,/Queretaro/Mexico,AS,0.004,4900,,SMB,,,,,engineering,33,Quotation or Purchase Consultation,multi-split,,,/Queretaro/Mexico,manager,LGEMS,less than 3 months,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,42,0 17395,1.0,/ ميسان / Iraq,AS,,23682,End Customer,Enterprise,,,,,engineering,752,Quotation or Purchase Consultation,vrf,,,/ ميسان / Iraq,vice president,LGELF,3 months ~ 6 months,0,0,,,,,1058,0 @@ -4969,40 +4969,40 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9085,1.0,/ Manila / Philippines,AS,0.0227272727272727,5457,End Customer,Enterprise,,,,,business development,76,Quotation or Purchase Consultation,multi-split,,,/ Manila / Philippines,director,LGEPH,3 months ~ 6 months,1,0,0.0011827288932506,0.0115830115830115,retail,F&B(Food and Beverage),0,1 907,0.25,Corporate / /,ID,0.0446428571428571,30449,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 4657,0.25,/ Kovvur / India,AS,,47466,End Customer,Enterprise,19.0,,,,,7,Quotation or Purchase Consultation,single-split,,,/ Kovvur / India,none,LGEIL,,0,0,,,,,49,0 -9610,1.0,/ CHIQUINQUIRÁ / Colombia,ID,0.0476190476190476,42016,End Customer,SMB,,,,,information technology,49,Quotation or Purchase Consultation,led signage,,,/ CHIQUINQUIRÁ / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,344,1 +9610,1.0,/ CHIQUINQUIRÁ / Colombia,ID,0.0476190476190476,42016,End Customer,SMB,,,,,information technology,49,Quotation or Purchase Consultation,led signage,,,/ CHIQUINQUIRÁ / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,344,0 13195,0.25,/ Laguna / Philippines,AS,,4275,Specifier/ Influencer,Enterprise,0.0,,,,engineering,28,,vrf,,,/ Laguna / Philippines,manager,LGEPH,,0,0,,,,,135,0 -3098,0.5,/Kolkata/India,ID,,41831,End Customer,Enterprise,,,,,purchasing,10,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Kolkata/India,none,LGEIL,less than 3 months,0,0,,,,,223,0 -10825,1.0,"/ San Francisco, Córdoba, Argentina / Argentina",ID,0.0749486652977412,45747,End Customer,Enterprise,7.0,1.0,,1.0,marketing,687,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,"/ San Francisco, Córdoba, Argentina / Argentina",associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,325,0 +3098,0.5,/Kolkata/India,ID,,41831,End Customer,Enterprise,,,,,purchasing,10,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,65TR3DJ,/Kolkata/India,none,LGEIL,less than 3 months,0,0,,,,,223,1 +10825,1.0,"/ San Francisco, Córdoba, Argentina / Argentina",ID,0.0749486652977412,45747,End Customer,Enterprise,7.0,1.0,,1.0,marketing,687,Quotation or Purchase Consultation,led signage,LED Cinema,LAD033F,"/ San Francisco, Córdoba, Argentina / Argentina",associate/analyst,LGEAR,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Energy,325,1 160,1.0,/ Gurugram / India,ID,0.0575342465753424,6319,End Customer,Enterprise,,1.0,,1.0,engineering,46,Quotation or Purchase Consultation,oled signage,,,/ Gurugram / India,others,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,174,0 20657,1.0,/Manaus/Brazil,ID,0.0695652173913043,16219,End Customer,Enterprise,,,,,information technology,38,Quotation or Purchase Consultation,led signage,Essential Series,GSCC160,/Manaus/Brazil,manager,LGESP,less than 3 months,0,0,0.0002153634176709,0.0609243697478991,factory,Others,167,0 11487,0.75,/ / Mexico,ID,,38595,,Enterprise,,,,,business development,3,Request for Partnership,,,,/ / Mexico,none,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 8711,0.25,/ Kollam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,116,Quotation or Purchase Consultation,vrf,,,/ Kollam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Apartment,34,1 10050,0.25,2211 N. 1st street General / / United States,IT,,31998,End Customer,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,cloud device,,,2211 N. 1st street General / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,438,1 18483,0.0,/ / Peru,ID,0.0327868852459016,13686,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Higher Education (College & University),258,0 -7883,0.25,1426 E 750 N Ste 400 Cloud IT / Orem / United States,IT,,8219,,SMB,,,,,,42,Quotation or Purchase Consultation,,,,1426 E 750 N Ste 400 Cloud IT / Orem / United States,none,LGEUS,,0,0,,,,,439,0 +7883,0.25,1426 E 750 N Ste 400 Cloud IT / Orem / United States,IT,,8219,,SMB,,,,,,42,Quotation or Purchase Consultation,,,,1426 E 750 N Ste 400 Cloud IT / Orem / United States,none,LGEUS,,0,0,,,,,439,1 13309,0.25,/ Kolkata / India,AS,,20424,End Customer,Enterprise,48.0,,,,,14,Quotation or Purchase Consultation,multi-split,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,2,1 17251,1.0,/ / Egypt,AS,,47249,End Customer,SMB,,,,,others,5,Quotation or Purchase Consultation,,,,/ / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 -11234,1.0,/ Udhampur / India,ID,,13683,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Udhampur / India,director,LGEIL,less than 3 months,0,0,,,,,165,0 +11234,1.0,/ Udhampur / India,ID,,13683,,Enterprise,,,,,administrative,13,Quotation or Purchase Consultation,interactive signage,,,/ Udhampur / India,director,LGEIL,less than 3 months,0,0,,,,,165,1 11053,1.0,/ / Mexico,ID,0.0749486652977412,18477,,SMB,,1.0,,1.0,purchasing,3,Quotation or Purchase Consultation,,,,/ / Mexico,director,LGEMS,6 months ~ 9 months,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Consulting,189,0 12165,1.0,//Mexico,ID,,10129,Channel Partner,SMB,25.0,,,,sales,3,Request for Partnership,,,,//Mexico,ceo/founder,LGEMS,3 months ~ 6 months,0,0,,,,,189,0 -1154,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1154,0.25,Corporate / /,ID,0.0446428571428571,10504,End Customer,Enterprise,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 6994,0.25,"Autopista Medella. Bogotá, Colombia / ID / United States",AS,,2053,,Enterprise,,,,,,548,Others,,,,"Autopista Medella. Bogotá, Colombia / ID / United States",none,LGEUS,,0,0,,,,,731,0 2257,1.0,/ / U.A.E,ID,,6434,End Customer,SMB,,,,,information technology,44,Quotation or Purchase Consultation,standard signage,,,/ / U.A.E,manager,LGEGF,3 months ~ 6 months,0,0,,,,,209,0 6383,0.25,/ Birmingham / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,108,Quotation or Purchase Consultation,etc.,,,/ Birmingham / United Kingdom,none,LGEUK,,0,0,,,,,755,0 -3730,0.75,/ Tangerang Selatan / Indonesia,AS,,35529,Channel Partner,Enterprise,0.0,,,,operations,2,,vrf,,,/ Tangerang Selatan / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,122,1 +3730,0.75,/ Tangerang Selatan / Indonesia,AS,,35529,Channel Partner,Enterprise,0.0,,,,operations,2,,vrf,,,/ Tangerang Selatan / Indonesia,others,LGEIN,less than 3 months,0,0,,,,,122,0 240,1.0,/Chennai/India,ID,0.0575342465753424,27936,End Customer,SMB,,1.0,,1.0,administrative,125,Quotation or Purchase Consultation,interactive signage,TR3BG Series,55TR3BG,/Chennai/India,associate/analyst,LGEIL,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Investment,149,1 15834,0.5,/ San pedro sula / Honduras,AS,,38842,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San pedro sula / Honduras,manager,LGEPS,less than 3 months,0,0,,,,,654,0 20583,1.0,/ الرياض / Saudi Arabia,AS,0.0202020202020202,47235,Specifier/ Influencer,Enterprise,,,,,business development,38,Quotation or Purchase Consultation,,,,/ الرياض / Saudi Arabia,manager,LGESJ,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,118,0 14872,0.25,/ SP / Brazil,AS,,6771,End Customer,Enterprise,,,,,sales,40,,,,,/ SP / Brazil,others,LGESP,,0,0,,,,,97,0 18889,0.75,/ / Brazil,ID,0.0327868852459016,16817,,SMB,,,,,information technology,23,Technical Consultation,,,,/ / Brazil,none,LGESP,6 months ~ 9 months,0,0,0.0005719551277132,0.048629531388152,education,,342,0 -20463,0.0,Hospitality / / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,0 +20463,0.0,Hospitality / / United States,ID,,5961,End Customer,Enterprise,13.0,1.0,,1.0,,3,,hotel tv,,,Hospitality / / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 14867,0.25,/ Rio de Janeiro / Brazil,AS,,36511,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ Rio de Janeiro / Brazil,others,LGESP,,0,0,,,,,97,0 2868,1.0,/ / United States,ID,,47466,End Customer,Enterprise,16.0,,,,sales,367,Quotation or Purchase Consultation,led signage,Transparent LED Film,LAT140,/ / United States,ceo/founder,LGEUS,less than 3 months,0,0,,,,,348,0 17284,1.0,/ Giza / Egypt,AS,,43662,End Customer,Enterprise,,,,,others,21,Quotation or Purchase Consultation,,,,/ Giza / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 5433,0.5,/São Paulo/Brazil,AS,,36222,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São Paulo/Brazil,others,LGESP,,0,0,,,,,97,0 -10877,0.0,/ / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,1 -19474,1.0,/ Vitória / Brazil,ID,0.0544217687074829,21946,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Vitória / Brazil,associate/analyst,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,342,0 -10007,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10877,0.0,/ / Brazil,ID,0.0749486652977412,47466,End Customer,Enterprise,53.0,1.0,,1.0,program and project management,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,IT/Software,278,0 +19474,1.0,/ Vitória / Brazil,ID,0.0544217687074829,21946,End Customer,SMB,,,,,information technology,359,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ Vitória / Brazil,associate/analyst,LGESP,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,,342,1 +10007,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 15637,0.5,/ Ciudad de Mexico / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,63,Quotation or Purchase Consultation,multi-split,,,/ Ciudad de Mexico / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 11564,0.5,/ Noida / India,ID,,44323,,Enterprise,,,,,business development,3,Quotation or Purchase Consultation,interactive signage,,,/ Noida / India,ceo/founder,LGEIL,,0,0,,,,,174,0 17137,0.75,/Santiago/Chile,AS,,2948,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/Santiago/Chile,others,LGECL,less than 3 months,0,0,,,,,100,0 @@ -5010,7 +5010,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 187,1.0,/ Surrey / United Kingdom,ID,0.0199004975124378,2761,Channel Partner,Enterprise,,1.0,,1.0,others,217,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Surrey / United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185,0 16301,0.25,VIA MAR DELLA CINA 254 / Roma / Italy,AS,,26943,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,VIA MAR DELLA CINA 254 / Roma / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 20404,0.0,/ / Peru,ID,0.1241217798594847,34384,,Enterprise,,1.0,,1.0,others,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0007167734380046,0.071345029239766,hotel & accommodation,,258,0 -12542,1.0,/ / Australia,AS,,25063,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139,1 +12542,1.0,/ / Australia,AS,,25063,Specifier/ Influencer,SMB,,,,,consulting,3,Quotation or Purchase Consultation,vrf,,,/ / Australia,manager,LGEAP,less than 3 months,0,0,,,,,139,0 10711,1.0,/ Nova cruz / Brazil,ID,0.0749486652977412,32652,Service Partner,Enterprise,,1.0,,1.0,administrative,75,Quotation or Purchase Consultation,oled signage,Curvable OLED Signage,55EF5F-L,/ Nova cruz / Brazil,partner,LGESP,3 months ~ 6 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,279,0 6344,0.25,/ Sindh/ Karachi / Pakistan,AS,,47466,End Customer,Enterprise,3.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ Sindh/ Karachi / Pakistan,none,LGEGF,,0,0,,,,,78,0 5605,0.5,/ São Paulo / Brazil,AS,,136,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 @@ -5023,47 +5023,47 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 7843,0.25,212 E Neal St. Education / Three Forks / United States,IT,,42622,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,212 E Neal St. Education / Three Forks / United States,none,LGEUS,,0,0,,,,,374,0 15167,0.25,/ Małopolskie / Poland,AS,,47466,End Customer,Enterprise,105.0,,,,,49,Quotation or Purchase Consultation,multi-split,,,/ Małopolskie / Poland,none,LGEPL,,0,0,,,,,642,0 7312,0.75,/ Badung / Indonesia,AS,,43202,End Customer,Enterprise,,,,,engineering,9,,vrf,,,/ Badung / Indonesia,entry level,LGEIN,more than a year,0,0,,,,,670,0 -8016,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,1 +8016,1.0,/ Sydney / Australia,ID,0.1162790697674418,46394,End Customer,SMB,,,,,operations,26,Quotation or Purchase Consultation,pro:centric,,,/ Sydney / Australia,ceo/founder,LGEAP,less than 3 months,0,0,0.0005432224318428,0.0640703517587939,special purpose,,553,0 723,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 17300,1.0,/ Región Metropolitana de Santiago / Mexico,AS,,361,Specifier/ Influencer,SMB,,,,,human resources,77,Trainings,vrf,,,/ Región Metropolitana de Santiago / Mexico,manager,LGEMS,less than 3 months,0,0,,,,,42,0 -1137,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 +1137,0.25,Corporate / /,ID,0.0446428571428571,10517,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 20214,1.0,/CAMPO GRANDE MS/Brazil,AS,0.004,2638,,Enterprise,,,,,business development,58,Quotation or Purchase Consultation,etc.,,,/CAMPO GRANDE MS/Brazil,director,LGESP,more than a year,0,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 19468,1.0,/Cebu/Philippines,ID,,12350,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,9 months ~ 1 year,0,0,9.65915660650443e-05,0.0794117647058823,government department,,268,0 13874,0.25,/ Salvador / Brazil,AS,,41934,Specifier/ Influencer,Enterprise,,,,,engineering,10,,vrf,,,/ Salvador / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 -9976,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -17492,1.0,/ Costa Rica / Panama,IT,,37512,Channel Partner,SMB,,,,,business development,115,Quotation or Purchase Consultation,monitor,,,/ Costa Rica / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,875,0 +9976,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +17492,1.0,/ Costa Rica / Panama,IT,,37512,Channel Partner,SMB,,,,,business development,115,Quotation or Purchase Consultation,monitor,,,/ Costa Rica / Panama,ceo/founder,LGEPS,less than 3 months,0,0,,,,,875,1 15630,0.5,/ tepic / Mexico,AS,,47466,End Customer,Enterprise,16.0,,,,,21,Quotation or Purchase Consultation,multi-split,,,/ tepic / Mexico,none,LGEMS,less than 3 months,0,0,,,,,42,0 17920,0.0,/ / India,ID,0.0311958405545927,13696,,Enterprise,,,,,education,3,,,,,/ / India,none,LGEIL,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,174,0 10058,0.25,5730 Ne 52Nd Place Cloud IT / High Springs / United States,IT,,44070,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,5730 Ne 52Nd Place Cloud IT / High Springs / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 4239,0.25,/ Ernakulam / India,AS,,47466,End Customer,Enterprise,19.0,,,,,34,Quotation or Purchase Consultation,etc.,,,/ Ernakulam / India,none,LGEIL,,0,0,,,,,34,0 9910,0.25,Cloud IT / Jersey City / United States,IT,,5690,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / Jersey City / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -1802,1.0,/Bangalore/India,ID,,43880,,Enterprise,,,,,education,29,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,manager,LGEIL,less than 3 months,0,0,,,,,146,0 +1802,1.0,/Bangalore/India,ID,,43880,,Enterprise,,,,,education,29,Quotation or Purchase Consultation,interactive digital board,,,/Bangalore/India,manager,LGEIL,less than 3 months,0,0,,,,,146,1 1853,1.0,/ Jammu / India,ID,,18122,,Enterprise,,,,,education,8,Others,interactive signage,,,/ Jammu / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,174,0 8594,0.25,801 7Th Ave Cloud IT / Fort Worth / United States,IT,0.6428571428571429,10382,End Customer,SMB,,,,,,45,Quotation or Purchase Consultation,,,,801 7Th Ave Cloud IT / Fort Worth / United States,none,LGEUS,,0,0,6.044033666058328e-05,,hospital & health care,Hospital,831,1 2891,0.75,/ / United States,ID,,44671,,SMB,,,,,purchasing,113,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,less than 3 months,0,0,,,,,360,1 15952,0.5,/ Tegucigalpa / Honduras,AS,,13944,End Customer,SMB,2.0,,,,engineering,3,,chiller,,,/ Tegucigalpa / Honduras,intern,LGEPS,less than 3 months,0,0,,,,,654,0 -19049,1.0,/ / Vietnam,ID,,30605,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,581,0 -19763,1.0,/Buenos Aires SAN JUSTO/Argentina,ID,0.0732484076433121,10463,End Customer,Enterprise,,,,,other,74,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,49XS4J-B,/Buenos Aires SAN JUSTO/Argentina,manager,LGEAR,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Bookstore,325,0 +19049,1.0,/ / Vietnam,ID,,30605,,Enterprise,,,,,finance,3,Quotation or Purchase Consultation,led signage,,,/ / Vietnam,c-level executive,LGEVH,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,581,1 +19763,1.0,/Buenos Aires SAN JUSTO/Argentina,ID,0.0732484076433121,10463,End Customer,Enterprise,,,,,other,74,Quotation or Purchase Consultation,high brightness signage,Window Facing Display,49XS4J-B,/Buenos Aires SAN JUSTO/Argentina,manager,LGEAR,more than a year,1,1,0.0011827288932506,0.0498402555910543,retail,Bookstore,325,1 21299,1.0,/São José do Rio Preto/Brazil,ID,0.0422535211267605,45775,Service Partner,Enterprise,,,,,other,80,Quotation or Purchase Consultation,led signage,,,/São José do Rio Preto/Brazil,other,LGESP,9 months ~ 1 year,0,0,2.5889552307882245e-05,0.031578947368421,public facility,,480,1 -7220,0.75,/ Laguna / Philippines,AS,,23341,End Customer,Enterprise,,,,,operations,2,,,,,/ Laguna / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,616,0 +7220,0.75,/ Laguna / Philippines,AS,,23341,End Customer,Enterprise,,,,,operations,2,,,,,/ Laguna / Philippines,partner,LGEPH,9 months ~ 1 year,0,0,,,,,616,1 6387,0.25,/ United kingdom / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,51,Quotation or Purchase Consultation,etc.,,,/ United kingdom / United Kingdom,none,LGEUK,,0,0,,,,,755,0 -9956,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9956,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 6255,0.25,/ SÃO PAULO / Brazil,AS,,3008,,SMB,,,,,others,3,,multi-split,,,/ SÃO PAULO / Brazil,others,LGESP,,0,0,,,,,97,0 10202,1.0,/ Bahia/Salvador / Brazil,AS,0.0039370078740157,42715,End Customer,SMB,,,,,administrative,248,Quotation or Purchase Consultation,vrf,,,/ Bahia/Salvador / Brazil,partner,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Others,97,0 3515,1.0,/ lko / India,ID,,23821,,Enterprise,,,,,administrative,12,Others,interactive signage,,,/ lko / India,c-level executive,LGEIL,less than 3 months,0,0,,,,,174,0 19490,0.25,/ / U.A.E,ID,0.0869565217391304,5013,,Enterprise,,,,,consulting,3,,,,,/ / U.A.E,ceo/founder,LGEGF,,0,0,9.65915660650443e-05,0.0794117647058823,government department,,227,0 705,0.25,Corporate / /,ID,0.0446428571428571,42607,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 392,0.25,Corporate / /,ID,0.0446428571428571,8526,End Customer,SMB,0.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -20364,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,0 +20364,1.0,/ / Brazil,ID,0.1241217798594847,18547,End Customer,Enterprise,,1.0,,1.0,others,47,Quotation or Purchase Consultation,hotel tv,US660H Series,43US660H (MEA),/ / Brazil,manager,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,572,1 5145,0.5,/ / Brazil,AS,,8847,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,others,LGESP,,0,0,,,,,97,0 5655,0.5,/ Jundiaí / Brazil,AS,,7877,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ Jundiaí / Brazil,others,LGESP,,0,0,,,,,97,0 3456,1.0,/Malpur/India,ID,,44902,,Enterprise,,,,,education,31,Quotation or Purchase Consultation,interactive digital board,,,/Malpur/India,other,LGEIL,9 months ~ 1 year,0,0,,,,,174,0 13196,0.25,/ Makati City / Philippines,AS,,22433,Specifier/ Influencer,Enterprise,0.0,,,,consulting,3,,,,,/ Makati City / Philippines,manager,LGEPH,,0,0,,,,,29,0 8644,0.75,/ Missouri city / United States,ID,0.1666666666666666,23434,End Customer,Enterprise,,,,,consulting,39,Technical Consultation,led signage,Transparent LED Film,LAT240,/ Missouri city / United States,manager,LGEUS,less than 3 months,0,0,0.0002983104051378,0.0354838709677419,residential (home),Villa / Single-Family Home,369,0 -2872,1.0,/ / United States,ID,,43568,End Customer,Enterprise,,,,,information technology,112,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,98UH5J-H,/ / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,310,0 -4777,0.25,/Bangalore/India,AS,,19117,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bangalore/India,none,LGEIL,,0,0,,,,,608,0 +2872,1.0,/ / United States,ID,,43568,End Customer,Enterprise,,,,,information technology,112,Quotation or Purchase Consultation,standard signage,New High Haze UHD Standard Signage,98UH5J-H,/ / United States,associate/analyst,LGEUS,less than 3 months,0,0,,,,,310,1 +4777,0.25,/Bangalore/India,AS,,19117,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Bangalore/India,none,LGEIL,,0,0,,,,,608,1 6439,0.25,/ London / United Kingdom,AS,,47466,End Customer,Enterprise,105.0,,,,,312,Quotation or Purchase Consultation,etc.,,,/ London / United Kingdom,none,LGEUK,,0,0,,,,,755,0 -3577,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,0 +3577,1.0,/ Riyadh / Saudi Arabia,ID,,5099,End Customer,SMB,,,,,information technology,74,Quotation or Purchase Consultation,interactive signage,Interactive Digital Board,,/ Riyadh / Saudi Arabia,vice president,LGESJ,less than 3 months,0,0,,,,,595,1 4784,0.25,//India,AS,,38986,End Customer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,//India,none,LGEIL,,0,0,,,,,608,1 15139,0.5,/ Santiago / Chile,AS,,23377,Specifier/ Influencer,Enterprise,,,,,others,3,,vrf,,,/ Santiago / Chile,others,LGECL,less than 3 months,0,0,,,,,728,0 7504,0.75,/ المعادى / Egypt,AS,,1265,End Customer,Enterprise,,,,,others,1,,,,,/ المعادى / Egypt,manager,LGEEG,less than 3 months,0,0,,,,,51,0 @@ -5072,18 +5072,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 2276,0.75,/ Makkah / Jeddah / U.A.E,ID,,37640,End Customer,SMB,,,,,purchasing,141,Quotation or Purchase Consultation,interactive signage,,,/ Makkah / Jeddah / U.A.E,none,LGEGF,less than 3 months,0,0,,,,,308,0 18446,0.0,/ / Peru,ID,0.0327868852459016,8659,,SMB,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,258,0 12198,1.0,/ Dehradun / India,AS,,42358,End Customer,Enterprise,,,,,others,23,Quotation or Purchase Consultation,vrf,,,/ Dehradun / India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,17,0 -1218,1.0,/ Edmonton / Canada,IT,0.0434782608695652,26614,End Customer,SMB,,,1.0,1.0,healthcare services,81,Quotation or Purchase Consultation,monitor,,,/ Edmonton / Canada,ceo/founder,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Holdings,410,0 +1218,1.0,/ Edmonton / Canada,IT,0.0434782608695652,26614,End Customer,SMB,,,1.0,1.0,healthcare services,81,Quotation or Purchase Consultation,monitor,,,/ Edmonton / Canada,ceo/founder,LGECI,less than 3 months,1,0,0.0030792876608617,,corporate / office,Holdings,410,1 481,0.25,Corporate / /,ID,0.0446428571428571,6868,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 6025,0.5,/ São Paulo / Brazil,AS,,17850,,SMB,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 14513,0.25,/ Santa Catarina / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,743,Quotation or Purchase Consultation,vrf,,,/ Santa Catarina / Brazil,none,LGESP,,0,0,,,,,97,0 -21302,0.75,Lavalle 780 /Caba/Argentina,ID,0.0422535211267605,8788,End Customer,SMB,,,,,other,102,Quotation or Purchase Consultation,,,,Lavalle 780 /Caba/Argentina,none,LGEAR,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,325,0 +21302,0.75,Lavalle 780 /Caba/Argentina,ID,0.0422535211267605,8788,End Customer,SMB,,,,,other,102,Quotation or Purchase Consultation,,,,Lavalle 780 /Caba/Argentina,none,LGEAR,6 months ~ 9 months,0,0,2.5889552307882245e-05,0.031578947368421,public facility,Cinema /Theater,325,1 715,0.25,Corporate / /,ID,0.0446428571428571,43783,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 17418,1.0,/ / Singapore,AS,,46036,Specifier/ Influencer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ / Singapore,others,LGESL,less than 3 months,0,0,,,,,73,0 -19773,1.0,/ / Hong Kong,ID,0.1184210526315789,41247,End Customer,Enterprise,,,,,others,42,Quotation or Purchase Consultation,standard signage,UH7F Series,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337,0 +19773,1.0,/ / Hong Kong,ID,0.1184210526315789,41247,End Customer,Enterprise,,,,,others,42,Quotation or Purchase Consultation,standard signage,UH7F Series,,/ / Hong Kong,others,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),337,1 19394,0.25,/ Barranquilla / Colombia,AS,0.0037878787878787,21321,,Enterprise,,,,,,3,Quotation or Purchase Consultation,,,,/ Barranquilla / Colombia,none,LGECB,,0,0,0.0002983104051378,0.0201207243460764,residential (home),,39,0 6142,0.25,/ Aracaju / Brazil,AS,,28086,,SMB,,,,,others,3,,multi-split,,,/ Aracaju / Brazil,others,LGESP,,0,0,,,,,97,0 9074,0.75,/ / Hong Kong,ID,0.1184210526315789,13732,End Customer,Enterprise,,,,,engineering,31,Quotation or Purchase Consultation,video wall signage,,,/ / Hong Kong,none,LGEHK,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,,195,0 -7344,0.75,/ Depok / Indonesia,AS,,34071,Channel Partner,Enterprise,23.0,,,,engineering,3,,chiller,,,/ Depok / Indonesia,others,LGEIN,more than a year,0,0,,,,,122,1 +7344,0.75,/ Depok / Indonesia,AS,,34071,Channel Partner,Enterprise,23.0,,,,engineering,3,,chiller,,,/ Depok / Indonesia,others,LGEIN,more than a year,0,0,,,,,122,0 19649,1.0,/ BOGOTA / Colombia,ID,0.0732484076433121,31784,End Customer,Enterprise,,,,,operations,64,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Cosmetics,344,0 729,0.0,Corporate / /,ID,0.0446428571428571,5471,End Customer,SMB,,1.0,,1.0,,309,,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 13668,0.5,/ Itanhaém -Sp / Brazil,AS,,10827,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,,,,/ Itanhaém -Sp / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 @@ -5094,14 +5094,14 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 17217,0.75,/ Bạc Liêu / Vietnam,AS,,39583,Specifier/ Influencer,Enterprise,,,,,engineering,18,,vrf,,,/ Bạc Liêu / Vietnam,partner,LGEVH,more than a year,0,0,,,,,745,0 4237,0.25,/ Dehradun / India,AS,,47466,End Customer,Enterprise,19.0,,,,,32,Quotation or Purchase Consultation,single-split,,,/ Dehradun / India,none,LGEIL,,0,0,,,,,17,0 4045,1.0,/ / Singapore,AS,,5213,Specifier/ Influencer,SMB,,,,,engineering,1,Quotation or Purchase Consultation,vrf,,,/ / Singapore,entry level,LGESL,3 months ~ 6 months,0,0,,,,,73,0 -9972,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9972,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 16858,1.0,/ Bataan / Philippines,AS,,24687,Specifier/ Influencer,SMB,,,,,engineering,20,Quotation or Purchase Consultation,etc.,,,/ Bataan / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,120,0 9841,0.25,Cloud IT / North Haven / United States,IT,,43894,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,Cloud IT / North Haven / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,435,0 -20758,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,0 +20758,1.0,/ São José dos Pinhais / Brazil,ID,0.0476190476190476,3232,Channel Partner,Enterprise,,,,,operations,246,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",55VH7J-H,/ São José dos Pinhais / Brazil,director,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,572,1 7779,0.25,3545 Carver School Road Education / Winston-Salem / United States,IT,,7804,,SMB,,,,,,82,Quotation or Purchase Consultation,,,,3545 Carver School Road Education / Winston-Salem / United States,none,LGEUS,,0,0,,,,,374,0 10315,0.5,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,AS,0.0039370078740157,18604,Channel Partner,Enterprise,0.0,,,,engineering,3,,vrf,,,DOCTOR ANDRADE 63 1er. PISO COLONIA DOCTORES CIUDAD DE M?XICO / TLALNEPANTLA / Mexico,manager,LGEMS,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,42,0 3173,0.25,//United States,ID,,29693,,SMB,,,,,,136,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,,,,,360,1 -20788,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,1 +20788,1.0,/ BOGOTA / Colombia,ID,0.0476190476190476,26957,End Customer,Enterprise,,,,,operations,70,Quotation or Purchase Consultation,led signage,High Brightness Series,LWBC039,/ BOGOTA / Colombia,others,LGECB,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,344,0 14081,0.25,/ São Bernardo do Campo SP / Brazil,AS,,44181,End Customer,Enterprise,16.0,,,,education,3,,,,,/ São Bernardo do Campo SP / Brazil,entry level,LGESP,,0,0,,,,,97,0 7880,0.25,4242 Farnam Street Cloud IT / Omaha / United States,IT,,29717,,SMB,,,,,,63,Quotation or Purchase Consultation,,,,4242 Farnam Street Cloud IT / Omaha / United States,none,LGEUS,,0,0,,,,,436,0 16175,0.25,/ SINGAPORE / Singapore,AS,,45348,Specifier/ Influencer,SMB,,,,,engineering,3,,,,,/ SINGAPORE / Singapore,director,LGESL,,0,0,,,,,73,0 @@ -5109,18 +5109,18 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 6323,0.25,/ Dubai / U.A.E,AS,,47466,End Customer,Enterprise,3.0,,,,,32,Quotation or Purchase Consultation,etc.,,,/ Dubai / U.A.E,none,LGEGF,,0,0,,,,,25,0 14397,0.25,/ SP / SAO PAULO / Brazil,AS,,47466,End Customer,Enterprise,16.0,,,,,99,Quotation or Purchase Consultation,vrf,,,/ SP / SAO PAULO / Brazil,none,LGESP,,0,0,,,,,97,0 7389,1.0,/chennai/India,AS,,36468,End Customer,Enterprise,,,,,sales,137,Quotation or Purchase Consultation,multi-split,,,/chennai/India,partner,LGEIL,less than 3 months,0,0,,,,,32,0 -1275,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,1 +1275,0.25,//United States,IT,0.0434782608695652,9324,Solution Eco-Partner,Enterprise,,,1.0,1.0,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,0.0030792876608617,,corporate / office,Others,375,0 19058,1.0,/ Indaiatuba / Brazil,ID,0.2692307692307692,31372,End Customer,SMB,,,,,administrative,47,Quotation or Purchase Consultation,hospital tv,,,/ Indaiatuba / Brazil,manager,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 15367,0.25,/ Gaziantep / Türkiye,AS,,47466,End Customer,Enterprise,3.0,,,,,31,Quotation or Purchase Consultation,heating,,,/ Gaziantep / Türkiye,none,LGETK,,0,0,,,,,103,0 1288,0.25,Cloud IT / Ny / United States,IT,0.0434782608695652,29566,End Customer,SMB,0.0,,1.0,1.0,,71,Quotation or Purchase Consultation,,,,Cloud IT / Ny / United States,none,LGEUS,,1,0,0.0030792876608617,,corporate / office,IT/Software,374,1 10777,1.0,/ / Hong Kong,ID,0.0843373493975903,15917,End Customer,SMB,,1.0,,1.0,others,10,Quotation or Purchase Consultation,standard signage,,,/ / Hong Kong,others,LGEHK,3 months ~ 6 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,,195,0 -18104,0.0,/ / Peru,ID,0.0327868852459016,31191,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,1 -3661,1.0,/ Quezon City / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,18,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,616,0 +18104,0.0,/ / Peru,ID,0.0327868852459016,31191,,Enterprise,,,,,engineering,3,,,,,/ / Peru,none,LGEPR,,0,0,0.0005719551277132,0.048629531388152,education,Institute & Academy,258,0 +3661,1.0,/ Quezon City / Philippines,AS,,23341,End Customer,Enterprise,,,,,sales,18,Quotation or Purchase Consultation,multi-split,,,/ Quezon City / Philippines,others,LGEPH,3 months ~ 6 months,0,0,,,,,616,1 20454,0.0,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,ID,,27090,End Customer,Enterprise,390.0,1.0,,1.0,,3,,hotel tv,,,3115 N Wilshire Lane Hospitality / Arlington Heights / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 -10956,0.5,314 Bracken Lane General/Brandon/United States,ID,0.0446428571428571,8039,Channel Partner,SMB,5.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,314 Bracken Lane General/Brandon/United States,none,LGEUS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,310,1 +10956,0.5,314 Bracken Lane General/Brandon/United States,ID,0.0446428571428571,8039,Channel Partner,SMB,5.0,1.0,,1.0,,3,Quotation or Purchase Consultation,,,,314 Bracken Lane General/Brandon/United States,none,LGEUS,more than a year,0,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,310,0 4341,0.25,/ Hyderabad / India,AS,,33106,End Customer,Enterprise,,,,,,112,Quotation or Purchase Consultation,multi-split,,,/ Hyderabad / India,none,LGEIL,,0,0,,,,,4,1 6932,0.25,1935 Silverton Rd NE / OR / United States,AS,,23084,,SMB,,,,,,82,Product Information,,,,1935 Silverton Rd NE / OR / United States,none,LGEUS,,0,0,,,,,731,0 -12327,1.0,/ Muntinlupa / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Muntinlupa / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,0 +12327,1.0,/ Muntinlupa / Philippines,AS,,23341,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,Quotation or Purchase Consultation,single-split,,,/ Muntinlupa / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 20492,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572,1 1945,1.0,/ Anand / India,ID,,7288,,Enterprise,,,,,education,1,Quotation or Purchase Consultation,interactive signage,,,/ Anand / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 1418,1.0,/Goalpara/India,ID,,1962,,Enterprise,,,,,education,26,Quotation or Purchase Consultation,interactive digital board,,,/Goalpara/India,partner,LGEIL,less than 3 months,0,0,,,,,174,0 @@ -5131,68 +5131,68 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 19120,0.75,/ Illmensee / Germany,IT,0.2307692307692307,14369,Service Partner,SMB,0.0,,,,others,109,Others,,All Monitors,,/ Illmensee / Germany,none,LGEDG,more than a year,0,0,6.044033666058328e-05,,hospital & health care,,838,1 11160,1.0,/Cebu/Philippines,ID,,17966,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Cebu/Philippines,manager,LGEPH,less than 3 months,0,0,,,,,268,0 5990,0.5,/ São Paulo / Brazil,AS,,7553,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -9933,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +9933,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 9098,0.5,/ Delhi / India,AS,0.0289855072463768,47466,End Customer,Enterprise,19.0,,,,,42,Quotation or Purchase Consultation,vrf,,,/ Delhi / India,none,LGEIL,,1,0,0.0011827288932506,0.0115830115830115,retail,QSR(Quick Service Restaurant),9,1 -8889,1.0,/ DOHA / U.A.E,ID,0.0491803278688524,6519,End Customer,SMB,,,,,engineering,211,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5E-B,/ DOHA / U.A.E,director,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),908,0 -8987,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,1 -16363,0.25,Via Zabatta 25 / Ottaviano / Italy,AS,,34761,End Customer,SMB,0.0,,,,entrepreneurship,3,,vrf,,,Via Zabatta 25 / Ottaviano / Italy,ceo/founder,LGEIS,,0,0,,,,,341,1 +8889,1.0,/ DOHA / U.A.E,ID,0.0491803278688524,6519,End Customer,SMB,,,,,engineering,211,Quotation or Purchase Consultation,oled signage,Flat OLED Signage,55EJ5E-B,/ DOHA / U.A.E,director,LGEGF,less than 3 months,1,1,0.0011827288932506,0.0498402555910543,retail,Luxury(Watch/Jewelry Shop),908,1 +8987,1.0,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ID,0.0491803278688524,46475,Channel Partner,SMB,,,,,program and project management,323,Quotation or Purchase Consultation,,,,AL QATIF Ash Sharqiyah /AL QATIF/Saudi Arabia,ceo/founder,LGESJ,less than 3 months,0,0,0.0011827288932506,0.0498402555910543,retail,Other Stores,209,0 +16363,0.25,Via Zabatta 25 / Ottaviano / Italy,AS,,34761,End Customer,SMB,0.0,,,,entrepreneurship,3,,vrf,,,Via Zabatta 25 / Ottaviano / Italy,ceo/founder,LGEIS,,0,0,,,,,341,0 13558,0.0,/ Kolkata / India,AS,,21730,End Customer,SMB,0.0,,,,program and project management,3,,,,,/ Kolkata / India,none,LGEIL,,0,0,,,,,672,0 20619,1.0,"/ Jesús María, Jalisco / Mexico",AS,,33428,End Customer,SMB,,,,,program and project management,387,Quotation or Purchase Consultation,chiller,,,"/ Jesús María, Jalisco / Mexico",entry level,LGEMS,less than 3 months,0,0,0.0002153634176709,0.0369127516778523,factory,Manufacturing Factory / Plant,42,0 20080,1.0,/ Mato Grosso do Sul - Campo Grande / Brazil,AS,0.004,12299,End Customer,Enterprise,,,,,purchasing,93,Quotation or Purchase Consultation,single-split,,,/ Mato Grosso do Sul - Campo Grande / Brazil,partner,LGESP,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Other Stores,97,0 -3238,0.5,600 FREMONT ST / LAS VEGAS / United States,ID,,13899,End Customer,SMB,0.0,,,,,176,Quotation or Purchase Consultation,,,,600 FREMONT ST / LAS VEGAS / United States,none,LGEUS,less than 3 months,0,0,,,,,588,0 +3238,0.5,600 FREMONT ST / LAS VEGAS / United States,ID,,13899,End Customer,SMB,0.0,,,,,176,Quotation or Purchase Consultation,,,,600 FREMONT ST / LAS VEGAS / United States,none,LGEUS,less than 3 months,0,0,,,,,588,1 17146,0.75,/ Santiago / Chile,AS,,8133,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ Santiago / Chile,others,LGECL,more than a year,0,0,,,,,728,0 19740,1.0,/ Curitiba / Brazil,ID,0.0732484076433121,42928,End Customer,Enterprise,,,,,finance,125,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Curitiba / Brazil,partner,LGESP,3 months ~ 6 months,1,1,0.0011827288932506,0.0498402555910543,retail,F&B(Food and Beverage),279,1 12205,1.0,/ São Paulo/Marilia / Brazil,AS,,16179,End Customer,Enterprise,16.0,,,,engineering,100,Quotation or Purchase Consultation,single-split,,,/ São Paulo/Marilia / Brazil,manager,LGESP,3 months ~ 6 months,0,0,,,,,97,0 20340,1.0,/ monte verde / Brazil,ID,0.1241217798594847,32965,End Customer,Enterprise,,1.0,,1.0,entrepreneurship,20,Quotation or Purchase Consultation,hotel tv,,,/ monte verde / Brazil,partner,LGESP,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,,572,1 9667,1.0,/ East Delhi / Saudi Arabia,AS,,35104,Specifier/ Influencer,Enterprise,,,,,engineering,29,Services,single-split,,,/ East Delhi / Saudi Arabia,others,LGESJ,9 months ~ 1 year,0,0,1.2765902883450302e-05,,transportation,Others,13,0 16722,0.25,via a.rosario snc / frattaminore / Italy,AS,,19537,Channel Partner,SMB,,,,,,3,,vrf,,,via a.rosario snc / frattaminore / Italy,others,LGEIS,,0,0,,,,,341,0 -19831,0.0,/ / Brazil,ID,0.0732484076433121,39493,End Customer,Enterprise,5.0,,,,support,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Bookstore,278,1 +19831,0.0,/ / Brazil,ID,0.0732484076433121,39493,End Customer,Enterprise,5.0,,,,support,3,,,,,/ / Brazil,none,LGESP,,1,0,0.0011827288932506,0.0498402555910543,retail,Bookstore,278,0 9102,1.0,/Sheikhpura /India,AS,0.0289855072463768,36369,End Customer,Enterprise,,,,,business development,33,Quotation or Purchase Consultation,vrf,,,/Sheikhpura /India,others,LGEIL,less than 3 months,1,0,0.0011827288932506,0.0115830115830115,retail,Luxury(Watch/Jewelry Shop),600,1 17271,1.0,/ Cairo / Egypt,AS,,1577,End Customer,Enterprise,,,,,engineering,15,Quotation or Purchase Consultation,,,,/ Cairo / Egypt,others,LGEEG,less than 3 months,0,0,,,,,51,0 -2871,1.0,/ / United States,ID,,44229,End Customer,Enterprise,,,,,military and protective services,246,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB009,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,,,,,369,0 +2871,1.0,/ / United States,ID,,44229,End Customer,Enterprise,,,,,military and protective services,246,Quotation or Purchase Consultation,led signage,LG MAGNIT,LSAB009,/ / United States,manager,LGEUS,3 months ~ 6 months,0,0,,,,,369,1 3906,1.0,/ Quezon City / Philippines,AS,,3850,Specifier/ Influencer,SMB,,,,,engineering,5,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,6 months ~ 9 months,0,0,,,,,47,0 3027,1.0,/ Sonepur / India,ID,,13878,,Enterprise,,,,,engineering,2,Quotation or Purchase Consultation,interactive signage,,,/ Sonepur / India,director,LGEIL,less than 3 months,0,0,,,,,174,0 -9514,1.0,/ / Argentina,ID,0.0476190476190476,12868,Channel Partner,SMB,2.0,,,,administrative,8,Quotation or Purchase Consultation,standard signage,Premium Series,,/ / Argentina,others,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,1 +9514,1.0,/ / Argentina,ID,0.0476190476190476,12868,Channel Partner,SMB,2.0,,,,administrative,8,Quotation or Purchase Consultation,standard signage,Premium Series,,/ / Argentina,others,LGEAR,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,325,0 3650,1.0,/ Batangas city / Philippines,AS,,8028,End Customer,Enterprise,,,,,accounting,11,Quotation or Purchase Consultation,vrf,,,/ Batangas city / Philippines,vice president,LGEPH,less than 3 months,0,0,,,,,616,0 -9338,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,0 +9338,1.0,/ Bucharest / Romania,AS,,3509,End Customer,SMB,,,,,engineering,746,Usage or Technical Consultation,heating,,,/ Bucharest / Romania,manager,LGERO,less than 3 months,1,0,0.0007167734380046,,hotel & accommodation,Hotel,130,1 16106,0.25,/ Lyon / France,AS,,47466,End Customer,Enterprise,105.0,,,,,157,Quotation or Purchase Consultation,multi-split,,,/ Lyon / France,none,LGEFS,,0,0,,,,,768,0 8450,1.0,/Jaipur /India,AS,0.4615384615384615,28981,End Customer,Enterprise,2.0,,,,others,32,Quotation or Purchase Consultation,multi-split,,,/Jaipur /India,director,LGEIL,more than a year,0,0,6.044033666058328e-05,0.1285714285714285,hospital & health care,Hospital,48,1 4086,0.25,/ Laguna/bay / Philippines,AS,,30968,End Customer,Enterprise,,,,,,79,Quotation or Purchase Consultation,multi-split,,,/ Laguna/bay / Philippines,none,LGEPH,,0,0,,,,,750,0 418,0.25,Corporate / /,ID,0.0446428571428571,40010,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -9530,1.0,/ / France,ID,0.025,28635,End Customer,Enterprise,,,,,others,363,Quotation or Purchase Consultation,hotel tv,,,/ / France,ceo/founder,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,474,0 -8758,1.0,/ / United States,ID,0.6153846153846154,8098,End Customer,SMB,,,,,administrative,104,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,55TR3BG-BX,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,371,0 +9530,1.0,/ / France,ID,0.025,28635,End Customer,Enterprise,,,,,others,363,Quotation or Purchase Consultation,hotel tv,,,/ / France,ceo/founder,LGEFS,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,474,1 +8758,1.0,/ / United States,ID,0.6153846153846154,8098,End Customer,SMB,,,,,administrative,104,Quotation or Purchase Consultation,interactive signage,LG CreateBoard,55TR3BG-BX,/ / United States,manager,LGEUS,less than 3 months,0,0,9.65915660650443e-05,0.0794117647058823,government department,General Government Office,371,1 8412,1.0,/ Cairo / Egypt,AS,0.0555555555555555,3474,Specifier/ Influencer,Enterprise,,,,,accounting,4,Quotation or Purchase Consultation,single-split,,,/ Cairo / Egypt,others,LGEEG,3 months ~ 6 months,0,0,0.0005719551277132,0.0514705882352941,education,,51,0 1683,1.0,/ Latur / India,ID,,32429,,Enterprise,,,,,education,51,Quotation or Purchase Consultation,,,,/ Latur / India,ceo/founder,LGEIL,more than a year,0,0,,,,,174,0 1542,1.0,/Chennai/India,ID,,25119,,Enterprise,,,,,education,50,Quotation or Purchase Consultation,interactive digital board,,,/Chennai/India,ceo/founder,LGEIL,less than 3 months,0,0,,,,,174,0 15468,0.5,/Hồ Chí Minh /Vietnam,AS,,2709,Specifier/ Influencer,SMB,,,,,engineering,58,Quotation or Purchase Consultation,etc.,,,/Hồ Chí Minh /Vietnam,others,LGEVH,,0,0,,,,,745,0 -7178,1.0,/ Palawan / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,/ Palawan / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,1 +7178,1.0,/ Palawan / Philippines,AS,,46211,Specifier/ Influencer,SMB,0.0,,,,arts and design,3,Quotation or Purchase Consultation,vrf,,,/ Palawan / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,0,0 628,0.25,Corporate / /,ID,0.0446428571428571,5661,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,374,1 -1845,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,0 -917,0.25,Corporate / /,ID,0.0446428571428571,5477,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,0 -19143,1.0,/Bucaramanga /Colombia,IT,0.3333333333333333,6291,End Customer,Enterprise,,,,,engineering,42,Quotation or Purchase Consultation,monitor,,,/Bucaramanga /Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,0 +1845,1.0,/ Vellore / India,ID,,35389,,Enterprise,,,,,engineering,39,Technical Consultation,interactive signage,,,/ Vellore / India,manager,LGEIL,3 months ~ 6 months,0,0,,,,,149,1 +917,0.25,Corporate / /,ID,0.0446428571428571,5477,End Customer,SMB,,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 +19143,1.0,/Bucaramanga /Colombia,IT,0.3333333333333333,6291,End Customer,Enterprise,,,,,engineering,42,Quotation or Purchase Consultation,monitor,,,/Bucaramanga /Colombia,director,LGECB,less than 3 months,0,0,6.044033666058328e-05,,hospital & health care,Clinic,837,1 3233,0.5,/ /,ID,,45806,Channel Partner,Enterprise,,,,,,140,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,586,1 -4349,0.25,/ Najafgarh new delhi / India,AS,,12163,End Customer,Enterprise,,,,,,81,Quotation or Purchase Consultation,vrf,,,/ Najafgarh new delhi / India,none,LGEIL,,0,0,,,,,608,0 +4349,0.25,/ Najafgarh new delhi / India,AS,,12163,End Customer,Enterprise,,,,,,81,Quotation or Purchase Consultation,vrf,,,/ Najafgarh new delhi / India,none,LGEIL,,0,0,,,,,608,1 6933,0.25,9700 Maumelle Blvd / AR / United States,AS,,23315,,SMB,0.0,,,,,38,Product Information,,,,9700 Maumelle Blvd / AR / United States,none,LGEUS,,0,0,,,,,731,0 12061,0.5,/ / United States,ID,,11480,Specifier/ Influencer,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/ / United States,none,LGEUS,more than a year,0,0,,,,,194,0 5169,0.5,/Goiânia/Brazil,AS,,40525,,Enterprise,,,,,arts and design,3,Quotation or Purchase Consultation,,,,/Goiânia/Brazil,others,LGESP,,0,0,,,,,97,0 8,1.0,/ cairo / Egypt,AS,0.0408163265306122,17417,Specifier/ Influencer,SMB,,,,,program and project management,20,Product Information,vrf,,,/ cairo / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,0.0030792876608617,0.0268456375838926,corporate / office,,51,0 11501,1.0,/ Bünde / Germany,ID,,12356,Channel Partner,SMB,1.0,,,,arts and design,321,Quotation or Purchase Consultation,standard signage,UL3G Series,43UL3G-B,/ Bünde / Germany,others,LGEDG,3 months ~ 6 months,0,0,,,,,326,0 7980,0.25,General / Palatine / United States,IT,,47466,Solution Eco-Partner,Enterprise,0.0,,,,,157,Quotation or Purchase Consultation,,,,General / Palatine / United States,none,LGEUS,,0,0,,,,,375,1 -1381,1.0,/ Delhi / India,ID,,22584,,Enterprise,,,,,education,93,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,356,0 +1381,1.0,/ Delhi / India,ID,,22584,,Enterprise,,,,,education,93,Quotation or Purchase Consultation,interactive signage,,,/ Delhi / India,director,LGEIL,less than 3 months,0,0,,,,,356,1 12242,0.75,/ Antofagasta / Chile,AS,,20430,Specifier/ Influencer,SMB,,,,,others,3,,vrf,,,/ Antofagasta / Chile,ceo/founder,LGECL,6 months ~ 9 months,0,0,,,,,728,0 -3153,0.5,/ / Vietnam,ID,,45115,End Customer,SMB,,,,,arts and design,31,Quotation or Purchase Consultation,hotel tv,,,/ / Vietnam,none,LGEVH,less than 3 months,0,0,,,,,582,0 +3153,0.5,/ / Vietnam,ID,,45115,End Customer,SMB,,,,,arts and design,31,Quotation or Purchase Consultation,hotel tv,,,/ / Vietnam,none,LGEVH,less than 3 months,0,0,,,,,582,1 284,1.0,/ Atlanta / Australia,ID,0.0446428571428571,26799,Channel Partner,SMB,,1.0,,1.0,entrepreneurship,248,Quotation or Purchase Consultation,special signage,,,/ Atlanta / Australia,ceo/founder,LGEUS,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,348,1 -10023,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10023,0.25,//United States,IT,,9324,Solution Eco-Partner,SMB,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 14259,0.25,/ Rio de Janeiro / Brazil,AS,,8731,End Customer,Enterprise,,,,,engineering,11,,chiller,,,/ Rio de Janeiro / Brazil,director,LGESP,,0,0,,,,,97,0 20708,1.0,/ São Paulo / Brazil,ID,0.25,23962,Channel Partner,SMB,,,,,information technology,94,Quotation or Purchase Consultation,led signage,Transparent LED Film,,/ São Paulo / Brazil,ceo/founder,LGESP,less than 3 months,0,0,2.3159381337232847e-06,0.2857142857142857,power plant / renewable energy,Power Plant,278,1 18065,0.0,/ / Australia,ID,0.2142857142857142,12014,,SMB,,,,,education,3,,,,,/ / Australia,none,LGEAP,,0,0,0.0005719551277132,0.048629531388152,education,K12 Kindergarten & Schools,156,0 4008,1.0,/ Quezon City / Philippines,AS,,918,Specifier/ Influencer,Enterprise,0.0,,,,engineering,3,Quotation or Purchase Consultation,vrf,,,/ Quezon City / Philippines,manager,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 6118,0.25,/ São paulo / Brazil,AS,,31467,,Enterprise,,,,,arts and design,3,,multi-split,,,/ São paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -16826,0.75,/ / Philippines,AS,,34904,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,1 +16826,0.75,/ / Philippines,AS,,34904,End Customer,Enterprise,,,,,engineering,3,,vrf,,,/ / Philippines,associate/analyst,LGEPH,9 months ~ 1 year,0,0,,,,,46,0 7650,1.0,/ / Germany,IT,,46228,End Customer,SMB,,,,,business development,160,Usage or Technical Consultation,cloud device,,,/ / Germany,manager,LGEDG,6 months ~ 9 months,0,0,,,,,429,1 -20903,0.0,/ / Peru,ID,0.0476190476190476,33037,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,1 -2886,0.75,/ /,ID,,6896,End Customer,SMB,,,,,,68,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,574,0 -19811,0.0,/ / Brazil,ID,0.0732484076433121,869,Channel Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,1 +20903,0.0,/ / Peru,ID,0.0476190476190476,33037,,Enterprise,,,,,education,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 +2886,0.75,/ /,ID,,6896,End Customer,SMB,,,,,,68,Quotation or Purchase Consultation,,,,/ /,none,LGEUS,less than 3 months,0,0,,,,,574,1 +19811,0.0,/ / Brazil,ID,0.0732484076433121,869,Channel Partner,SMB,51.0,,,,engineering,3,,,,,/ / Brazil,none,LGESP,,0,0,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,278,0 19065,1.0,/ Campinas / Brazil,ID,0.2692307692307692,37107,End Customer,Enterprise,,,,,healthcare services,17,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD 0.44mm Even Bezel Video Wall",55VSM5J,/ Campinas / Brazil,partner,LGESP,3 months ~ 6 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,Clinic,572,1 20456,0.0,1410 Longwood Dr Sw Hospitality / Marietta / United States,ID,,47466,End Customer,Enterprise,18.0,1.0,,1.0,,3,,hotel tv,,,1410 Longwood Dr Sw Hospitality / Marietta / United States,none,LGEUS,,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,449,1 15710,0.5,/ San Miguel / Peru,AS,,45663,Specifier/ Influencer,Enterprise,,,,,engineering,3,,vrf,,,/ San Miguel / Peru,ceo/founder,LGEPR,less than 3 months,0,0,,,,,125,0 @@ -5200,7 +5200,7 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 9697,0.25,Cloud IT / / United States,IT,,18259,,Enterprise,,,,,,260,Quotation or Purchase Consultation,,,,Cloud IT / / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,374,0 19276,1.0,"/ Bali , Badung / Indonesia",AS,0.0109890109890109,33936,,Enterprise,,,,,engineering,218,Quotation or Purchase Consultation,chiller,,,"/ Bali , Badung / Indonesia",manager,LGEIN,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,658,1 2270,1.0,/ / U.A.E,ID,,881,End Customer,SMB,,,,,purchasing,289,Quotation or Purchase Consultation,software solution,SuperSign Control & Control+,,/ / U.A.E,manager,LGEGF,less than 3 months,0,0,,,,,308,0 -1196,1.0,//United Kingdom,ID,0.0199004975124378,43160,Channel Partner,SMB,,1.0,,1.0,operations,219,Request for Partnership,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185,1 +1196,1.0,//United Kingdom,ID,0.0199004975124378,43160,Channel Partner,SMB,,1.0,,1.0,operations,219,Request for Partnership,led signage,Transparent LED Film with High Brightness,LTAK140-GW,//United Kingdom,director,LGEUK,less than 3 months,0,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,185,0 3693,0.75,/ Sidoarjo / Indonesia,AS,,11165,Channel Partner,Enterprise,,,,,others,2,,vrf,,,/ Sidoarjo / Indonesia,director,LGEIN,less than 3 months,0,0,,,,,122,0 12718,0.75,/ MANAGUA / Nicaragua,AS,,17786,Channel Partner,SMB,,,,,business development,84,,vrf,,,/ MANAGUA / Nicaragua,manager,LGEPS,less than 3 months,0,0,,,,,654,0 1491,1.0,/ / Saudi Arabia,ID,,36738,End Customer,SMB,,,,,military and protective services,47,Technical Consultation,led signage,,,/ / Saudi Arabia,manager,LGESJ,6 months ~ 9 months,0,0,,,,,209,0 @@ -5213,51 +5213,51 @@ id,bant_submit,customer_country,business_unit,com_reg_ver_win_rate,customer_idx, 4048,0.5,/Ormoc City/Philippines,AS,,23281,Specifier/ Influencer,Enterprise,0.0,,,,engineering,34,Quotation or Purchase Consultation,vrf,,,/Ormoc City/Philippines,manager,LGEPH,,0,0,,,,,8,1 7162,1.0,/ Mandaluyong City / Philippines,AS,,918,End Customer,SMB,0.0,,,,engineering,3,Quotation or Purchase Consultation,,,,/ Mandaluyong City / Philippines,entry level,LGEPH,9 months ~ 1 year,0,0,,,,,16,0 7625,1.0,/ Ashford / United Kingdom,AS,,17248,End Customer,SMB,,,,,administrative,4,Usage or Technical Consultation,,,,/ Ashford / United Kingdom,partner,LGEIS,3 months ~ 6 months,0,0,,,,,341,0 -10028,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10028,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 7885,0.0,111 Huntington Ave General / Boston / United States,IT,,28004,End Customer,Enterprise,,,,,,157,,,,,111 Huntington Ave General / Boston / United States,none,LGEUS,,0,0,,,,,435,0 20947,0.0,/ / Peru,ID,0.0476190476190476,21626,,Enterprise,,,,,consulting,3,,,,,/ / Peru,none,LGEPR,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,258,0 21130,1.0,/ Goiânia / Brazil,AS,,40174,End Customer,Enterprise,,,,,administrative,127,Quotation or Purchase Consultation,vrf,,,/ Goiânia / Brazil,others,LGESP,6 months ~ 9 months,0,0,1.2765902883450302e-05,,transportation,Others,680,0 -9563,0.5,/ PEORIA / United States,ID,0.8333333333333334,4150,End Customer,SMB,,,,,operations,8,Quotation or Purchase Consultation,oled signage,,,/ PEORIA / United States,director,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,334,1 +9563,0.5,/ PEORIA / United States,ID,0.8333333333333334,4150,End Customer,SMB,,,,,operations,8,Quotation or Purchase Consultation,oled signage,,,/ PEORIA / United States,director,LGEUS,,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,,334,0 15282,0.0,/ Santa Marta / Colombia,AS,,40660,Specifier/ Influencer,Enterprise,,,,,entrepreneurship,3,,vrf,,,/ Santa Marta / Colombia,none,LGECB,,0,0,,,,,39,0 15200,0.5,/ SANTA AMRTA / Colombia,AS,,33745,Specifier/ Influencer,Enterprise,,,,,program and project management,3,,vrf,,,/ SANTA AMRTA / Colombia,manager,LGECB,less than 3 months,0,0,,,,,39,0 6590,0.25,/ League City / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,22,Quotation or Purchase Consultation,etc.,,,/ League City / United States,none,LGEUS,,0,0,,,,,730,0 6963,0.25,ss129jf / CA / United States,AS,,41098,,SMB,,,,,,257,Product Information,,,,ss129jf / CA / United States,none,LGEUS,,0,0,,,,,731,0 -4790,0.25,/Noida/India,AS,,13414,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9,0 -20293,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,0 +4790,0.25,/Noida/India,AS,,13414,,SMB,,,,,,3,Quotation or Purchase Consultation,,,,/Noida/India,none,LGEIL,,0,0,,,,,9,1 +20293,1.0,/ OAXACA / Mexico,ID,0.1241217798594847,21715,End Customer,SMB,,1.0,,1.0,information technology,40,Quotation or Purchase Consultation,standard signage,SM3G Series,22SM3G-B,/ OAXACA / Mexico,manager,LGEMS,less than 3 months,1,0,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,263,1 11664,0.5,/ / India,ID,,36591,End Customer,Enterprise,,,,,education,47,Quotation or Purchase Consultation,interactive signage,,,/ / India,none,LGEIL,less than 3 months,0,0,,,,,174,0 -10653,1.0,/ GUAYAS/MILAGRO / Panama,ID,0.0749486652977412,23254,End Customer,Enterprise,,1.0,,1.0,engineering,333,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ GUAYAS/MILAGRO / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,192,0 +10653,1.0,/ GUAYAS/MILAGRO / Panama,ID,0.0749486652977412,23254,End Customer,Enterprise,,1.0,,1.0,engineering,333,Quotation or Purchase Consultation,interactive signage,TR3DJ Series,75TR3DJ,/ GUAYAS/MILAGRO / Panama,ceo/founder,LGEPS,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Engineering,192,1 7013,0.25,10990 ROE AVE / KS / United States,AS,,46559,,SMB,,,,,,257,Others,,,,10990 ROE AVE / KS / United States,none,LGEUS,,0,0,,,,,731,0 14234,0.75,/ JOÃO PESSOA / Brazil,AS,,19357,Specifier/ Influencer,Enterprise,,,,,others,3,Quotation or Purchase Consultation,vrf,,,/ JOÃO PESSOA / Brazil,director,LGESP,less than 3 months,0,0,,,,,97,0 11956,0.0,/ / Brazil,ID,,9935,,Enterprise,,,,,legal,3,,,,,/ / Brazil,none,LGESP,,0,0,,,,,278,0 20491,1.0,/ São José do Rio Preto - SP / Brazil,ID,0.1241217798594847,36363,End Customer,SMB,,1.0,,1.0,engineering,208,Quotation or Purchase Consultation,hotel tv,,,/ São José do Rio Preto - SP / Brazil,associate/analyst,LGESP,3 months ~ 6 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Dormitory,572,1 10073,0.25,4615 University Dr Cloud IT / Durham / United States,IT,,6482,End Customer,SMB,,,,,,23,Quotation or Purchase Consultation,,,,4615 University Dr Cloud IT / Durham / United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,437,1 1430,1.0,/ shihor / India,ID,,42361,,Enterprise,,,,,,2,Quotation or Purchase Consultation,interactive signage,,,/ shihor / India,others,LGEIL,more than a year,0,0,,,,,174,0 -16849,0.75,//Philippines,AS,,18714,Specifier/ Influencer,Enterprise,,,,,others,18,Quotation or Purchase Consultation,,,,//Philippines,none,LGEPH,more than a year,0,0,,,,,0,1 -20751,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,44117,End Customer,SMB,,,,,purchasing,58,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Curitiba / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,1 +16849,0.75,//Philippines,AS,,18714,Specifier/ Influencer,Enterprise,,,,,others,18,Quotation or Purchase Consultation,,,,//Philippines,none,LGEPH,more than a year,0,0,,,,,0,0 +20751,1.0,/ Curitiba / Brazil,ID,0.0476190476190476,44117,End Customer,SMB,,,,,purchasing,58,Quotation or Purchase Consultation,video wall signage,"55"" 500 nits FHD Slim Bezel Video Wall",55VM5J-H,/ Curitiba / Brazil,associate/analyst,LGESP,less than 3 months,0,0,1.2765902883450302e-05,0.0535714285714285,transportation,Others,342,0 11519,1.0,/ / Italy,ID,,14771,,SMB,,,,,information technology,100,Quotation or Purchase Consultation,,,,/ / Italy,ceo/founder,LGEIS,3 months ~ 6 months,0,0,,,,,302,0 9435,0.25,/ Amarillo / United States,ID,,30924,,Enterprise,16.0,,,,,2,Quotation or Purchase Consultation,,Digital Signage or Commercial TVs,,/ Amarillo / United States,none,LGEUS,,0,0,0.0002153634176709,0.0609243697478991,factory,,194,0 8710,0.25,/ Kottayam / India,AS,0.0677966101694915,45132,End Customer,Enterprise,13.0,,,,,454,Quotation or Purchase Consultation,multi-split,,,/ Kottayam / India,none,LGEIL,,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,34,1 5528,0.5,/ São Paulo / Brazil,AS,,22390,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/ São Paulo / Brazil,others,LGESP,,0,0,,,,,97,0 -10706,1.0,/São Paulo/Brazil,ID,0.0749486652977412,42748,End Customer,SMB,,1.0,,1.0,administrative,39,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,167,0 +10706,1.0,/São Paulo/Brazil,ID,0.0749486652977412,42748,End Customer,SMB,,1.0,,1.0,administrative,39,Quotation or Purchase Consultation,led signage,,,/São Paulo/Brazil,partner,LGESP,less than 3 months,1,1,0.0030792876608617,0.0645661157024793,corporate / office,Advertising,167,1 8743,1.0,/ Hurgada / Egypt,AS,0.0496894409937888,15201,End Customer,SMB,,,,,engineering,402,Quotation or Purchase Consultation,multi-split,,,/ Hurgada / Egypt,ceo/founder,LGEEG,less than 3 months,0,0,0.0002983104051378,0.0201207243460764,residential (home),Villa / Single-Family Home,51,0 13631,0.25,/ Belo Horizonte/MG / Brazil,AS,,24917,End Customer,SMB,,,,,others,3,,,,,/ Belo Horizonte/MG / Brazil,ceo/founder,LGESP,,0,0,,,,,97,0 5496,0.5,/São paulo/Brazil,AS,,13584,,Enterprise,,,,,others,3,Quotation or Purchase Consultation,multi-split,,,/São paulo/Brazil,others,LGESP,,0,0,,,,,97,0 -19024,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,0 +19024,1.0,/ Belem / Brazil,ID,0.2692307692307692,9273,End Customer,Enterprise,,,,,healthcare services,97,Quotation or Purchase Consultation,oled signage,,,/ Belem / Brazil,ceo/founder,LGESP,less than 3 months,0,0,6.044033666058328e-05,0.1311475409836065,hospital & health care,,572,1 886,0.25,Corporate / /,ID,0.0446428571428571,29562,End Customer,SMB,1.0,1.0,,1.0,,309,Quotation or Purchase Consultation,,,,Corporate / /,none,LGEUS,,1,0,0.0030792876608617,0.0645661157024793,corporate / office,Others,194,1 12869,0.75,/ Sp / Brazil,AS,,1766,End Customer,Enterprise,0.0,,,,administrative,3,,multi-split,,,/ Sp / Brazil,ceo/founder,LGESP,less than 3 months,0,0,,,,,97,0 12799,0.75,/ Cavite / Philippines,AS,,23341,End Customer,Enterprise,,,,,others,9,,vrf,,,/ Cavite / Philippines,ceo/founder,LGEPH,less than 3 months,0,0,,,,,616,1 15084,0.5,/ Santiago / Chile,AS,,34237,Specifier/ Influencer,SMB,,,,,engineering,3,,chiller,,,/ Santiago / Chile,intern,LGECL,less than 3 months,0,0,,,,,728,0 -9946,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 -10163,1.0,/ São Paulo/SP / Brazil,AS,0.0039370078740157,30840,End Customer,SMB,,,,,business development,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo/SP / Brazil,c-level executive,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,1 +9946,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 +10163,1.0,/ São Paulo/SP / Brazil,AS,0.0039370078740157,30840,End Customer,SMB,,,,,business development,65,Quotation or Purchase Consultation,multi-split,,,/ São Paulo/SP / Brazil,c-level executive,LGESP,more than a year,1,0,0.0030792876608617,0.0268456375838926,corporate / office,Entertainment,97,0 7283,0.75,/ Paranaque / Philippines,AS,,14263,End Customer,Enterprise,,,,,operations,20,,,,,/ Paranaque / Philippines,others,LGEPH,9 months ~ 1 year,0,0,,,,,135,0 4147,0.25,/ Quezon City / Philippines,AS,,23305,End Customer,Enterprise,,,,,,71,Quotation or Purchase Consultation,single-split,,,/ Quezon City / Philippines,none,LGEPH,,0,0,,,,,121,1 -20371,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20161,End Customer,SMB,,1.0,,1.0,administrative,69,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,0 -4218,0.25,/ Hajipur / India,AS,,36370,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Hajipur / India,none,LGEIL,,0,0,,,,,600,0 +20371,1.0,/ Bogota / Colombia,ID,0.1241217798594847,20161,End Customer,SMB,,1.0,,1.0,administrative,69,Quotation or Purchase Consultation,hotel tv,Essential Commercial TV with 4K Active HDR,43UT343H (NA),/ Bogota / Colombia,director,LGECB,less than 3 months,1,1,0.0007167734380046,0.071345029239766,hotel & accommodation,Hotel,231,1 +4218,0.25,/ Hajipur / India,AS,,36370,End Customer,Enterprise,19.0,,,,,18,Quotation or Purchase Consultation,multi-split,,,/ Hajipur / India,none,LGEIL,,0,0,,,,,600,1 18913,1.0,/ test / Greece,AS,,42067,,SMB,0.0,,,,entrepreneurship,3,Quotation or Purchase Consultation,heating,,,/ test / Greece,partner,LGEHS,6 months ~ 9 months,0,0,0.0005719551277132,0.0514705882352941,education,Higher Education (College & University),732,0 6591,0.25,/ New York / United States,AS,,47466,End Customer,Enterprise,11.0,,,,,56,Quotation or Purchase Consultation,vrf,,,/ New York / United States,none,LGEUS,,0,0,,,,,730,0 4935,0.5,/ / Brazil,AS,,30979,,SMB,,,,,marketing,3,Quotation or Purchase Consultation,multi-split,,,/ / Brazil,associate/analyst,LGESP,,0,0,,,,,97,0 4571,0.25,/ Baradwar / India,AS,,47466,End Customer,Enterprise,19.0,,,,,16,Quotation or Purchase Consultation,etc.,,,/ Baradwar / India,none,LGEIL,,0,0,,,,,115,0 -10030,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,1 +10030,0.25,//United States,IT,,9324,Solution Eco-Partner,Enterprise,,,,,,117,Quotation or Purchase Consultation,,,,//United States,none,LGEUS,,0,0,1.2765902883450302e-05,,transportation,Others,375,0 6218,0.25,/ Goiânia / Brazil,AS,,27348,,Enterprise,,,,,others,3,,multi-split,,,/ Goiânia / Brazil,others,LGESP,,0,0,,,,,97,0 11900,0.5,/Sandur /India,ID,,45457,,Enterprise,,,,,education,3,Quotation or Purchase Consultation,,,,/Sandur /India,asst prof.,LGEIL,,0,0,,,,,174,0 8862,1.0,/ / India,ID,0.0289256198347107,34420,Channel Partner,Enterprise,0.0,,,,sales,18,Quotation or Purchase Consultation,video wall signage,"55"" 700 nits FHD Slim Bezel Video Wall",,/ / India,ceo/founder,LGEIL,less than 3 months,0,1,0.0011827288932506,0.0498402555910543,retail,Electronics & Telco,174,0 From dc64051cf8fbc856e673030e7b34bc1f791b89f3 Mon Sep 17 00:00:00 2001 From: Kim hajeong Date: Sun, 25 Feb 2024 19:49:18 +0900 Subject: [PATCH 3/5] =?UTF-8?q?[add]=20=EC=BD=94=EB=93=9C=20=ED=8C=8C?= =?UTF-8?q?=EC=9D=BC=20=EB=B3=80=EA=B2=BD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- code(1).ipynb | 2529 +++++++++++++++++++++++++++++++++++++++++++++++++ code.ipynb | 2235 ------------------------------------------- 2 files changed, 2529 insertions(+), 2235 deletions(-) create mode 100644 code(1).ipynb delete mode 100644 code.ipynb diff --git a/code(1).ipynb b/code(1).ipynb new file mode 100644 index 0000000..bc6ff63 --- /dev/null +++ b/code(1).ipynb @@ -0,0 +1,2529 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 354, + "id": "d9c2971d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package wordnet to\n", + "[nltk_data] C:\\Users\\happy\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n", + "[nltk_data] Downloading package omw-1.4 to\n", + "[nltk_data] C:\\Users\\happy\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package omw-1.4 is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 354, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.metrics import (\n", + " accuracy_score,\n", + " confusion_matrix,\n", + " f1_score,\n", + " precision_score,\n", + " recall_score,\n", + ")\n", + "import copy\n", + "import random\n", + "import nltk\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import PorterStemmer\n", + "import json\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(action=\"ignore\")\n", + "\n", + "pd.set_option('display.max_rows', None)\n", + "nltk.download('wordnet')\n", + "nltk.download('omw-1.4')" + ] + }, + { + "cell_type": "code", + "execution_count": 355, + "id": "c9bf30de", + "metadata": {}, + "outputs": [], + "source": [ + "# 시드 고정\n", + "import os\n", + "\n", + "SEED=42\n", + "random.seed(SEED)\n", + "np.random.seed(SEED)\n", + "os.environ['PYTHONHASHSEED']=str(SEED)" + ] + }, + { + "cell_type": "code", + "execution_count": 356, + "id": "735b50d0", + "metadata": {}, + "outputs": [], + "source": [ + "train = pd.read_csv(\"train.csv\") # 학습용 데이터\n", + "test = pd.read_csv(\"submission.csv\") # 테스트 데이터(제출파일의 데이터)" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "id": "af1dc99b", + "metadata": {}, + "outputs": [], + "source": [ + "# 학습 타겟 데이터\n", + "targets=train['is_converted']\n", + "rows=train.shape[0]\n", + "\n", + "with open('permitted.json','r') as f:\n", + " permitted=json.load(f)\n", + "\n", + "# \n", + "train=train.drop('is_converted',axis=1)\n", + "test=test.drop('id',axis=1)\n", + "test=test.drop('is_converted',axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 358, + "id": "8ee07045", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "numerical columns: 13\n", + "categorical columns: 15\n", + "total columns: 28\n" + ] + } + ], + "source": [ + "# columns\n", + "cols_by_type={}\n", + "\n", + "cols_by_type['categorical']=train.columns[train.dtypes=='object'].tolist()\n", + "cols_by_type['numerical']=train.columns[train.dtypes!='object'].tolist()\n", + "#colsByType['numerical'].remove('is_converted')\n", + "\n", + "print('\\nnumerical columns: '+str(len(cols_by_type['numerical'])))\n", + "print('categorical columns: '+str(len(cols_by_type['categorical'])))\n", + "print('total columns: '+str(len(cols_by_type['numerical'])+len(cols_by_type['categorical'])))" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "id": "8c96acdc", + "metadata": {}, + "outputs": [], + "source": [ + "# delete cols\n", + "del_cols=['ver_win_rate_x','ver_win_ratio_per_bu',\n", + " 'business_subarea', 'product_subcategory', 'product_modelname', \n", + " 'customer_country.1']\n", + "\n", + "# preserve\n", + "# preserve=pd.DataFrame()\n", + "# preserve['com_reg_ver_win_rate']=total_data['com_reg_ver_win_rate']\n", + "\n", + "train_process=train.drop(del_cols,axis=1)\n", + "test_process=test.drop(del_cols,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 360, + "id": "4328e1d8", + "metadata": {}, + "outputs": [], + "source": [ + "# id_strategic_ver it_strategic_ver idit_strategic_ver\n", + "ver=['id_strategic_ver', 'it_strategic_ver', 'idit_strategic_ver']\n", + "train_process['strategic_ver']=np.where(train_process['idit_strategic_ver']>0,1,0)\n", + "test_process['strategic_ver']=np.where(test_process['idit_strategic_ver']>0,1,0)\n", + "train_process=train_process.drop(ver,axis=1)\n", + "test_process=test_process.drop(ver,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "id": "2597e0d5", + "metadata": {}, + "outputs": [], + "source": [ + "# country columns\n", + "# region\n", + "def preprocess_region(x,permitted):\n", + " if type(x)==type(''):\n", + " if permitted.get(x):\n", + " return permitted[x]\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "def response_corporate_encoding(train_data):\n", + " permit={}\n", + " \n", + " for train_label in train_data.value_counts().index:\n", + " permit[train_label]=1\n", + " permit['OT']=1\n", + "\n", + " return permit\n", + "\n", + "def preprocess_response_corporate(x,permitted):\n", + " if type(x)==type(''):\n", + " if permitted.get(x):\n", + " return x\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "\n", + "def country_encoding(train_data):\n", + " permit={}\n", + "\n", + " train_labels=train_data.apply(lambda x:x.lower().replace(' ','').replace('/',' ').split(' ')[-1] if type(x)==type('') else np.nan).value_counts()\n", + " train_labels=sorted(train_labels.items(),key=lambda x:x[1],reverse=True)\n", + "\n", + " for train_label in train_labels[:100]:\n", + " if train_label[0]:\n", + " permit[f'{train_label[0]}']=1\n", + " \n", + " if permit.get(''):\n", + " del permit['']\n", + " \n", + " # \n", + " permit['OT']='OT'\n", + " permit['dump_key']='dump_value'\n", + " permit['türkiye']='turkey'\n", + " del permit['700patrooncreekblvdalbanyny12206']\n", + " del permit['uaedubai']\n", + " \n", + " return permit\n", + "\n", + "def preprocess_customer_country(x,permitted):\n", + " if type(x)==type(''):\n", + " x=x.lower().replace(' ','').replace('/',' ')\n", + " for word in x.split(' '):\n", + " if permitted.get(word):\n", + " return word\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "# region\n", + "train_process['region']=train_process['response_corporate'].apply(lambda x:preprocess_region(x,permitted=permitted['region']))\n", + "test_process['region']=test_process['response_corporate'].apply(lambda x:preprocess_region(x,permitted=permitted['region']))\n", + "\n", + "# response_corporate\n", + "permitted['response_corporate']=response_corporate_encoding(train['response_corporate'])\n", + "train_process['response_corporate']=train_process['response_corporate'].apply(lambda x:preprocess_response_corporate(x,permitted=permitted['response_corporate']))\n", + "test_process['response_corporate']=test_process['response_corporate'].apply(lambda x:preprocess_response_corporate(x,permitted=permitted['response_corporate']))\n", + "\n", + "# customer_country \n", + "permitted['customer_country']=country_encoding(train['customer_country'])\n", + "train_process['customer_country']=train_process['customer_country'].apply(lambda x:preprocess_customer_country(x,permitted=permitted['customer_country']))\n", + "test_process['customer_country']=test_process['customer_country'].apply(lambda x:preprocess_customer_country(x,permitted=permitted['customer_country']))" + ] + }, + { + "cell_type": "code", + "execution_count": 362, + "id": "3b1503b1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "train_process['region'].value_counts().plot(kind='bar')\n", + "plt.title('Distribution of Regions')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Count')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 363, + "id": "f11278d9", + "metadata": {}, + "outputs": [], + "source": [ + "# business_unit\n", + "train_process['business_unit']=train_process['business_unit'].replace('Solution','ETC')\n", + "train_process['business_unit']=train_process['business_unit'].replace('CM','ETC')\n", + "\n", + "test_process['business_unit']=test_process['business_unit'].replace('Solution','ETC')\n", + "test_process['business_unit']=test_process['business_unit'].replace('CM','ETC')" + ] + }, + { + "cell_type": "code", + "execution_count": 364, + "id": "653067ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "train_process['business_unit'].value_counts().plot(kind='bar')\n", + "plt.title('Distribution of Business Units')\n", + "plt.xlabel('Business Unit')\n", + "plt.ylabel('Count')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 365, + "id": "fdf19be8", + "metadata": {}, + "outputs": [], + "source": [ + "# customer_type\n", + "def preprocess_customer_type(x,permitted):\n", + " if type(x)==type(''):\n", + " x=x.lower().replace('-','').replace(' ','')\n", + " if permitted.get(x):\n", + " return permitted[x]\n", + " else:\n", + " return 'OT'\n", + " return x\n", + " \n", + "train_process['customer_type']=train_process['customer_type'].apply(lambda x:preprocess_customer_type(x,permitted=permitted['customer_type']))\n", + "test_process['customer_type']=test_process['customer_type'].apply(lambda x:preprocess_customer_type(x,permitted=permitted['customer_type']))" + ] + }, + { + "cell_type": "code", + "execution_count": 366, + "id": "dc728ce0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "train_process['customer_type'].value_counts().plot(kind='bar')\n", + "plt.title('Distribution of Customer Types')\n", + "plt.xlabel('Customer Type')\n", + "plt.ylabel('Count')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 367, + "id": "76561af9", + "metadata": {}, + "outputs": [], + "source": [ + "# business_area(마지막2줄)\n", + "# total_data['business_area']=total_data['business_area'].replace('hospital & health care','ETC')\n", + "# total_data['business_area']=total_data['business_area'].replace('factory','ETC')\n", + "# total_data['business_area']=total_data['business_area'].replace('government department','ETC')\n", + "# total_data['business_area']=total_data['business_area'].replace('public facility','ETC')\n", + "# total_data['business_area']=total_data['business_area'].replace('transportation','ETC')\n", + "# total_data['business_area']=total_data['business_area'].replace('power plant / renewable energy','ETC')\n", + "train_process['business_area']=train_process['business_area'].fillna('UNK')\n", + "test_process['business_area']=test_process['business_area'].fillna('UNK')" + ] + }, + { + "cell_type": "code", + "execution_count": 368, + "id": "5d16be9e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0의 개수: 56832\n", + "1의 개수: 2467\n" + ] + } + ], + "source": [ + "# 'ver_cus' 열에서 '0'과 '1'의 개수를 각각 세기\n", + "count_0 = (train_process['ver_cus'] == 0).sum()\n", + "count_1 = (train_process['ver_cus'] == 1).sum()\n", + "\n", + "print(\"0의 개수:\", count_0)\n", + "print(\"1의 개수:\", count_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 369, + "id": "13e252cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0의 개수: 56286\n", + "1의 개수: 3013\n" + ] + } + ], + "source": [ + "# 'ver_pro' 열에서 '0'과 '1'의 개수를 각각 세기\n", + "count_0 = (train_process['ver_pro'] == 0).sum()\n", + "count_1 = (train_process['ver_pro'] == 1).sum()\n", + "\n", + "print(\"0의 개수:\", count_0)\n", + "print(\"1의 개수:\", count_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 370, + "id": "0adb592e", + "metadata": {}, + "outputs": [], + "source": [ + "# ver_cus, ver_pro\n", + "grant=['ver_cus', 'ver_pro']\n", + "train_process['grant_weight']=np.where(train_process['ver_cus']>0,1,0)\n", + "train_process['grant_weight']=np.where(train_process['ver_pro']>0,1,train_process['grant_weight'])\n", + "train_process=train_process.drop(grant,axis=1)\n", + "\n", + "test_process['grant_weight']=np.where(test_process['ver_cus']>0,1,0)\n", + "test_process['grant_weight']=np.where(test_process['ver_pro']>0,1,test_process['grant_weight'])\n", + "test_process=test_process.drop(grant,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 371, + "id": "36069835", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0의 개수: 54639\n", + "1의 개수: 4660\n" + ] + } + ], + "source": [ + "# 'grant_weight' 열에서 '0'과 '1'의 개수를 각각 세기\n", + "count_0 = (train_process['grant_weight'] == 0).sum()\n", + "count_1 = (train_process['grant_weight'] == 1).sum()\n", + "\n", + "print(\"0의 개수:\", count_0)\n", + "print(\"1의 개수:\", count_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 372, + "id": "0b5ba423", + "metadata": {}, + "outputs": [], + "source": [ + "# expected_timeline\n", + "def preprocess_expected_timeline(x,permitted):\n", + " if type(x)==type(''):\n", + " x=x.lower().replace(' ','').replace('_','')\n", + " if permitted.get(x):\n", + " return permitted[x]\n", + " return 'OT'\n", + " return x\n", + "\n", + "train_process['expected_timeline']=train_process['expected_timeline'].apply(lambda x:preprocess_expected_timeline(x,permitted=permitted['expected_timeline']))\n", + "test_process['expected_timeline']=test_process['expected_timeline'].apply(lambda x:preprocess_expected_timeline(x,permitted=permitted['expected_timeline']))" + ] + }, + { + "cell_type": "code", + "execution_count": 373, + "id": "cb04375f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# train 데이터의 'expected_timeline' 열에서 각 카테고리별 빈도 계산\n", + "train_expected_timeline_counts = train_process['expected_timeline'].value_counts()\n", + "\n", + "# 막대 그래프 생성\n", + "plt.figure(figsize=(10, 6))\n", + "train_expected_timeline_counts.plot(kind='bar')\n", + "plt.title('Expected Timeline Distribution')\n", + "plt.xlabel('Expected Timeline')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(axis='y') # y축 그리드 표시\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 374, + "id": "09f2c5f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# 히스토그램 생성\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(train_process['lead_desc_length'], bins=30, color='skyblue', edgecolor='black', alpha=0.7)\n", + "plt.title('Distribution of Lead Description Length')\n", + "plt.xlabel('Lead Description Length')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(axis='y') # y축 그리드 표시\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 375, + "id": "56f3ee7b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# 히스토그램 생성\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(train_process['historical_existing_cnt'], bins=30, color='skyblue', edgecolor='black', alpha=0.7)\n", + "plt.title('Distribution of Historical Existing Count')\n", + "plt.xlabel('Historical Existing Count')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(axis='y') # y축 그리드 표시\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 376, + "id": "c9a83af6", + "metadata": {}, + "outputs": [], + "source": [ + "# from sklearn.preprocessing import StandardScaler\n", + "# scaler = StandardScaler()\n", + "\n", + "# lead_desc_length, historical_existing_cnt\n", + "numerical=['lead_desc_length','historical_existing_cnt']\n", + "#total_data[numerical]=scaler.fit_transform(total_data[numerical])\n", + "train_process[numerical]=np.log1p(train_process[numerical])\n", + "test_process[numerical]=np.log1p(test_process[numerical])" + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "id": "14fc77d4", + "metadata": {}, + "outputs": [], + "source": [ + "# inquiry_type\n", + "def preprocess_inquiry_type(x,permitted):\n", + " if type(x)==type(''):\n", + " x=x.lower().replace('_',' ')\n", + " for word in x.split(' '):\n", + " if permitted.get(word):\n", + " return permitted[word]\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "train_process['inquiry_type']=train_process['inquiry_type'].apply(lambda x:preprocess_inquiry_type(x,permitted=permitted['inquiry_type']))\n", + "test_process['inquiry_type']=test_process['inquiry_type'].apply(lambda x:preprocess_inquiry_type(x,permitted=permitted['inquiry_type']))" + ] + }, + { + "cell_type": "code", + "execution_count": 378, + "id": "27f7ec53", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# 'inquiry_type' 열의 값들에 대한 빈도 계산\n", + "inquiry_type_counts = train_process['inquiry_type'].value_counts()\n", + "\n", + "# 막대 그래프 생성\n", + "plt.figure(figsize=(10, 6))\n", + "inquiry_type_counts.plot(kind='bar', color='skyblue')\n", + "plt.title('Distribution of Inquiry Types')\n", + "plt.xlabel('Inquiry Type')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45) # x축 라벨 회전\n", + "plt.grid(axis='y') # y축 그리드 표시\n", + "plt.tight_layout() # 그래프 간격 조정\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 379, + "id": "f13fe90c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package punkt to\n", + "[nltk_data] C:\\Users\\happy\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 379, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import nltk\n", + "nltk.download('punkt')" + ] + }, + { + "cell_type": "code", + "execution_count": 380, + "id": "788c66a1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer_job 상위 10개 어간:\n", + "engineering\n", + "other\n", + "administrative\n", + "and\n", + "education\n", + "sales\n", + "operations\n", + "purchasing\n", + "information\n", + "technology\n", + "development\n", + "business\n", + "management\n", + "consulting\n", + "design\n" + ] + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "# train 데이터에서 customer_job 컬럼 안의 데이터에서 어간 추출\n", + "all_words = []\n", + "for position in train_process['customer_job']:\n", + " if isinstance(position, str):\n", + " all_words.extend(position.split())\n", + "\n", + "# 어간 빈도 계산\n", + "word_freq = Counter(all_words)\n", + "\n", + "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", + "top_10_words_customer_job = [word for word, _ in word_freq.most_common(15)]\n", + "\n", + "# 출력\n", + "print(\"customer_job 상위 10개 어간:\")\n", + "for word in top_10_words_customer_job:\n", + " print(word)" + ] + }, + { + "cell_type": "code", + "execution_count": 381, + "id": "19e23ecb", + "metadata": {}, + "outputs": [], + "source": [ + "# customer_job\n", + "def preprocess_customer_job(x,permitted):\n", + " if type(x)==type(''):\n", + " porter=PorterStemmer()\n", + " tokens=word_tokenize(x)\n", + " stems=[porter.stem(token) for token in tokens]\n", + " for stem in stems:\n", + " if permitted.get(stem):\n", + " return permitted[stem]\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "train_process['customer_job']=train_process['customer_job'].apply(lambda x:preprocess_customer_job(x,permitted=permitted['customer_job']))\n", + "test_process['customer_job']=test_process['customer_job'].apply(lambda x:preprocess_customer_job(x,permitted=permitted['customer_job']))" + ] + }, + { + "cell_type": "code", + "execution_count": 382, + "id": "16becbd2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# customer_job 열의 값별 빈도수 계산\n", + "customer_job_counts = train_process['customer_job'].value_counts()\n", + "\n", + "# 그래프 그리기\n", + "plt.figure(figsize=(10, 6))\n", + "customer_job_counts.plot(kind='bar')\n", + "plt.title('Distribution of Customer Jobs')\n", + "plt.xlabel('Customer Job')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 383, + "id": "a89e1ff7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "product_category 상위 10개 어간:\n", + "signage\n", + "interactive\n", + "digital\n", + "board\n", + "vrf\n", + "multi-split\n", + "video\n", + "wall\n", + "etc.\n", + "led\n" + ] + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "# train 데이터에서 product_category 컬럼 안의 데이터에서 어간 추출\n", + "all_words = []\n", + "for position in train_process['product_category']:\n", + " if isinstance(position, str):\n", + " all_words.extend(position.split())\n", + "\n", + "# 어간 빈도 계산\n", + "word_freq = Counter(all_words)\n", + "\n", + "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", + "top_10_words_product_category = [word for word, _ in word_freq.most_common(10)]\n", + "\n", + "# 출력\n", + "print(\"product_category 상위 10개 어간:\")\n", + "for word in top_10_words_product_category:\n", + " print(word)" + ] + }, + { + "cell_type": "code", + "execution_count": 384, + "id": "c9baeace", + "metadata": {}, + "outputs": [], + "source": [ + "# product_category\n", + "def preprocess_product_category(x,permitted):\n", + " if type(x)==type(''):\n", + " porter=PorterStemmer()\n", + " tokens=word_tokenize(x)\n", + " stems=[porter.stem(token) for token in tokens]\n", + "\n", + " prefer={}\n", + " for pf in permitted['dump_key']:\n", + " prefer[pf]=0\n", + " \n", + " for stem in stems:\n", + " if permitted.get(stem):\n", + " prefer[permitted[stem]]=1\n", + "\n", + " for pf in permitted['dump_key']:\n", + " if prefer[pf]>0:\n", + " return pf\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "train_process['product_category']=train_process['product_category'].apply(lambda x:preprocess_product_category(x,permitted=permitted['product_category']))\n", + "test_process['product_category']=test_process['product_category'].apply(lambda x:preprocess_product_category(x,permitted=permitted['product_category']))" + ] + }, + { + "cell_type": "code", + "execution_count": 385, + "id": "7115415e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# product_category 열의 값별 빈도수 계산\n", + "product_category_counts = train_process['product_category'].value_counts()\n", + "\n", + "# 그래프 그리기\n", + "plt.figure(figsize=(10, 6))\n", + "product_category_counts.plot(kind='bar')\n", + "plt.title('Distribution of product category')\n", + "plt.xlabel('product category')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "e7870968", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "상위 10개 어간:\n", + "none\n", + "manager\n", + "ceo/founder\n", + "other\n", + "director\n", + "associate/analyst\n", + "partner\n", + "entry\n", + "level\n", + "others\n" + ] + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "# train 데이터에서 customer_position 컬럼 안의 데이터에서 어간 추출\n", + "all_words = []\n", + "for position in train_process['customer_position']:\n", + " if isinstance(position, str):\n", + " all_words.extend(position.split())\n", + "\n", + "# 어간 빈도 계산\n", + "word_freq = Counter(all_words)\n", + "\n", + "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", + "top_10_words_customer_position = [word for word, _ in word_freq.most_common(10)]\n", + "\n", + "# 출력\n", + "print(\"customer position 상위 10개 어간:\")\n", + "for word in top_10_words_customer_position:\n", + " print(word)" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "e576c82d", + "metadata": {}, + "outputs": [], + "source": [ + "# customer_position\n", + "def preprocess_customer_position(x,permitted):\n", + " if type(x)==type(''):\n", + " x=x.lower().replace('-',' ').replace('/',' ')\n", + " for word in x.split(' '):\n", + " if permitted.get(word):\n", + " return permitted[word]\n", + " return 'OT'\n", + " return np.nan\n", + "\n", + "train_process['customer_position']=train_process['customer_position'].apply(lambda x:preprocess_customer_position(x,permitted=permitted['customer_position']))\n", + "test_process['customer_position']=test_process['customer_position'].apply(lambda x:preprocess_customer_position(x,permitted=permitted['customer_position']))" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "c973d825", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# customer_position 열의 값별 빈도수 계산\n", + "customer_position_counts = train_process['customer_position'].value_counts()\n", + "\n", + "# 그래프 그리기\n", + "plt.figure(figsize=(10, 6))\n", + "customer_position_counts.plot(kind='bar')\n", + "plt.title('Distribution of customer position')\n", + "plt.xlabel('customer position')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "cbea62ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'customer_country': Index(['india', 'brazil', 'unitedstates', 'OT', 'mexico', 'philippines',\n", + " 'colombia', 'u.a.e', 'unitedkingdom', 'saudiarabia', 'chile', 'italy',\n", + " 'peru', 'germany', 'poland', 'egypt', 'vietnam', 'spain', 'argentina',\n", + " 'hongkong', 'australia', 'panama', 'france', 'canada', 'turkey',\n", + " 'ecuador', 'indonesia', 'türkiye', 'singapore', 'southafrica', 'iraq',\n", + " 'nigeria', 'thailand', 'hungary', 'portugal', 'kenya', 'malaysia',\n", + " 'bulgaria', 'costarica', 'dominicanrepublic', 'israel', 'oman',\n", + " 'elsalvador', 'pakistan', 'guatemala', 'kuwait', 'bangladesh', 'qatar',\n", + " 'switzerland', 'china', 'bolivia', 'honduras', 'lebanon', 'taiwan',\n", + " 'netherlands', 'belgium', 'bahrain', 'venezuela', 'puertorico',\n", + " 'greece', 'japan', 'afghanistan', 'algeria', 'morocco', 'romania',\n", + " 'ghana', 'jordan', 'croatia', 'nicaragua', 'ireland', 'maldives',\n", + " 'serbia', 'srilanka', 'uruguay', 'albania', 'jamaica', 'southkorea',\n", + " 'sweden', 'anguilla', 'paraguay', 'malta', 'azerbaijan', 'russia',\n", + " 'cambodia', 'mozambique', 'yemen', 'bosniaandherzegovina', 'zimbabwe',\n", + " 'iran', 'slovenia', 'ethiopia', 'botswana', 'papuanewguinea', 'senegal',\n", + " 'denmark', 'angola', 'uganda', 'barbados'],\n", + " dtype='object'),\n", + " 'business_unit': Index(['ID', 'AS', 'IT', 'ETC'], dtype='object'),\n", + " 'customer_job': Index(['OT', 'EN', 'AD', 'MA', 'ED', 'SA', 'PA', 'OP', 'IF', 'AT', 'BS', 'CS'], dtype='object'),\n", + " 'inquiry_type': Index(['QP', 'SA', 'OT'], dtype='object'),\n", + " 'product_category': Index(['OT', 'SG', 'VR', 'MS', 'SS', 'TV'], dtype='object'),\n", + " 'customer_position': Index(['NO', 'OT', 'MA', 'FD', 'DR', 'AN', 'PA', 'EN'], dtype='object'),\n", + " 'response_corporate': Index(['LGEIL', 'LGESP', 'LGEUS', 'LGEMS', 'LGEPH', 'LGEGF', 'LGECB', 'LGEUK',\n", + " 'LGESJ', 'LGECL', 'LGEPS', 'LGEIS', 'LGEPR', 'LGEDG', 'LGEPL', 'LGEEG',\n", + " 'LGEVH', 'LGEES', 'LGETK', 'LGEAR', 'LGEKR', 'LGEHK', 'LGEAP', 'LGESL',\n", + " 'LGEMK', 'LGEFS', 'LGEAF', 'LGEIN', 'LGELF', 'LGESA', 'LGECI', 'LGETH',\n", + " 'LGEEF', 'LGEPT', 'LGEML', 'LGEBN', 'LGEYK', 'LGECH', 'LGEHS', 'LGETT',\n", + " 'LGEJP', 'LGEAS', 'LGESW', 'LGEMC', 'LGERO', 'LGEEB', 'LGEAG', 'LGERA',\n", + " 'LGECZ', 'LGELA', 'LGEUR', 'LGEIR', 'LGEBT'],\n", + " dtype='object'),\n", + " 'customer_type': Index(['EC', 'SI', 'CP', 'OT'], dtype='object'),\n", + " 'enterprise': Index(['Enterprise', 'SMB'], dtype='object'),\n", + " 'expected_timeline': Index(['L3', '36', 'MY', '91', '69', 'OT'], dtype='object'),\n", + " 'business_area': Index(['UNK', 'corporate / office', 'retail', 'hotel & accommodation',\n", + " 'special purpose', 'residential (home)', 'education',\n", + " 'hospital & health care', 'factory', 'government department',\n", + " 'public facility', 'transportation', 'power plant / renewable energy'],\n", + " dtype='object'),\n", + " 'region': Index(['AP', 'LA', 'NA', 'EU', 'OT'], dtype='object')}" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# one hot encoding columns\n", + "origin_data=train_process.drop('com_reg_ver_win_rate',axis=1)\n", + "origin_columns=origin_data.columns.to_list()\n", + "object_columns=origin_data.columns.to_list()\n", + "object_columns.remove('bant_submit')\n", + "object_columns.remove('historical_existing_cnt')\n", + "object_columns.remove('lead_desc_length')\n", + "object_columns.remove('strategic_ver')\n", + "object_columns.remove('grant_weight')\n", + "object_columns.remove('customer_idx')\n", + "object_columns.remove('lead_owner')\n", + "for col in object_columns:\n", + " permitted['values'][col]=train_process[col].value_counts().index\n", + "permitted['values']" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "dad8980e", + "metadata": {}, + "outputs": [], + "source": [ + "# encoder\n", + "class Encoder():\n", + " def __init__(self):\n", + " self.classes=[]\n", + "\n", + " def fit(self,data):\n", + " for value in data.value_counts().index:\n", + " self.classes.append(value)\n", + "\n", + " def transform(self,data):\n", + " result=data.copy(deep=True)\n", + " for i,value in enumerate(self.classes):\n", + " result=result.replace(value,i)\n", + " return result\n", + " \n", + " def inverse_transform(self,data):\n", + " result=data.copy(deep=True)\n", + " for i in range(0,len(self.classes)):\n", + " result=result.replace(i,self.classes[i])\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "84919f0d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[IterativeImputer] Completing matrix with shape (59299, 20)\n", + "[IterativeImputer] Change: 80.28782576841168, scaled tolerance: 47.466 \n", + "[IterativeImputer] Change: 31.937348819464514, scaled tolerance: 47.466 \n", + "[IterativeImputer] Early stopping criterion reached.\n", + "[IterativeImputer] Completing matrix with shape (59299, 20)\n", + "[IterativeImputer] Completing matrix with shape (5271, 20)\n" + ] + } + ], + "source": [ + "from sklearn.experimental import enable_iterative_imputer\n", + "from sklearn.impute import IterativeImputer\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "\n", + "imputer=IterativeImputer(estimator=RandomForestRegressor(random_state=SEED),initial_strategy='most_frequent',max_iter=10,random_state=SEED,skip_complete=False,verbose=1)\n", + "\n", + "# encoder\n", + "encoders={}\n", + "for object_column in object_columns:\n", + " encoders[object_column]=Encoder()\n", + " encoders[object_column].fit(train_process[object_column])\n", + "\n", + "\n", + "def order_encoding(target_data,object_columns,encoders):\n", + " result=pd.DataFrame()\n", + " for col in target_data.columns:\n", + " if col in object_columns:\n", + " result[col]=encoders[col].transform(target_data[col])\n", + " else:\n", + " result[col]=target_data[col]\n", + "\n", + " return result\n", + "\n", + "def order_decoding(target_data,object_columns,encoders):\n", + " result=pd.DataFrame()\n", + " for col in target_data.columns:\n", + " if col in object_columns:\n", + " result[col]=target_data[col].apply(lambda x:round(x)).astype(int)\n", + " result[col]=encoders[col].inverse_transform(result[col])\n", + " else:\n", + " result[col]=target_data[col]\n", + " return result\n", + "\n", + "# train data\n", + "train_dummy=order_encoding(train_process,object_columns,encoders)\n", + "imputer.fit(train_dummy) \n", + "train_dummy_imputed=pd.DataFrame(data=imputer.transform(train_dummy),columns=train_process.columns)\n", + "train_imputed=order_decoding(train_dummy_imputed,object_columns,encoders)\n", + "\n", + "# test data\n", + "test_dummy=order_encoding(test_process,object_columns,encoders)\n", + "test_dummy_imputed=pd.DataFrame(data=imputer.transform(test_dummy),columns=test_process.columns)\n", + "test_imputed=order_decoding(test_dummy_imputed,object_columns,encoders)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "4d2a2062", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-2 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-3 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-4 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-5 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-6 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-7 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-8 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-9 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-10 fold data-\n", + "X data shape: (9800, 20)\n", + "y data shape: (9800,)\n", + "-11 fold data-\n", + "X data shape: (9799, 20)\n", + "y data shape: (9799,)\n", + "test data shape: (5271, 20)\n" + ] + } + ], + "source": [ + "# data kfold\n", + "from sklearn.model_selection import KFold\n", + "\n", + "train_datas=[]\n", + "train_imputed['is_converted']=targets\n", + "train_data_false=train_imputed[train_imputed['is_converted']==0]\n", + "train_data_true=train_imputed[train_imputed['is_converted']==1]\n", + "\n", + "# kfold\n", + "K=11\n", + "dkf=KFold(n_splits=K,shuffle=True,random_state=SEED)\n", + "preserves=[pd.DataFrame() for x in range(0,K+1)]\n", + "for i,(_,index) in enumerate(dkf.split(train_data_false)):\n", + " print(f'-{i+1} fold data-')\n", + " y_data_false=train_data_false['is_converted'].iloc[index]\n", + " X_data_false=train_data_false.drop('is_converted',axis=1).iloc[index]\n", + " \n", + " y_data=pd.concat([y_data_false,train_data_true['is_converted']],ignore_index=True)\n", + " X_data=pd.concat([X_data_false,train_data_true.drop('is_converted',axis=1)],ignore_index=True)\n", + "\n", + " # preserve\n", + " # preserves[i]['com_reg_ver_win_rate']=X_data['com_reg_ver_win_rate']\n", + " # X_data=X_data.drop('com_reg_ver_win_rate',axis=1)\n", + " # preserves[i]['customer_idx']=X_data['customer_idx']\n", + " # X_data['customer_idx']=np.log1p(X_data['customer_idx'])\n", + " # preserves[i]['lead_owner']=X_data['lead_owner']\n", + " # X_data['lead_owner']=np.log1p(X_data['lead_owner'])\n", + " \n", + "\n", + " print(f'X data shape: {X_data.shape}')\n", + " print(f'y data shape: {y_data.shape}')\n", + " train_datas.append((X_data,y_data))\n", + "\n", + "# preserve\n", + "# preserves[K]['com_reg_ver_win_rate']=test_process['com_reg_ver_win_rate']\n", + "# test_data=test_process.drop('com_reg_ver_win_rate',axis=1)\n", + "# preserves[K]['customer_idx']=X_data['customer_idx']\n", + "# test_data['customer_idx']=np.log1p(test_data['customer_idx'])\n", + "# preserves[K]['lead_owner']=X_data['lead_owner']\n", + "# test_data['lead_owner']=np.log1p(test_data['lead_owner'])\n", + "test_data=test_imputed\n", + "print(f'test data shape: {test_data.shape}')" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "6facec60", + "metadata": {}, + "outputs": [], + "source": [ + "# process data type\n", + "for (train_data,target) in train_datas:\n", + " train_data['customer_idx']=train_data['customer_idx'].astype(str)\n", + " train_data['lead_owner']=train_data['lead_owner'].astype(str)\n", + " train_data['strategic_ver']=train_data['strategic_ver'].astype(int)\n", + " train_data['grant_weight']=train_data['grant_weight'].astype(int)\n", + " target=target.apply(lambda x:1 if x else 0)\n", + "\n", + "test_data['customer_idx']=test_data['customer_idx'].astype(str)\n", + "test_data['lead_owner']=test_data['lead_owner'].astype(str)\n", + "test_data['strategic_ver']=test_data['strategic_ver'].astype(int)\n", + "test_data['grant_weight']=test_data['grant_weight'].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "f9603690", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split, cross_val_score, StratifiedKFold\n", + "from catboost import CatBoostClassifier\n", + "from sklearn.utils.class_weight import compute_class_weight\n", + "from sklearn.metrics import mean_squared_error" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "55ec1eac", + "metadata": {}, + "outputs": [], + "source": [ + "# 모델 성능 테스트\n", + "def get_clf_eval(y_test, y_pred=None):\n", + " confusion = confusion_matrix(y_test, y_pred, labels=[True, False])\n", + " accuracy = accuracy_score(y_test, y_pred)\n", + " precision = precision_score(y_test, y_pred, labels=[True, False])\n", + " recall = recall_score(y_test, y_pred)\n", + " F1 = f1_score(y_test, y_pred, labels=[True, False])\n", + "\n", + " print(\"오차행렬:\\n\", confusion)\n", + " print(\"\\n정확도: {:.4f}\".format(accuracy))\n", + " print(\"정밀도: {:.4f}\".format(precision))\n", + " print(\"재현율: {:.4f}\".format(recall))\n", + " print(\"F1: {:.4f}\".format(F1))\n", + " return F1" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "0c736ead", + "metadata": {}, + "outputs": [], + "source": [ + "class KMODEL:\n", + " def __init__(self,dataset_K,train_K=5):\n", + " self.k_data=dataset_K\n", + " self.k_fold=train_K\n", + " self.models=[[] for i in range(0,K)]\n", + " self.scores=[[] for i in range(0,K)]\n", + " self.thresholds=[[] for i in range(0,K)]\n", + " self.cv_scores=[]\n", + "\n", + " def modeling_kfold(self,iters,n_estimators,max_depth,learning_rate,cat_features,train_data,targets_data,core):\n", + " # k-fold\n", + " kf=StratifiedKFold(n_splits=self.k_fold,shuffle=True,random_state=SEED)\n", + "\n", + " for i,(train_index,val_index) in enumerate(kf.split(train_data,targets_data)):\n", + " print(f'-[{iters+1}-{i+1}] fold-')\n", + " X_train,X_val=train_data.iloc[train_index],train_data.iloc[val_index]\n", + " y_train,y_val=targets_data.iloc[train_index],targets_data.iloc[val_index]\n", + "\n", + " # logloss\n", + " classifier=CatBoostClassifier(n_estimators=n_estimators, max_depth=max_depth, learning_rate=learning_rate, eval_metric='F1', random_state=SEED, bootstrap_type ='Bernoulli',task_type=core) # default:logloss\n", + " \n", + " # randomforst\n", + " #classifier=RandomForestClassifier(n_estimators=n_estimators,max_depth=max_depth,random_state=SEED)\n", + "\n", + " # regressor=CatBoostRegressor(n_estimators=n_estimators, max_depth=max_depth, learning_rate=learning_rate, eval_metric='RMSE',random_state=SEED, bootstrap_type ='Bernoulli',task_type=core)\n", + "\n", + " model=classifier.fit(X_train, y_train, eval_set=(X_val,y_val),verbose=100, early_stopping_rounds=100,cat_features=cat_features,use_best_model=True)\n", + " #model=classifier.fit(X_train,y_train)\n", + " # model=regressor.fit(X_train, y_train, eval_set=(X_val,y_val),verbose=100, early_stopping_rounds=100,cat_features=cat_features)\n", + " \n", + " \n", + " # pred=model.predict(X_val,prediction_type='RawFormulaVal') # focal loss\n", + " # coordinates=np.linspace(pred.min(),pred.max(),100) # focal loss\n", + " pred=model.predict_proba(X_val)[:,1]\n", + " coordinates = np.linspace(0, 1, 100)\n", + "\n", + " best_score=0\n", + " best_coordinate=0\n", + " for coordinate in coordinates:\n", + " pred_value=pred>coordinate\n", + " score=f1_score(y_val,pred_value)\n", + " if best_scorebest_coordinate)\n", + " self.scores[iters].append(get_clf_eval(y_val,pred))\n", + " self.thresholds[iters].append(best_coordinate)\n", + " # scores.append(np.sqrt(mean_squared_error(y_val,pred)))\n", + " self.models[iters].append(model)\n", + " \n", + " self.cv_scores.append(np.mean(self.scores[iters]))\n", + " print(f'[{iters+1}] F1 scores mean: {self.cv_scores[iters]}')\n", + "\n", + " def modeling_kdata(self,n_estimators,max_depth,learning_rate,cat_features,train_datas,core='CPU'):\n", + " for iter,(train_data,target) in enumerate(train_datas):\n", + " self.modeling_kfold(iter,n_estimators,max_depth,learning_rate,cat_features,train_data,target,core=core)\n", + " print(f'Total F1 scores mean: {np.mean(self.cv_scores)}')\n", + "\n", + " def predict(self,test_data):\n", + " test_pred=pd.Series([0 for x in range(len(test_data))], index=test_data.index)\n", + " for models,thresholds in zip(self.models,self.thresholds):\n", + " for model,threshold in zip(models,thresholds):\n", + " pred=model.predict_proba(test_data)[:,1]\n", + " test_pred+=(pred>threshold)\n", + " test_pred=test_pred/(self.k_data*self.k_fold)\n", + " test_pred=test_pred.apply(lambda x:1 if x>0.5 else 0)\n", + " return test_pred\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "e29d38b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['customer_country',\n", + " 'business_unit',\n", + " 'customer_idx',\n", + " 'customer_type',\n", + " 'enterprise',\n", + " 'customer_job',\n", + " 'inquiry_type',\n", + " 'product_category',\n", + " 'customer_position',\n", + " 'response_corporate',\n", + " 'expected_timeline',\n", + " 'business_area',\n", + " 'lead_owner',\n", + " 'strategic_ver',\n", + " 'region',\n", + " 'grant_weight']" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_features=train_datas[0][0].columns.to_list()\n", + "cat_features.remove('bant_submit')\n", + "cat_features.remove('lead_desc_length')\n", + "cat_features.remove('historical_existing_cnt')\n", + "cat_features.remove('com_reg_ver_win_rate')\n", + "cat_features" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "34fd1e3f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-[1-1] fold-\n", + "0:\tlearn: 0.8439847\ttest: 0.8541973\tbest: 0.8541973 (0)\ttotal: 168ms\tremaining: 2m 48s\n", + "100:\tlearn: 0.9608094\ttest: 0.9267548\tbest: 0.9289340 (84)\ttotal: 19.3s\tremaining: 2m 52s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9289340102\n", + "bestIteration = 84\n", + "\n", + "Shrink model to first 85 iterations.\n", + "오차행렬:\n", + " [[915 55]\n", + " [ 86 904]]\n", + "\n", + "정확도: 0.9281\n", + "정밀도: 0.9141\n", + "재현율: 0.9433\n", + "F1: 0.9285\n", + "-[1-2] fold-\n", + "0:\tlearn: 0.8378745\ttest: 0.8715686\tbest: 0.8715686 (0)\ttotal: 156ms\tremaining: 2m 35s\n", + "100:\tlearn: 0.9607088\ttest: 0.9396728\tbest: 0.9410559 (85)\ttotal: 18.7s\tremaining: 2m 46s\n", + "200:\tlearn: 0.9813265\ttest: 0.9390056\tbest: 0.9421403 (117)\ttotal: 37.6s\tremaining: 2m 29s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.942140297\n", + "bestIteration = 117\n", + "\n", + "Shrink model to first 118 iterations.\n", + "오차행렬:\n", + " [[923 47]\n", + " [ 66 924]]\n", + "\n", + "정확도: 0.9423\n", + "정밀도: 0.9333\n", + "재현율: 0.9515\n", + "F1: 0.9423\n", + "-[1-3] fold-\n", + "0:\tlearn: 0.8449466\ttest: 0.8450128\tbest: 0.8450128 (0)\ttotal: 139ms\tremaining: 2m 18s\n", + "100:\tlearn: 0.9618889\ttest: 0.9239408\tbest: 0.9255861 (79)\ttotal: 18s\tremaining: 2m 40s\n", + "200:\tlearn: 0.9835518\ttest: 0.9288618\tbest: 0.9294774 (192)\ttotal: 36s\tremaining: 2m 23s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9294774226\n", + "bestIteration = 192\n", + "\n", + "Shrink model to first 193 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 87 903]]\n", + "\n", + "정확도: 0.9291\n", + "정밀도: 0.9134\n", + "재현율: 0.9464\n", + "F1: 0.9296\n", + "-[1-4] fold-\n", + "0:\tlearn: 0.8353797\ttest: 0.8532688\tbest: 0.8532688 (0)\ttotal: 138ms\tremaining: 2m 17s\n", + "100:\tlearn: 0.9582852\ttest: 0.9337442\tbest: 0.9348384 (88)\ttotal: 17.4s\tremaining: 2m 34s\n", + "200:\tlearn: 0.9804978\ttest: 0.9364103\tbest: 0.9365404 (107)\ttotal: 35.6s\tremaining: 2m 21s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9365404299\n", + "bestIteration = 107\n", + "\n", + "Shrink model to first 108 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 70 920]]\n", + "\n", + "정확도: 0.9378\n", + "정밀도: 0.9291\n", + "재현율: 0.9464\n", + "F1: 0.9377\n", + "-[1-5] fold-\n", + "0:\tlearn: 0.8342284\ttest: 0.8458314\tbest: 0.8458314 (0)\ttotal: 138ms\tremaining: 2m 17s\n", + "100:\tlearn: 0.9607290\ttest: 0.9277721\tbest: 0.9287169 (96)\ttotal: 17.4s\tremaining: 2m 34s\n", + "200:\tlearn: 0.9813840\ttest: 0.9281712\tbest: 0.9291900 (188)\ttotal: 34.6s\tremaining: 2m 17s\n", + "300:\tlearn: 0.9916313\ttest: 0.9299233\tbest: 0.9316327 (247)\ttotal: 52.8s\tremaining: 2m 2s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9316326531\n", + "bestIteration = 247\n", + "\n", + "Shrink model to first 248 iterations.\n", + "오차행렬:\n", + " [[917 53]\n", + " [ 81 909]]\n", + "\n", + "정확도: 0.9316\n", + "정밀도: 0.9188\n", + "재현율: 0.9454\n", + "F1: 0.9319\n", + "[1] F1 scores mean: 0.9340005124898377\n", + "-[2-1] fold-\n", + "0:\tlearn: 0.8391348\ttest: 0.8512720\tbest: 0.8512720 (0)\ttotal: 89.4ms\tremaining: 1m 29s\n", + "100:\tlearn: 0.9564440\ttest: 0.9313131\tbest: 0.9330649 (72)\ttotal: 15.4s\tremaining: 2m 17s\n", + "200:\tlearn: 0.9819393\ttest: 0.9328586\tbest: 0.9348156 (125)\ttotal: 32.1s\tremaining: 2m 7s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9348155634\n", + "bestIteration = 125\n", + "\n", + "Shrink model to first 126 iterations.\n", + "오차행렬:\n", + " [[928 42]\n", + " [ 88 902]]\n", + "\n", + "정확도: 0.9337\n", + "정밀도: 0.9134\n", + "재현율: 0.9567\n", + "F1: 0.9345\n", + "-[2-2] fold-\n", + "0:\tlearn: 0.8332748\ttest: 0.8450704\tbest: 0.8450704 (0)\ttotal: 22ms\tremaining: 22s\n", + "100:\tlearn: 0.9581038\ttest: 0.9185635\tbest: 0.9191102 (89)\ttotal: 15.3s\tremaining: 2m 15s\n", + "200:\tlearn: 0.9802260\ttest: 0.9238579\tbest: 0.9248731 (189)\ttotal: 32.3s\tremaining: 2m 8s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9248730964\n", + "bestIteration = 189\n", + "\n", + "Shrink model to first 190 iterations.\n", + "오차행렬:\n", + " [[904 66]\n", + " [ 80 910]]\n", + "\n", + "정확도: 0.9255\n", + "정밀도: 0.9187\n", + "재현율: 0.9320\n", + "F1: 0.9253\n", + "-[2-3] fold-\n", + "0:\tlearn: 0.8394062\ttest: 0.8485149\tbest: 0.8485149 (0)\ttotal: 133ms\tremaining: 2m 12s\n", + "100:\tlearn: 0.9577429\ttest: 0.9345510\tbest: 0.9345510 (80)\ttotal: 14.9s\tremaining: 2m 12s\n", + "200:\tlearn: 0.9840903\ttest: 0.9396246\tbest: 0.9401015 (152)\ttotal: 30.8s\tremaining: 2m 2s\n", + "300:\tlearn: 0.9949813\ttest: 0.9369278\tbest: 0.9405790 (210)\ttotal: 47.2s\tremaining: 1m 49s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9405789741\n", + "bestIteration = 210\n", + "\n", + "Shrink model to first 211 iterations.\n", + "오차행렬:\n", + " [[919 51]\n", + " [ 60 930]]\n", + "\n", + "정확도: 0.9434\n", + "정밀도: 0.9387\n", + "재현율: 0.9474\n", + "F1: 0.9430\n", + "-[2-4] fold-\n", + "0:\tlearn: 0.8075570\ttest: 0.8438275\tbest: 0.8438275 (0)\ttotal: 19.9ms\tremaining: 19.8s\n", + "100:\tlearn: 0.9566667\ttest: 0.9340828\tbest: 0.9351710 (78)\ttotal: 14.8s\tremaining: 2m 12s\n", + "200:\tlearn: 0.9825462\ttest: 0.9340828\tbest: 0.9366701 (108)\ttotal: 29.8s\tremaining: 1m 58s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9366700715\n", + "bestIteration = 108\n", + "\n", + "Shrink model to first 109 iterations.\n", + "오차행렬:\n", + " [[919 51]\n", + " [ 72 918]]\n", + "\n", + "정확도: 0.9372\n", + "정밀도: 0.9273\n", + "재현율: 0.9474\n", + "F1: 0.9373\n", + "-[2-5] fold-\n", + "0:\tlearn: 0.8020305\ttest: 0.8466077\tbest: 0.8466077 (0)\ttotal: 20.9ms\tremaining: 20.9s\n", + "100:\tlearn: 0.9572474\ttest: 0.9342172\tbest: 0.9362570 (89)\ttotal: 14s\tremaining: 2m 4s\n", + "200:\tlearn: 0.9789582\ttest: 0.9376278\tbest: 0.9387130 (183)\ttotal: 28.2s\tremaining: 1m 52s\n", + "300:\tlearn: 0.9936799\ttest: 0.9377551\tbest: 0.9402146 (229)\ttotal: 43.2s\tremaining: 1m 40s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9402146142\n", + "bestIteration = 229\n", + "\n", + "Shrink model to first 230 iterations.\n", + "오차행렬:\n", + " [[919 51]\n", + " [ 67 923]]\n", + "\n", + "정확도: 0.9398\n", + "정밀도: 0.9320\n", + "재현율: 0.9474\n", + "F1: 0.9397\n", + "[2] F1 scores mean: 0.9359641368804811\n", + "-[3-1] fold-\n", + "0:\tlearn: 0.8274574\ttest: 0.8453118\tbest: 0.8453118 (0)\ttotal: 19.3ms\tremaining: 19.3s\n", + "100:\tlearn: 0.9616074\ttest: 0.9328586\tbest: 0.9334011 (97)\ttotal: 13.4s\tremaining: 1m 59s\n", + "200:\tlearn: 0.9842166\ttest: 0.9339431\tbest: 0.9354347 (172)\ttotal: 27.3s\tremaining: 1m 48s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9354346721\n", + "bestIteration = 172\n", + "\n", + "Shrink model to first 173 iterations.\n", + "오차행렬:\n", + " [[901 69]\n", + " [ 53 937]]\n", + "\n", + "정확도: 0.9378\n", + "정밀도: 0.9444\n", + "재현율: 0.9289\n", + "F1: 0.9366\n", + "-[3-2] fold-\n", + "0:\tlearn: 0.8242624\ttest: 0.8461903\tbest: 0.8461903 (0)\ttotal: 18.6ms\tremaining: 18.6s\n", + "100:\tlearn: 0.9614297\ttest: 0.9221436\tbest: 0.9245570 (75)\ttotal: 13.5s\tremaining: 2m\n", + "200:\tlearn: 0.9828895\ttest: 0.9279919\tbest: 0.9304215 (192)\ttotal: 27.1s\tremaining: 1m 47s\n", + "300:\tlearn: 0.9935567\ttest: 0.9292621\tbest: 0.9304921 (226)\ttotal: 41.3s\tremaining: 1m 35s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.930492136\n", + "bestIteration = 226\n", + "\n", + "Shrink model to first 227 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 88 902]]\n", + "\n", + "정확도: 0.9296\n", + "정밀도: 0.9127\n", + "재현율: 0.9485\n", + "F1: 0.9302\n", + "-[3-3] fold-\n", + "0:\tlearn: 0.8262287\ttest: 0.8445498\tbest: 0.8445498 (0)\ttotal: 18.4ms\tremaining: 18.3s\n", + "100:\tlearn: 0.9605753\ttest: 0.9295918\tbest: 0.9297352 (81)\ttotal: 13.2s\tremaining: 1m 57s\n", + "200:\tlearn: 0.9853546\ttest: 0.9316327\tbest: 0.9332654 (155)\ttotal: 26.9s\tremaining: 1m 46s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9332654101\n", + "bestIteration = 155\n", + "\n", + "Shrink model to first 156 iterations.\n", + "오차행렬:\n", + " [[916 54]\n", + " [ 78 912]]\n", + "\n", + "정확도: 0.9327\n", + "정밀도: 0.9215\n", + "재현율: 0.9443\n", + "F1: 0.9328\n", + "-[3-4] fold-\n", + "0:\tlearn: 0.8385494\ttest: 0.8395904\tbest: 0.8395904 (0)\ttotal: 117ms\tremaining: 1m 56s\n", + "100:\tlearn: 0.9596516\ttest: 0.9293233\tbest: 0.9297894 (84)\ttotal: 13.3s\tremaining: 1m 58s\n", + "200:\tlearn: 0.9827940\ttest: 0.9301156\tbest: 0.9327309 (159)\ttotal: 27s\tremaining: 1m 47s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9327309237\n", + "bestIteration = 159\n", + "\n", + "Shrink model to first 160 iterations.\n", + "오차행렬:\n", + " [[929 41]\n", + " [ 93 897]]\n", + "\n", + "정확도: 0.9316\n", + "정밀도: 0.9090\n", + "재현율: 0.9577\n", + "F1: 0.9327\n", + "-[3-5] fold-\n", + "0:\tlearn: 0.8350351\ttest: 0.8686379\tbest: 0.8686379 (0)\ttotal: 106ms\tremaining: 1m 45s\n", + "100:\tlearn: 0.9605027\ttest: 0.9278034\tbest: 0.9294058 (24)\ttotal: 13.1s\tremaining: 1m 56s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9294057897\n", + "bestIteration = 24\n", + "\n", + "Shrink model to first 25 iterations.\n", + "오차행렬:\n", + " [[915 55]\n", + " [ 84 906]]\n", + "\n", + "정확도: 0.9291\n", + "정밀도: 0.9159\n", + "재현율: 0.9433\n", + "F1: 0.9294\n", + "[3] F1 scores mean: 0.9323499864396645\n", + "-[4-1] fold-\n", + "0:\tlearn: 0.8275452\ttest: 0.8429518\tbest: 0.8429518 (0)\ttotal: 75.5ms\tremaining: 1m 15s\n", + "100:\tlearn: 0.9580930\ttest: 0.9342843\tbest: 0.9367992 (82)\ttotal: 12.7s\tremaining: 1m 53s\n", + "200:\tlearn: 0.9817762\ttest: 0.9361919\tbest: 0.9378186 (119)\ttotal: 26s\tremaining: 1m 43s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9378185525\n", + "bestIteration = 119\n", + "\n", + "Shrink model to first 120 iterations.\n", + "오차행렬:\n", + " [[917 53]\n", + " [ 68 922]]\n", + "\n", + "정확도: 0.9383\n", + "정밀도: 0.9310\n", + "재현율: 0.9454\n", + "F1: 0.9381\n", + "-[4-2] fold-\n", + "0:\tlearn: 0.8241900\ttest: 0.8418079\tbest: 0.8418079 (0)\ttotal: 18.1ms\tremaining: 18s\n", + "100:\tlearn: 0.9588160\ttest: 0.9258883\tbest: 0.9258883 (100)\ttotal: 12.7s\tremaining: 1m 53s\n", + "200:\tlearn: 0.9800746\ttest: 0.9279188\tbest: 0.9290061 (188)\ttotal: 25.3s\tremaining: 1m 40s\n", + "300:\tlearn: 0.9918867\ttest: 0.9272265\tbest: 0.9299492 (240)\ttotal: 38.6s\tremaining: 1m 29s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9299492386\n", + "bestIteration = 240\n", + "\n", + "Shrink model to first 241 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 88 902]]\n", + "\n", + "정확도: 0.9296\n", + "정밀도: 0.9127\n", + "재현율: 0.9485\n", + "F1: 0.9302\n", + "-[4-3] fold-\n", + "0:\tlearn: 0.8260870\ttest: 0.8465558\tbest: 0.8465558 (0)\ttotal: 18.4ms\tremaining: 18.4s\n", + "100:\tlearn: 0.9584082\ttest: 0.9193878\tbest: 0.9241730 (54)\ttotal: 12.7s\tremaining: 1m 53s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.924173028\n", + "bestIteration = 54\n", + "\n", + "Shrink model to first 55 iterations.\n", + "오차행렬:\n", + " [[908 62]\n", + " [ 87 903]]\n", + "\n", + "정확도: 0.9240\n", + "정밀도: 0.9126\n", + "재현율: 0.9361\n", + "F1: 0.9242\n", + "-[4-4] fold-\n", + "0:\tlearn: 0.8024835\ttest: 0.8314385\tbest: 0.8314385 (0)\ttotal: 17.4ms\tremaining: 17.4s\n", + "100:\tlearn: 0.9522101\ttest: 0.9334011\tbest: 0.9344179 (92)\ttotal: 12.1s\tremaining: 1m 47s\n", + "200:\tlearn: 0.9798537\ttest: 0.9357798\tbest: 0.9373408 (143)\ttotal: 25s\tremaining: 1m 39s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9373408049\n", + "bestIteration = 143\n", + "\n", + "Shrink model to first 144 iterations.\n", + "오차행렬:\n", + " [[917 53]\n", + " [ 73 917]]\n", + "\n", + "정확도: 0.9357\n", + "정밀도: 0.9263\n", + "재현율: 0.9454\n", + "F1: 0.9357\n", + "-[4-5] fold-\n", + "0:\tlearn: 0.8381048\ttest: 0.8500487\tbest: 0.8500487 (0)\ttotal: 93.9ms\tremaining: 1m 33s\n", + "100:\tlearn: 0.9606684\ttest: 0.9274480\tbest: 0.9300203 (95)\ttotal: 12.2s\tremaining: 1m 48s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.930020284\n", + "bestIteration = 95\n", + "\n", + "Shrink model to first 96 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 87 903]]\n", + "\n", + "정확도: 0.9291\n", + "정밀도: 0.9134\n", + "재현율: 0.9464\n", + "F1: 0.9296\n", + "[4] F1 scores mean: 0.931569508377599\n", + "-[5-1] fold-\n", + "0:\tlearn: 0.8062719\ttest: 0.8558692\tbest: 0.8558692 (0)\ttotal: 17.2ms\tremaining: 17.2s\n", + "100:\tlearn: 0.9593329\ttest: 0.9323155\tbest: 0.9334688 (96)\ttotal: 11.9s\tremaining: 1m 45s\n", + "200:\tlearn: 0.9836991\ttest: 0.9333333\tbest: 0.9344179 (131)\ttotal: 24.6s\tremaining: 1m 37s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9344178953\n", + "bestIteration = 131\n", + "\n", + "Shrink model to first 132 iterations.\n", + "오차행렬:\n", + " [[927 43]\n", + " [ 84 906]]\n", + "\n", + "정확도: 0.9352\n", + "정밀도: 0.9169\n", + "재현율: 0.9557\n", + "F1: 0.9359\n", + "-[5-2] fold-\n", + "0:\tlearn: 0.8316135\ttest: 0.8465909\tbest: 0.8465909 (0)\ttotal: 17.4ms\tremaining: 17.4s\n", + "100:\tlearn: 0.9565994\ttest: 0.9270517\tbest: 0.9281377 (95)\ttotal: 12.1s\tremaining: 1m 47s\n", + "200:\tlearn: 0.9824156\ttest: 0.9266055\tbest: 0.9294058 (163)\ttotal: 25.4s\tremaining: 1m 41s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9294057897\n", + "bestIteration = 163\n", + "\n", + "Shrink model to first 164 iterations.\n", + "오차행렬:\n", + " [[926 44]\n", + " [ 96 894]]\n", + "\n", + "정확도: 0.9286\n", + "정밀도: 0.9061\n", + "재현율: 0.9546\n", + "F1: 0.9297\n", + "-[5-3] fold-\n", + "0:\tlearn: 0.8303426\ttest: 0.8525367\tbest: 0.8525367 (0)\ttotal: 17.9ms\tremaining: 17.9s\n", + "100:\tlearn: 0.9564103\ttest: 0.9295199\tbest: 0.9317719 (84)\ttotal: 12.1s\tremaining: 1m 47s\n", + "200:\tlearn: 0.9847103\ttest: 0.9342843\tbest: 0.9347604 (197)\ttotal: 25.2s\tremaining: 1m 40s\n", + "300:\tlearn: 0.9943357\ttest: 0.9340828\tbest: 0.9357143 (250)\ttotal: 38.9s\tremaining: 1m 30s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9357142857\n", + "bestIteration = 250\n", + "\n", + "Shrink model to first 251 iterations.\n", + "오차행렬:\n", + " [[916 54]\n", + " [ 72 918]]\n", + "\n", + "정확도: 0.9357\n", + "정밀도: 0.9271\n", + "재현율: 0.9443\n", + "F1: 0.9356\n", + "-[5-4] fold-\n", + "0:\tlearn: 0.8378411\ttest: 0.8483119\tbest: 0.8483119 (0)\ttotal: 100ms\tremaining: 1m 40s\n", + "100:\tlearn: 0.9588620\ttest: 0.9357613\tbest: 0.9363636 (96)\ttotal: 12.8s\tremaining: 1m 54s\n", + "200:\tlearn: 0.9837921\ttest: 0.9345510\tbest: 0.9367729 (118)\ttotal: 25.8s\tremaining: 1m 42s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9367728882\n", + "bestIteration = 118\n", + "\n", + "Shrink model to first 119 iterations.\n", + "오차행렬:\n", + " [[929 41]\n", + " [ 82 908]]\n", + "\n", + "정확도: 0.9372\n", + "정밀도: 0.9189\n", + "재현율: 0.9577\n", + "F1: 0.9379\n", + "-[5-5] fold-\n", + "0:\tlearn: 0.8324337\ttest: 0.8469919\tbest: 0.8469919 (0)\ttotal: 17.6ms\tremaining: 17.6s\n", + "100:\tlearn: 0.9587986\ttest: 0.9277721\tbest: 0.9277721 (99)\ttotal: 12.7s\tremaining: 1m 53s\n", + "200:\tlearn: 0.9804828\ttest: 0.9262837\tbest: 0.9290061 (127)\ttotal: 25.5s\tremaining: 1m 41s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9290060852\n", + "bestIteration = 127\n", + "\n", + "Shrink model to first 128 iterations.\n", + "오차행렬:\n", + " [[916 54]\n", + " [ 87 903]]\n", + "\n", + "정확도: 0.9281\n", + "정밀도: 0.9133\n", + "재현율: 0.9443\n", + "F1: 0.9285\n", + "[5] F1 scores mean: 0.9335407665277942\n", + "-[6-1] fold-\n", + "0:\tlearn: 0.8312836\ttest: 0.8458611\tbest: 0.8458611 (0)\ttotal: 94.5ms\tremaining: 1m 34s\n", + "100:\tlearn: 0.9604941\ttest: 0.9251908\tbest: 0.9262087 (95)\ttotal: 12s\tremaining: 1m 47s\n", + "200:\tlearn: 0.9830682\ttest: 0.9284985\tbest: 0.9289729 (195)\ttotal: 24.9s\tremaining: 1m 39s\n", + "300:\tlearn: 0.9927946\ttest: 0.9294479\tbest: 0.9304703 (292)\ttotal: 37.9s\tremaining: 1m 28s\n", + "400:\tlearn: 0.9976822\ttest: 0.9290454\tbest: 0.9306122 (341)\ttotal: 51s\tremaining: 1m 16s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9306122449\n", + "bestIteration = 341\n", + "\n", + "Shrink model to first 342 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 86 904]]\n", + "\n", + "정확도: 0.9306\n", + "정밀도: 0.9145\n", + "재현율: 0.9485\n", + "F1: 0.9312\n", + "-[6-2] fold-\n", + "0:\tlearn: 0.8258649\ttest: 0.8311688\tbest: 0.8311688 (0)\ttotal: 17.7ms\tremaining: 17.7s\n", + "100:\tlearn: 0.9579595\ttest: 0.9307731\tbest: 0.9312437 (99)\ttotal: 12.5s\tremaining: 1m 51s\n", + "200:\tlearn: 0.9831857\ttest: 0.9306329\tbest: 0.9317147 (104)\ttotal: 25.9s\tremaining: 1m 42s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9317147193\n", + "bestIteration = 104\n", + "\n", + "Shrink model to first 105 iterations.\n", + "오차행렬:\n", + " [[910 60]\n", + " [ 69 921]]\n", + "\n", + "정확도: 0.9342\n", + "정밀도: 0.9295\n", + "재현율: 0.9381\n", + "F1: 0.9338\n", + "-[6-3] fold-\n", + "0:\tlearn: 0.8225058\ttest: 0.8426540\tbest: 0.8426540 (0)\ttotal: 19.7ms\tremaining: 19.7s\n", + "100:\tlearn: 0.9561415\ttest: 0.9236216\tbest: 0.9244805 (95)\ttotal: 12.2s\tremaining: 1m 48s\n", + "200:\tlearn: 0.9826679\ttest: 0.9300203\tbest: 0.9320487 (154)\ttotal: 25.4s\tremaining: 1m 40s\n", + "300:\tlearn: 0.9945904\ttest: 0.9317719\tbest: 0.9329949 (247)\ttotal: 38.9s\tremaining: 1m 30s\n", + "400:\tlearn: 0.9987107\ttest: 0.9306830\tbest: 0.9354347 (346)\ttotal: 52.2s\tremaining: 1m 17s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9354346721\n", + "bestIteration = 346\n", + "\n", + "Shrink model to first 347 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 79 911]]\n", + "\n", + "정확도: 0.9342\n", + "정밀도: 0.9209\n", + "재현율: 0.9485\n", + "F1: 0.9345\n", + "-[6-4] fold-\n", + "0:\tlearn: 0.8276353\ttest: 0.8379674\tbest: 0.8379674 (0)\ttotal: 97.9ms\tremaining: 1m 37s\n", + "100:\tlearn: 0.9605753\ttest: 0.9334016\tbest: 0.9344933 (99)\ttotal: 12.5s\tremaining: 1m 51s\n", + "200:\tlearn: 0.9834467\ttest: 0.9331276\tbest: 0.9348384 (123)\ttotal: 25.5s\tremaining: 1m 41s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9348383787\n", + "bestIteration = 123\n", + "\n", + "Shrink model to first 124 iterations.\n", + "오차행렬:\n", + " [[932 38]\n", + " [ 90 900]]\n", + "\n", + "정확도: 0.9347\n", + "정밀도: 0.9119\n", + "재현율: 0.9608\n", + "F1: 0.9357\n", + "-[6-5] fold-\n", + "0:\tlearn: 0.8192743\ttest: 0.8461538\tbest: 0.8461538 (0)\ttotal: 17.9ms\tremaining: 17.9s\n", + "100:\tlearn: 0.9556612\ttest: 0.9275809\tbest: 0.9306122 (31)\ttotal: 12.1s\tremaining: 1m 47s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9306122449\n", + "bestIteration = 31\n", + "\n", + "Shrink model to first 32 iterations.\n", + "오차행렬:\n", + " [[915 55]\n", + " [ 80 910]]\n", + "\n", + "정확도: 0.9311\n", + "정밀도: 0.9196\n", + "재현율: 0.9433\n", + "F1: 0.9313\n", + "[6] F1 scores mean: 0.9333022984348002\n", + "-[7-1] fold-\n", + "0:\tlearn: 0.8283136\ttest: 0.8521907\tbest: 0.8521907 (0)\ttotal: 18.1ms\tremaining: 18.1s\n", + "100:\tlearn: 0.9580177\ttest: 0.9334698\tbest: 0.9334698 (100)\ttotal: 12.2s\tremaining: 1m 48s\n", + "200:\tlearn: 0.9794503\ttest: 0.9349718\tbest: 0.9365404 (168)\ttotal: 24.9s\tremaining: 1m 38s\n", + "300:\tlearn: 0.9929242\ttest: 0.9347714\tbest: 0.9368907 (223)\ttotal: 37.9s\tremaining: 1m 27s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9368907132\n", + "bestIteration = 223\n", + "\n", + "Shrink model to first 224 iterations.\n", + "오차행렬:\n", + " [[912 58]\n", + " [ 64 926]]\n", + "\n", + "정확도: 0.9378\n", + "정밀도: 0.9344\n", + "재현율: 0.9402\n", + "F1: 0.9373\n", + "-[7-2] fold-\n", + "0:\tlearn: 0.8295534\ttest: 0.8453806\tbest: 0.8453806 (0)\ttotal: 16.9ms\tremaining: 16.9s\n", + "100:\tlearn: 0.9578406\ttest: 0.9202641\tbest: 0.9224531 (83)\ttotal: 11.7s\tremaining: 1m 44s\n", + "200:\tlearn: 0.9807148\ttest: 0.9289340\tbest: 0.9289340 (200)\ttotal: 24.4s\tremaining: 1m 37s\n", + "300:\tlearn: 0.9917568\ttest: 0.9303508\tbest: 0.9313676 (281)\ttotal: 37.4s\tremaining: 1m 26s\n", + "400:\tlearn: 0.9976846\ttest: 0.9313676\tbest: 0.9318413 (323)\ttotal: 50.3s\tremaining: 1m 15s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9318413021\n", + "bestIteration = 323\n", + "\n", + "Shrink model to first 324 iterations.\n", + "오차행렬:\n", + " [[914 56]\n", + " [ 77 913]]\n", + "\n", + "정확도: 0.9321\n", + "정밀도: 0.9223\n", + "재현율: 0.9423\n", + "F1: 0.9322\n", + "-[7-3] fold-\n", + "0:\tlearn: 0.8078585\ttest: 0.8392770\tbest: 0.8392770 (0)\ttotal: 19ms\tremaining: 19s\n", + "100:\tlearn: 0.9615928\ttest: 0.9295199\tbest: 0.9295199 (99)\ttotal: 12.2s\tremaining: 1m 48s\n", + "200:\tlearn: 0.9834169\ttest: 0.9292308\tbest: 0.9313525 (190)\ttotal: 25.2s\tremaining: 1m 40s\n", + "300:\tlearn: 0.9944666\ttest: 0.9312115\tbest: 0.9333333 (244)\ttotal: 38.5s\tremaining: 1m 29s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9333333333\n", + "bestIteration = 244\n", + "\n", + "Shrink model to first 245 iterations.\n", + "오차행렬:\n", + " [[913 57]\n", + " [ 73 917]]\n", + "\n", + "정확도: 0.9337\n", + "정밀도: 0.9260\n", + "재현율: 0.9412\n", + "F1: 0.9335\n", + "-[7-4] fold-\n", + "0:\tlearn: 0.8318712\ttest: 0.8468992\tbest: 0.8468992 (0)\ttotal: 100ms\tremaining: 1m 39s\n", + "100:\tlearn: 0.9586543\ttest: 0.9334688\tbest: 0.9334688 (100)\ttotal: 12.4s\tremaining: 1m 50s\n", + "200:\tlearn: 0.9840699\ttest: 0.9346272\tbest: 0.9361267 (195)\ttotal: 25.3s\tremaining: 1m 40s\n", + "300:\tlearn: 0.9939503\ttest: 0.9323077\tbest: 0.9361919 (243)\ttotal: 38.2s\tremaining: 1m 28s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9361919347\n", + "bestIteration = 243\n", + "\n", + "Shrink model to first 244 iterations.\n", + "오차행렬:\n", + " [[893 77]\n", + " [ 46 944]]\n", + "\n", + "정확도: 0.9372\n", + "정밀도: 0.9510\n", + "재현율: 0.9206\n", + "F1: 0.9356\n", + "-[7-5] fold-\n", + "0:\tlearn: 0.8426217\ttest: 0.8683309\tbest: 0.8683309 (0)\ttotal: 96.4ms\tremaining: 1m 36s\n", + "100:\tlearn: 0.9596505\ttest: 0.9259070\tbest: 0.9276249 (60)\ttotal: 13.3s\tremaining: 1m 58s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9276248726\n", + "bestIteration = 60\n", + "\n", + "Shrink model to first 61 iterations.\n", + "오차행렬:\n", + " [[910 60]\n", + " [ 83 907]]\n", + "\n", + "정확도: 0.9270\n", + "정밀도: 0.9164\n", + "재현율: 0.9381\n", + "F1: 0.9272\n", + "[7] F1 scores mean: 0.9331486536177241\n", + "-[8-1] fold-\n", + "0:\tlearn: 0.8320413\ttest: 0.8500240\tbest: 0.8500240 (0)\ttotal: 17.6ms\tremaining: 17.6s\n", + "100:\tlearn: 0.9587285\ttest: 0.9326582\tbest: 0.9348814 (65)\ttotal: 11.8s\tremaining: 1m 44s\n", + "200:\tlearn: 0.9815195\ttest: 0.9327264\tbest: 0.9361055 (121)\ttotal: 24.3s\tremaining: 1m 36s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9361054767\n", + "bestIteration = 121\n", + "\n", + "Shrink model to first 122 iterations.\n", + "오차행렬:\n", + " [[917 53]\n", + " [ 73 917]]\n", + "\n", + "정확도: 0.9357\n", + "정밀도: 0.9263\n", + "재현율: 0.9454\n", + "F1: 0.9357\n", + "-[8-2] fold-\n", + "0:\tlearn: 0.8294221\ttest: 0.8555079\tbest: 0.8555079 (0)\ttotal: 17.9ms\tremaining: 17.9s\n", + "100:\tlearn: 0.9563655\ttest: 0.9261881\tbest: 0.9273461 (61)\ttotal: 11.6s\tremaining: 1m 43s\n", + "200:\tlearn: 0.9818696\ttest: 0.9307031\tbest: 0.9307031 (200)\ttotal: 23.9s\tremaining: 1m 34s\n", + "300:\tlearn: 0.9930466\ttest: 0.9296203\tbest: 0.9307031 (200)\ttotal: 36.5s\tremaining: 1m 24s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9307030855\n", + "bestIteration = 200\n", + "\n", + "Shrink model to first 201 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 86 904]]\n", + "\n", + "정확도: 0.9306\n", + "정밀도: 0.9145\n", + "재현율: 0.9485\n", + "F1: 0.9312\n", + "-[8-3] fold-\n", + "0:\tlearn: 0.8078614\ttest: 0.8466864\tbest: 0.8466864 (0)\ttotal: 17.4ms\tremaining: 17.3s\n", + "100:\tlearn: 0.9570678\ttest: 0.9275215\tbest: 0.9286798 (68)\ttotal: 12.1s\tremaining: 1m 47s\n", + "200:\tlearn: 0.9802311\ttest: 0.9283900\tbest: 0.9294058 (185)\ttotal: 24s\tremaining: 1m 35s\n", + "300:\tlearn: 0.9930484\ttest: 0.9338086\tbest: 0.9338086 (300)\ttotal: 36.7s\tremaining: 1m 25s\n", + "400:\tlearn: 0.9983237\ttest: 0.9327217\tbest: 0.9343511 (310)\ttotal: 49.4s\tremaining: 1m 13s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.934351145\n", + "bestIteration = 310\n", + "\n", + "Shrink model to first 311 iterations.\n", + "오차행렬:\n", + " [[912 58]\n", + " [ 70 920]]\n", + "\n", + "정확도: 0.9347\n", + "정밀도: 0.9287\n", + "재현율: 0.9402\n", + "F1: 0.9344\n", + "-[8-4] fold-\n", + "0:\tlearn: 0.8094748\ttest: 0.8444222\tbest: 0.8444222 (0)\ttotal: 18.9ms\tremaining: 18.9s\n", + "100:\tlearn: 0.9543473\ttest: 0.9390863\tbest: 0.9395632 (99)\ttotal: 12.5s\tremaining: 1m 51s\n", + "200:\tlearn: 0.9784671\ttest: 0.9425521\tbest: 0.9430894 (198)\ttotal: 24.7s\tremaining: 1m 38s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9430894309\n", + "bestIteration = 198\n", + "\n", + "Shrink model to first 199 iterations.\n", + "오차행렬:\n", + " [[928 42]\n", + " [ 71 919]]\n", + "\n", + "정확도: 0.9423\n", + "정밀도: 0.9289\n", + "재현율: 0.9567\n", + "F1: 0.9426\n", + "-[8-5] fold-\n", + "0:\tlearn: 0.8327853\ttest: 0.8474256\tbest: 0.8474256 (0)\ttotal: 17.2ms\tremaining: 17.2s\n", + "100:\tlearn: 0.9617207\ttest: 0.9284274\tbest: 0.9288956 (96)\ttotal: 11.8s\tremaining: 1m 45s\n", + "200:\tlearn: 0.9829027\ttest: 0.9282828\tbest: 0.9292929 (117)\ttotal: 24.3s\tremaining: 1m 36s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9292929293\n", + "bestIteration = 117\n", + "\n", + "Shrink model to first 118 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 84 906]]\n", + "\n", + "정확도: 0.9306\n", + "정밀도: 0.9162\n", + "재현율: 0.9464\n", + "F1: 0.9310\n", + "[8] F1 scores mean: 0.9349919098426929\n", + "-[9-1] fold-\n", + "0:\tlearn: 0.8395092\ttest: 0.8598941\tbest: 0.8598941 (0)\ttotal: 74.6ms\tremaining: 1m 14s\n", + "100:\tlearn: 0.9552162\ttest: 0.9313676\tbest: 0.9313676 (97)\ttotal: 12.2s\tremaining: 1m 48s\n", + "200:\tlearn: 0.9813601\ttest: 0.9340828\tbest: 0.9353690 (152)\ttotal: 24.8s\tremaining: 1m 38s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9353689567\n", + "bestIteration = 152\n", + "\n", + "Shrink model to first 153 iterations.\n", + "오차행렬:\n", + " [[913 57]\n", + " [ 70 920]]\n", + "\n", + "정확도: 0.9352\n", + "정밀도: 0.9288\n", + "재현율: 0.9412\n", + "F1: 0.9350\n", + "-[9-2] fold-\n", + "0:\tlearn: 0.8298195\ttest: 0.8438819\tbest: 0.8438819 (0)\ttotal: 17.7ms\tremaining: 17.7s\n", + "100:\tlearn: 0.9535540\ttest: 0.9272727\tbest: 0.9273461 (99)\ttotal: 11.7s\tremaining: 1m 44s\n", + "200:\tlearn: 0.9818789\ttest: 0.9276986\tbest: 0.9297625 (119)\ttotal: 25.5s\tremaining: 1m 41s\n", + "300:\tlearn: 0.9940798\ttest: 0.9317719\tbest: 0.9323155 (245)\ttotal: 38.1s\tremaining: 1m 28s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9323155216\n", + "bestIteration = 245\n", + "\n", + "Shrink model to first 246 iterations.\n", + "오차행렬:\n", + " [[901 69]\n", + " [ 60 930]]\n", + "\n", + "정확도: 0.9342\n", + "정밀도: 0.9376\n", + "재현율: 0.9289\n", + "F1: 0.9332\n", + "-[9-3] fold-\n", + "0:\tlearn: 0.8257884\ttest: 0.8546845\tbest: 0.8546845 (0)\ttotal: 17.5ms\tremaining: 17.5s\n", + "100:\tlearn: 0.9592178\ttest: 0.9205536\tbest: 0.9233113 (27)\ttotal: 12.1s\tremaining: 1m 48s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9233113255\n", + "bestIteration = 27\n", + "\n", + "Shrink model to first 28 iterations.\n", + "오차행렬:\n", + " [[915 55]\n", + " [ 99 891]]\n", + "\n", + "정확도: 0.9214\n", + "정밀도: 0.9024\n", + "재현율: 0.9433\n", + "F1: 0.9224\n", + "-[9-4] fold-\n", + "0:\tlearn: 0.8061896\ttest: 0.8362027\tbest: 0.8362027 (0)\ttotal: 18ms\tremaining: 18s\n", + "100:\tlearn: 0.9552086\ttest: 0.9306329\tbest: 0.9311044 (92)\ttotal: 12.2s\tremaining: 1m 48s\n", + "200:\tlearn: 0.9826411\ttest: 0.9361267\tbest: 0.9373408 (173)\ttotal: 24.9s\tremaining: 1m 38s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9373408049\n", + "bestIteration = 173\n", + "\n", + "Shrink model to first 174 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 73 917]]\n", + "\n", + "정확도: 0.9372\n", + "정밀도: 0.9265\n", + "재현율: 0.9485\n", + "F1: 0.9373\n", + "-[9-5] fold-\n", + "0:\tlearn: 0.8271115\ttest: 0.8450570\tbest: 0.8450570 (0)\ttotal: 18.2ms\tremaining: 18.2s\n", + "100:\tlearn: 0.9593225\ttest: 0.9308943\tbest: 0.9308943 (100)\ttotal: 12.3s\tremaining: 1m 49s\n", + "200:\tlearn: 0.9844453\ttest: 0.9266055\tbest: 0.9322466 (131)\ttotal: 25.1s\tremaining: 1m 39s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9322465614\n", + "bestIteration = 131\n", + "\n", + "Shrink model to first 132 iterations.\n", + "오차행렬:\n", + " [[916 54]\n", + " [ 80 910]]\n", + "\n", + "정확도: 0.9316\n", + "정밀도: 0.9197\n", + "재현율: 0.9443\n", + "F1: 0.9318\n", + "[9] F1 scores mean: 0.9319456426223416\n", + "-[10-1] fold-\n", + "0:\tlearn: 0.8332501\ttest: 0.8444227\tbest: 0.8444227 (0)\ttotal: 73.4ms\tremaining: 1m 13s\n", + "100:\tlearn: 0.9563879\ttest: 0.9328586\tbest: 0.9334011 (66)\ttotal: 11.6s\tremaining: 1m 42s\n", + "200:\tlearn: 0.9811514\ttest: 0.9368635\tbest: 0.9383597 (184)\ttotal: 24s\tremaining: 1m 35s\n", + "300:\tlearn: 0.9936977\ttest: 0.9397344\tbest: 0.9402757 (286)\ttotal: 36.6s\tremaining: 1m 25s\n", + "400:\tlearn: 0.9984552\ttest: 0.9408163\tbest: 0.9423763 (345)\ttotal: 49.4s\tremaining: 1m 13s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9423763386\n", + "bestIteration = 345\n", + "\n", + "Shrink model to first 346 iterations.\n", + "오차행렬:\n", + " [[924 46]\n", + " [ 69 921]]\n", + "\n", + "정확도: 0.9413\n", + "정밀도: 0.9305\n", + "재현율: 0.9526\n", + "F1: 0.9414\n", + "-[10-2] fold-\n", + "0:\tlearn: 0.8228877\ttest: 0.8488593\tbest: 0.8488593 (0)\ttotal: 19ms\tremaining: 19s\n", + "100:\tlearn: 0.9579961\ttest: 0.9311576\tbest: 0.9321082 (99)\ttotal: 11.8s\tremaining: 1m 45s\n", + "200:\tlearn: 0.9796915\ttest: 0.9361919\tbest: 0.9361919 (200)\ttotal: 24.4s\tremaining: 1m 36s\n", + "300:\tlearn: 0.9924096\ttest: 0.9326531\tbest: 0.9361919 (200)\ttotal: 37.2s\tremaining: 1m 26s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9361919347\n", + "bestIteration = 200\n", + "\n", + "Shrink model to first 201 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 74 916]]\n", + "\n", + "정확도: 0.9357\n", + "정밀도: 0.9254\n", + "재현율: 0.9464\n", + "F1: 0.9358\n", + "-[10-3] fold-\n", + "0:\tlearn: 0.8239396\ttest: 0.8381042\tbest: 0.8381042 (0)\ttotal: 17.2ms\tremaining: 17.2s\n", + "100:\tlearn: 0.9617219\ttest: 0.9251908\tbest: 0.9262837 (80)\ttotal: 11.7s\tremaining: 1m 43s\n", + "200:\tlearn: 0.9826456\ttest: 0.9329268\tbest: 0.9329268 (193)\ttotal: 24.1s\tremaining: 1m 35s\n", + "300:\tlearn: 0.9913782\ttest: 0.9334011\tbest: 0.9348932 (272)\ttotal: 36.4s\tremaining: 1m 24s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9348931841\n", + "bestIteration = 272\n", + "\n", + "Shrink model to first 273 iterations.\n", + "오차행렬:\n", + " [[926 44]\n", + " [ 84 906]]\n", + "\n", + "정확도: 0.9347\n", + "정밀도: 0.9168\n", + "재현율: 0.9546\n", + "F1: 0.9354\n", + "-[10-4] fold-\n", + "0:\tlearn: 0.8371571\ttest: 0.8454636\tbest: 0.8454636 (0)\ttotal: 124ms\tremaining: 2m 3s\n", + "100:\tlearn: 0.9557841\ttest: 0.9364103\tbest: 0.9386503 (79)\ttotal: 11.7s\tremaining: 1m 44s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9386503067\n", + "bestIteration = 79\n", + "\n", + "Shrink model to first 80 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 69 921]]\n", + "\n", + "정확도: 0.9383\n", + "정밀도: 0.9301\n", + "재현율: 0.9464\n", + "F1: 0.9382\n", + "-[10-5] fold-\n", + "0:\tlearn: 0.8407233\ttest: 0.8478469\tbest: 0.8478469 (0)\ttotal: 93.9ms\tremaining: 1m 33s\n", + "100:\tlearn: 0.9608824\ttest: 0.9289340\tbest: 0.9289340 (99)\ttotal: 11.9s\tremaining: 1m 46s\n", + "200:\tlearn: 0.9831555\ttest: 0.9255861\tbest: 0.9299492 (109)\ttotal: 23.7s\tremaining: 1m 34s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9299492386\n", + "bestIteration = 109\n", + "\n", + "Shrink model to first 110 iterations.\n", + "오차행렬:\n", + " [[917 53]\n", + " [ 84 906]]\n", + "\n", + "정확도: 0.9301\n", + "정밀도: 0.9161\n", + "재현율: 0.9454\n", + "F1: 0.9305\n", + "[10] F1 scores mean: 0.9362424713850312\n", + "-[11-1] fold-\n", + "0:\tlearn: 0.8276178\ttest: 0.8594416\tbest: 0.8594416 (0)\ttotal: 17.8ms\tremaining: 17.8s\n", + "100:\tlearn: 0.9581455\ttest: 0.9412366\tbest: 0.9417178 (95)\ttotal: 11.7s\tremaining: 1m 44s\n", + "200:\tlearn: 0.9812243\ttest: 0.9388175\tbest: 0.9426230 (109)\ttotal: 23.7s\tremaining: 1m 34s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9426229508\n", + "bestIteration = 109\n", + "\n", + "Shrink model to first 110 iterations.\n", + "오차행렬:\n", + " [[920 50]\n", + " [ 63 927]]\n", + "\n", + "정확도: 0.9423\n", + "정밀도: 0.9359\n", + "재현율: 0.9485\n", + "F1: 0.9421\n", + "-[11-2] fold-\n", + "0:\tlearn: 0.8271335\ttest: 0.8563407\tbest: 0.8563407 (0)\ttotal: 17.6ms\tremaining: 17.6s\n", + "100:\tlearn: 0.9572364\ttest: 0.9291581\tbest: 0.9297075 (96)\ttotal: 11.5s\tremaining: 1m 42s\n", + "200:\tlearn: 0.9793510\ttest: 0.9344262\tbest: 0.9349718 (190)\ttotal: 23.7s\tremaining: 1m 34s\n", + "300:\tlearn: 0.9913826\ttest: 0.9396728\tbest: 0.9401535 (296)\ttotal: 35.7s\tremaining: 1m 22s\n", + "400:\tlearn: 0.9972949\ttest: 0.9383350\tbest: 0.9405738 (309)\ttotal: 48s\tremaining: 1m 11s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9405737705\n", + "bestIteration = 309\n", + "\n", + "Shrink model to first 310 iterations.\n", + "오차행렬:\n", + " [[919 51]\n", + " [ 64 926]]\n", + "\n", + "정확도: 0.9413\n", + "정밀도: 0.9349\n", + "재현율: 0.9474\n", + "F1: 0.9411\n", + "-[11-3] fold-\n", + "0:\tlearn: 0.8298363\ttest: 0.8472222\tbest: 0.8472222 (0)\ttotal: 18.6ms\tremaining: 18.6s\n", + "100:\tlearn: 0.9579055\ttest: 0.9183468\tbest: 0.9209068 (90)\ttotal: 11.4s\tremaining: 1m 41s\n", + "200:\tlearn: 0.9815100\ttest: 0.9247855\tbest: 0.9254032 (193)\ttotal: 23s\tremaining: 1m 31s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9254032258\n", + "bestIteration = 193\n", + "\n", + "Shrink model to first 194 iterations.\n", + "오차행렬:\n", + " [[918 52]\n", + " [ 96 894]]\n", + "\n", + "정확도: 0.9245\n", + "정밀도: 0.9053\n", + "재현율: 0.9464\n", + "F1: 0.9254\n", + "-[11-4] fold-\n", + "0:\tlearn: 0.8323540\ttest: 0.8427019\tbest: 0.8427019 (0)\ttotal: 17.4ms\tremaining: 17.3s\n", + "100:\tlearn: 0.9613061\ttest: 0.9312437\tbest: 0.9317837 (53)\ttotal: 11.6s\tremaining: 1m 42s\n", + "200:\tlearn: 0.9803871\ttest: 0.9326582\tbest: 0.9337380 (153)\ttotal: 22.9s\tremaining: 1m 30s\n", + "300:\tlearn: 0.9917653\ttest: 0.9361055\tbest: 0.9380711 (285)\ttotal: 35.2s\tremaining: 1m 21s\n", + "400:\tlearn: 0.9975538\ttest: 0.9374682\tbest: 0.9384850 (373)\ttotal: 47.6s\tremaining: 1m 11s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9384850025\n", + "bestIteration = 373\n", + "\n", + "Shrink model to first 374 iterations.\n", + "오차행렬:\n", + " [[907 63]\n", + " [ 57 933]]\n", + "\n", + "정확도: 0.9388\n", + "정밀도: 0.9409\n", + "재현율: 0.9351\n", + "F1: 0.9380\n", + "-[11-5] fold-\n", + "0:\tlearn: 0.8287655\ttest: 0.8457571\tbest: 0.8457571 (0)\ttotal: 19.1ms\tremaining: 19s\n", + "100:\tlearn: 0.9582797\ttest: 0.9266055\tbest: 0.9267548 (92)\ttotal: 11.8s\tremaining: 1m 44s\n", + "200:\tlearn: 0.9821314\ttest: 0.9272265\tbest: 0.9287894 (157)\ttotal: 23.5s\tremaining: 1m 33s\n", + "Stopped by overfitting detector (100 iterations wait)\n", + "\n", + "bestTest = 0.9287894201\n", + "bestIteration = 157\n", + "\n", + "Shrink model to first 158 iterations.\n", + "오차행렬:\n", + " [[915 55]\n", + " [ 85 904]]\n", + "\n", + "정확도: 0.9285\n", + "정밀도: 0.9150\n", + "재현율: 0.9433\n", + "F1: 0.9289\n", + "[11] F1 scores mean: 0.9351092389146076\n", + "Total F1 scores mean: 0.933833193230234\n" + ] + } + ], + "source": [ + "kmodel=KMODEL(dataset_K=11)\n", + "kmodel.modeling_kdata(n_estimators=1000,max_depth=10,learning_rate=0.05,cat_features=cat_features,train_datas=train_datas)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "9af54d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 3612\n", + "1 1659\n", + "dtype: int64" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred=kmodel.predict(test_data)\n", + "pred.value_counts()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/code.ipynb b/code.ipynb deleted file mode 100644 index 3a6eb30..0000000 --- a/code.ipynb +++ /dev/null @@ -1,2235 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1. 데이터 확인\n", - "### 필수 라이브러리" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from sklearn.metrics import (\n", - " accuracy_score,\n", - " confusion_matrix,\n", - " f1_score,\n", - " precision_score,\n", - " recall_score,\n", - ")\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", - "import seaborn as sns\n", - "from sklearn.impute import SimpleImputer\n", - "import scipy.stats as stats\n", - "import statsmodels.api as sm\n", - "import matplotlib.pyplot as plt\n", - "import re" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 데이터셋 읽어오기" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [], - "source": [ - "df_train = pd.read_csv(\"train.csv\") # 학습용 데이터\n", - "df_test = pd.read_csv(\"submission.csv\") # 테스트 데이터(제출 파일의 데이터)" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [], - "source": [ - "# 지역 코드에 따른 지역명 매핑\n", - "region_mapping = {\n", - " \"EU\": [\"LGEAG\", \"LGECZ\", \"LGEFS\", \"LGEDG\", \"LGEHS\", \"LGEMK\", \"LGEIS\", \"LGESC\", \"LGEEH\", \"LGEBN\", \"LGEWR\", \"LGEPL\", \"LGEMA\", \"LGEPT\", \"LGERO\", \"LGEES\", \"LGENO\", \"LGESW\", \"LGEUK\"],\n", - " \"RC\": [\"LGEAK\", \"LGERM\", \"LGERI\", \"LGERA\", \"LGEUR\", \"LGELV\"],\n", - " \"MA\": [\"LGEAS\", \"LGEEG\", \"LGELF\", \"LGESK\", \"LGEMC\", \"LGESA\", \"LGETU\", \"LGEOT\", \"LGEDF\", \"LGEGF\", \"LGEME\", \"LGEAF\", \"LEAO\", \"LGENI\", \"LGETK\", \"LGEAT\", \"LGESJ\", \"LGEEF\", \"LGEYK\", \"LGEIR\"],\n", - " \"AP\": [\"LGEAP\", \"LGEQA\", \"LGETL\", \"LGECH\", \"LGEYT\", \"LGETR\", \"LGETA\", \"LGESY\", \"LGESH\", \"LGEQH\", \"LGEQD\", \"LGEPN\", \"LGENE\", \"LGEKS\", \"LGEHZ\", \"LGEHN\", \"LGEHK\", \"LGEIL\", \"LGEPH\", \"LGEVH\", \"LGEKR\", \"LGESL\", \"LGEIN\", \"LGETH\", \"LGEML\", \"LGETT\", \"LGEJP\"],\n", - " \"NA\": [\"LGECI\", \"LGERS\", \"LGEMX\", \"LGEMS\", \"LGEMM\", \"LGEMR\", \"LGEUS\", \"LGEMU\", \"LGEAI\"],\n", - " \"LA\": [\"LGEAG\", \"LGEBR\", \"LGECL\", \"LGEVZ\", \"LGECB\", \"LGEPS\", \"LGEPR\", \"LGESP\", \"LGEAR\"],\n", - " \"OT\": [\"LGEEB\", \"LGELA\", \"LGEBT\", \"MA\", \"RC\"]\n", - "}\n", - "\n", - "\n", - "def categorize_region(code):\n", - " for region, codes in region_mapping.items():\n", - " if code in codes:\n", - " return region\n", - " return \"ETC\" \n", - "\n", - "df_train['region'] = df_train['response_corporate'].apply(categorize_region)\n", - "df_test['region'] = df_test['response_corporate'].apply(categorize_region)" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "def extract_country(value):\n", - " if not isinstance(value, str):\n", - " value = str(value)\n", - " match = re.search(r'\\/([^\\/]+)$', value)\n", - " if match:\n", - " return match.group(1)\n", - " return None\n", - "\n", - "df_train['customer_country'] = df_train['customer_country'].apply(extract_country)\n", - "df_test['customer_country'] = df_test['customer_country'].apply(extract_country)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2. 데이터 전처리" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "### 결측치 확인" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "bant_submit 0.000000\n", - "customer_country 0.070473\n", - "business_unit 0.000000\n", - "com_reg_ver_win_rate 0.754330\n", - "customer_idx 0.000000\n", - "customer_type 0.741345\n", - "enterprise 0.000000\n", - "historical_existing_cnt 0.768023\n", - "id_strategic_ver 0.941921\n", - "it_strategic_ver 0.981096\n", - "idit_strategic_ver 0.923017\n", - "customer_job 0.315908\n", - "lead_desc_length 0.000000\n", - "inquiry_type 0.015869\n", - "product_category 0.326717\n", - "product_subcategory 0.844264\n", - "product_modelname 0.844365\n", - "customer_country.1 0.016560\n", - "customer_position 0.000000\n", - "response_corporate 0.000000\n", - "expected_timeline 0.520464\n", - "ver_cus 0.000000\n", - "ver_pro 0.000000\n", - "ver_win_rate_x 0.689421\n", - "ver_win_ratio_per_bu 0.741918\n", - "business_area 0.689421\n", - "business_subarea 0.906811\n", - "lead_owner 0.000000\n", - "is_converted 0.000000\n", - "region 0.000000\n", - "dtype: float64\n" - ] - } - ], - "source": [ - "print(df_train.isna().sum()/len(df_train))" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[bant_submit False\n", - " customer_country False\n", - " business_unit False\n", - " com_reg_ver_win_rate True\n", - " customer_idx False\n", - " customer_type True\n", - " enterprise False\n", - " historical_existing_cnt True\n", - " id_strategic_ver True\n", - " it_strategic_ver True\n", - " idit_strategic_ver True\n", - " customer_job False\n", - " lead_desc_length False\n", - " inquiry_type False\n", - " product_category False\n", - " product_subcategory True\n", - " product_modelname True\n", - " customer_country.1 False\n", - " customer_position False\n", - " response_corporate False\n", - " expected_timeline False\n", - " ver_cus False\n", - " ver_pro False\n", - " ver_win_rate_x True\n", - " ver_win_ratio_per_bu True\n", - " business_area True\n", - " business_subarea True\n", - " lead_owner False\n", - " is_converted False\n", - " region False\n", - " dtype: bool]" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[df_train.isna().sum()/len(df_train) > 0.6]" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['com_reg_ver_win_rate', 'customer_type', 'historical_existing_cnt',\n", - " 'id_strategic_ver', 'it_strategic_ver', 'idit_strategic_ver',\n", - " 'product_subcategory', 'product_modelname', 'ver_win_rate_x',\n", - " 'ver_win_ratio_per_bu', 'business_area', 'business_subarea'],\n", - " dtype='object')" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train.columns[df_train.isna().sum()/len(df_train) > 0.6]" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [], - "source": [ - "# 제거 칼럼 \n", - "del_cols = ['customer_country.1','it_strategic_ver', 'id_strategic_ver', 'idit_strategic_ver','product_subcategory', 'product_modelname', 'ver_win_rate_x',\n", - " 'ver_win_ratio_per_bu', 'business_area', 'business_subarea']\n", - "df_train.drop(del_cols, axis=1, inplace=True)\n", - "df_test.drop(del_cols, axis=1, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [], - "source": [ - "# target('is_converted')의 분포 확인\n", - "target_distribution = df_train['is_converted'].value_counts()\n", - "min_samples = target_distribution.min()" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [], - "source": [ - "# 언더 샘플링\n", - "\n", - "df_train_balanced = pd.concat([\n", - " df_train[df_train['is_converted'] == True].sample(min_samples, random_state=42),\n", - " df_train[df_train['is_converted'] == False].sample(min_samples, random_state=42)\n", - "], ignore_index=True)\n", - "\n", - "#from imblearn.under_sampling import NeighbourhoodCleaningRule\n", - "\n", - "# NeighbourhoodCleaningRule 객체 생성\n", - "#ncr = NeighbourhoodCleaningRule()\n", - "\n", - "# 다운 샘플링할 데이터와 해당 데이터의 레이블을 설정\n", - "#X_train = df_train.drop('is_converted', axis=1)\n", - "#y_train = df_train['is_converted']\n", - "\n", - "# NeighbourhoodCleaningRule을 사용하여 다운 샘플링 적용\n", - "#X_train_resampled, y_train_resampled = ncr.fit_resample(X_train, y_train)\n", - "\n", - "# 샘플링된 데이터로 DataFrame 생성\n", - "#df_train_balanced = pd.DataFrame(X_train_resampled, columns=X_train.columns)\n", - "#df_train_balanced['is_converted'] = y_train_resampled\n" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True 4850\n", - "False 4850\n", - "Name: is_converted, dtype: int64" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_train_balanced['is_converted'].value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [], - "source": [ - "df_train = df_train_balanced" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [], - "source": [ - "# 수치형 및 범주형 칼럼 리스트를 정의\n", - "numeric_columns = df_train.select_dtypes(include=[np.number]).columns.tolist()\n", - "categorical_columns = df_train.select_dtypes(exclude=[np.number]).columns.tolist()" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [], - "source": [ - "# 결측치 처리\n", - "numeric_imputer = SimpleImputer(strategy='mean')\n", - "categorical_imputer = SimpleImputer(strategy='most_frequent')\n", - "\n", - "df_train[numeric_columns] = numeric_imputer.fit_transform(df_train[numeric_columns])\n", - "df_test[numeric_columns] = numeric_imputer.transform(df_test[numeric_columns])\n", - "\n", - "df_train[categorical_columns] = categorical_imputer.fit_transform(df_train[categorical_columns])\n", - "df_test[categorical_columns] = categorical_imputer.transform(df_test[categorical_columns])" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [], - "source": [ - "# 범주형 데이터 레이블 인코딩\n", - "def label_encoding(series: pd.Series) -> pd.Series:\n", - " \"\"\"범주형 데이터를 시리즈 형태로 받아 숫자형 데이터로 변환합니다.\"\"\"\n", - " my_dict = {}\n", - " series = series.astype(str)\n", - " for idx, value in enumerate(sorted(series.unique())):\n", - " my_dict[value] = idx\n", - " series = series.map(my_dict)\n", - " return series" - ] - }, - { - "cell_type": "code", - "execution_count": 169, - "metadata": {}, - "outputs": [], - "source": [ - "# 레이블 인코딩할 칼럼들\n", - "#label_columns = [\n", - "# \"customer_country\",\n", - "# \"business_unit\",\n", - "# \"enterprise\",\n", - "# \"customer_job\",\n", - "# \"inquiry_type\",\n", - "# \"product_category\",\n", - "# \"customer_position\",\n", - "# \"response_corporate\",\n", - "# \"expected_timeline\",\n", - "#]\n", - "\n", - "#df_all = pd.concat([train[label_columns], test[label_columns]])\n", - "\n", - "#for col in label_columns:\n", - "# test[col] = label_encoding(test[col])" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [], - "source": [ - "for col in categorical_columns:\n", - " df_train[col] = label_encoding(df_train[col])\n", - " df_test[col] = label_encoding(df_test[col])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "학습 데이터와 제출 데이터 분리" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "# 수치형 데이터 스케일링\n", - "scaler = StandardScaler()\n", - "df_train[numeric_columns] = scaler.fit_transform(df_train[numeric_columns])\n", - "df_test[numeric_columns] = scaler.transform(df_test[numeric_columns])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2-2. 학습, 검증 데이터 분리" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [], - "source": [ - "x_train, x_val, y_train, y_val = train_test_split(\n", - " df_train.drop(\"is_converted\", axis=1),\n", - " df_train[\"is_converted\"],\n", - " test_size=0.2,\n", - " shuffle=True,\n", - " random_state=42,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7766 7766\n", - "1 3883\n", - "0 3883\n", - "Name: is_converted, dtype: int64\n" - ] - } - ], - "source": [ - "# 오버 샘플링\n", - "#from imblearn.over_sampling import ADASYN\n", - "#adasyn = ADASYN(random_state=42)\n", - "#x_train_oversampled, y_train_oversampled = adasyn.fit_resample(x_train, y_train)\n", - "#print(len(x_train_oversampled), len(y_train_oversampled))\n", - "#print(y_train_oversampled.value_counts())\n", - "from imblearn.over_sampling import BorderlineSMOTE\n", - "smote = BorderlineSMOTE(random_state=42)\n", - "x_train_smote, y_train_smote = smote.fit_resample(x_train, y_train)\n", - "print(len(x_train_smote), len(y_train_smote))\n", - "print(y_train_smote.value_counts())\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3. 모델 학습\n", - "### 모델 정의" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.svm import SVC\n", - "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n", - "from sklearn.model_selection import train_test_split\n", - "from lightgbm import LGBMClassifier\n", - "from xgboost import XGBClassifier\n", - "from catboost import CatBoostClassifier\n", - "from mlxtend.classifier import StackingClassifier" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "#model = DecisionTreeClassifier(class_weight='balanced')" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [], - "source": [ - "# PyCaret을 사용하여 모델 튜닝, 블렌딩 및 예측 수행\n", - "from pycaret.classification import *" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", 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 DescriptionValue
0Session id255
1Targetis_converted
2Target typeBinary
3Original data shape(9700, 20)
4Transformed data shape(9700, 20)
5Transformed train set shape(6790, 20)
6Transformed test set shape(2910, 20)
7Ignore features1
8Numeric features19
9PreprocessTrue
10Imputation typesimple
11Numeric imputationmean
12Categorical imputationmode
13Fold GeneratorStratifiedKFold
14Fold Number10
15CPU Jobs-1
16Use GPUFalse
17Log ExperimentFalse
18Experiment Nameclf-default-name
19USIba2b
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "exp_clf = setup(data=df_train, target='is_converted', ignore_features=['customer_id'])" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 ModelAccuracyAUCRecallPrec.F1KappaMCCTT (Sec)
lightgbmLight Gradient Boosting Machine0.92060.97860.92400.91800.92080.84120.84170.2030
xgboostExtreme Gradient Boosting0.91560.97670.91580.91580.91560.83120.83160.0800
catboostCatBoost Classifier0.91440.97740.90810.91980.91380.82890.82921.8380
rfRandom Forest Classifier0.90910.97440.89990.91700.90810.81830.81870.1900
etExtra Trees Classifier0.89470.96160.88950.89900.89410.78940.78970.1700
gbcGradient Boosting Classifier0.89540.96770.87810.90980.89340.79090.79170.2440
dtDecision Tree Classifier0.87160.87160.88070.86520.87280.74320.74360.0160
adaAda Boost Classifier0.86580.94720.84510.88240.86300.73170.73290.0840
knnK Neighbors Classifier0.69790.76980.71670.69110.70350.39590.39630.0230
qdaQuadratic Discriminant Analysis0.70970.79830.60290.76720.67470.41940.42980.0110
lrLogistic Regression0.68200.75160.63420.70180.66610.36410.36600.0980
ridgeRidge Classifier0.67380.00000.61650.69670.65400.34760.35010.0100
ldaLinear Discriminant Analysis0.67380.74510.61650.69670.65400.34760.35010.0110
nbNaive Bayes0.63250.71790.48780.68670.56990.26510.27710.0110
svmSVM - Linear Kernel0.57440.00000.61670.62940.54350.14850.19450.0310
dummyDummy Classifier0.49930.50000.50000.24960.33300.00000.00000.0080
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 모델 생성 및 비교\n", - "top4 = compare_models(sort='F1', n_select=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0,\n", - " importance_type='split', learning_rate=0.1, max_depth=-1,\n", - " min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0,\n", - " n_estimators=100, n_jobs=-1, num_leaves=31, objective=None,\n", - " random_state=255, reg_alpha=0.0, reg_lambda=0.0, subsample=1.0,\n", - " subsample_for_bin=200000, subsample_freq=0), XGBClassifier(base_score=None, booster='gbtree', callbacks=None,\n", - " colsample_bylevel=None, colsample_bynode=None,\n", - " colsample_bytree=None, device='cpu', early_stopping_rounds=None,\n", - " enable_categorical=False, eval_metric=None, feature_types=None,\n", - " gamma=None, grow_policy=None, importance_type=None,\n", - " interaction_constraints=None, learning_rate=None, max_bin=None,\n", - " max_cat_threshold=None, max_cat_to_onehot=None,\n", - " max_delta_step=None, max_depth=None, max_leaves=None,\n", - " min_child_weight=None, missing=nan, monotone_constraints=None,\n", - " multi_strategy=None, n_estimators=None, n_jobs=-1,\n", - " num_parallel_tree=None, objective='binary:logistic', ...), , RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n", - " criterion='gini', max_depth=None, max_features='sqrt',\n", - " max_leaf_nodes=None, max_samples=None,\n", - " min_impurity_decrease=0.0, min_samples_leaf=1,\n", - " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", - " n_estimators=100, n_jobs=-1, oob_score=False,\n", - " random_state=255, verbose=0, warm_start=False)]\n" - ] - } - ], - "source": [ - "print(top4)" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.92190.97680.92940.91590.92260.84390.8440
10.92640.97920.93530.91910.92710.85270.8529
20.92050.98340.92060.92060.92060.84090.8409
30.91020.97320.90590.91390.90990.82030.8204
40.93080.98190.92350.93730.93040.86160.8617
50.94990.98490.96760.93450.95070.89990.9004
60.89990.96960.92040.88390.90170.79970.8004
70.91310.97220.92630.90230.91410.82620.8265
80.91160.97680.92040.90430.91230.82330.8234
90.90870.97140.90270.91340.90800.81740.8174
Mean0.91930.97690.92520.91450.91970.83860.8388
Std0.01340.00510.01690.01470.01340.02680.0268
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.86300.97350.99710.78650.87940.72600.7536
10.87630.97640.98820.80770.88890.75250.7721
20.88220.98050.99410.81250.89420.76430.7842
30.86890.96740.97940.80240.88210.73780.7565
40.90430.98160.97940.85170.91110.80850.8178
50.86160.98210.98820.78820.87700.72320.7476
60.84090.96490.98820.76310.86120.68200.7137
70.85420.97350.99120.77780.87160.70850.7367
80.85270.97210.98820.77730.87010.70560.7330
90.88370.97230.97640.82340.89340.76740.7809
Mean0.86880.97440.98700.79910.88290.73760.7596
Std0.01750.00550.00630.02470.01370.03490.0285
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", - "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" - ] - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.89100.96900.90290.88220.89240.78200.7822
10.89690.97020.90590.89020.89800.79380.7939
20.92050.97880.91760.92310.92040.84090.8410
30.88070.95820.86180.89600.87860.76140.7620
40.92640.97560.90590.94480.92490.85270.8535
50.92490.97960.94690.90680.92640.84980.8506
60.87630.96110.87610.87610.87610.75260.7526
70.89400.97010.87910.90580.89220.78790.7883
80.89690.97450.91450.88320.89860.79380.7943
90.88220.96390.85550.90340.87880.76430.7654
Mean0.89900.97010.89660.90120.89860.79790.7984
Std0.01760.00690.02670.01970.01820.03530.0353
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", - "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" - ] - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.87040.95720.86760.87280.87020.74080.7408
10.88810.96350.87650.89760.88690.77610.7764
20.87780.96480.85590.89540.87520.75550.7563
30.87040.95010.83240.90130.86540.74080.7430
40.89540.96460.85590.92970.89130.79090.7934
50.90570.97020.90560.90560.90560.81150.8115
60.88220.94910.86430.89600.87990.76430.7648
70.87330.95750.84960.89160.87010.74670.7475
80.89250.96510.90860.88000.89400.78500.7854
90.87190.95080.82010.91450.86470.74370.7477
Mean0.88280.95930.86360.89840.88030.76550.7667
Std0.01160.00710.02680.01530.01300.02320.0229
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", - "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" - ] - } - ], - "source": [ - "# 모델 튜닝\n", - "tuned_top4 = [tune_model(i) for i in top4]" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Initiated. . . . . . . . . . . . . . . . . .01:13:10
Status. . . . . . . . . . . . . . . . . .Compiling Estimators
Estimator. . . . . . . . . . . . . . . . . .Compiling Library
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.92190.98140.92650.91840.92240.84390.8439
10.91900.98070.91760.92040.91900.83800.8380
20.93230.98520.92940.93490.93220.86450.8645
30.90430.97310.89710.91040.90370.80850.8086
40.93960.98260.92060.95720.93850.87920.8799
50.94700.98880.95870.93660.94750.89400.8942
60.91020.97430.91450.90640.91040.82030.8204
70.92490.98000.91740.93110.92420.84980.8499
80.91310.97880.93510.89550.91490.82620.8270
90.90570.97460.88790.92050.90390.81150.8120
Mean0.92180.98000.92050.92310.92170.84360.8438
Std0.01360.00470.01860.01670.01370.02720.0272
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "blender_top4 = blend_models(estimator_list=tuned_top4)" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 ModelAccuracyAUCRecallPrec.F1KappaMCC
0Voting Classifier0.84000.94080.72730.77420.75000.63250.6332
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "final_model = finalize_model(blender_top4)\n", - "prediction = predict_model(final_model, data=df_test.iloc[-100:])" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'check_metric' from 'pycaret.utils' (c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pycaret\\utils\\__init__.py)", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[99], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpycaret\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m check_metric\n\u001b[0;32m 2\u001b[0m check_metric(prediction[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mis_converted\u001b[39m\u001b[38;5;124m'\u001b[39m], prediction[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLabel\u001b[39m\u001b[38;5;124m'\u001b[39m], metric \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mF1\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[1;31mImportError\u001b[0m: cannot import name 'check_metric' from 'pycaret.utils' (c:\\Users\\happy\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pycaret\\utils\\__init__.py)" - ] - } - ], - "source": [ - "from pycaret.utils import check_metric\n", - "check_metric(prediction['is_converted'], prediction['Label'], metric = 'F1')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 모델 학습" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
DecisionTreeClassifier(class_weight='balanced')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "DecisionTreeClassifier(class_weight='balanced')" - ] - }, - "execution_count": 140, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#model.fit(x_train.fillna(0), y_train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 모델 성능 보기" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [], - "source": [ - "def get_clf_eval(y_test, y_pred=None):\n", - " confusion = confusion_matrix(y_test, y_pred, labels=[True, False])\n", - " accuracy = accuracy_score(y_test, y_pred)\n", - " precision = precision_score(y_test, y_pred, labels=[True, False])\n", - " recall = recall_score(y_test, y_pred)\n", - " F1 = f1_score(y_test, y_pred, labels=[True, False])\n", - "\n", - " print(\"오차행렬:\\n\", confusion)\n", - " print(\"\\n정확도: {:.4f}\".format(accuracy))\n", - " print(\"정밀도: {:.4f}\".format(precision))\n", - " print(\"재현율: {:.4f}\".format(recall))\n", - " print(\"F1: {:.4f}\".format(F1))" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "오차행렬:\n", - " [[964 9]\n", - " [ 12 955]]\n", - "\n", - "정확도: 0.9892\n", - "정밀도: 0.9877\n", - "재현율: 0.9908\n", - "F1: 0.9892\n" - ] - } - ], - "source": [ - "pred = final_model.predict(x_val.fillna(0))\n", - "get_clf_eval(y_val, pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 4. 제출하기" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 테스트 데이터 예측" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [], - "source": [ - "# 예측에 필요한 데이터 분리\n", - "x_test = df_test.drop([\"is_converted\", \"id\"], axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1475" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test_pred = final_model.predict(x_test.fillna(0))\n", - "sum(test_pred) # True로 예측된 개수" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 제출파일 작성" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "# 제출 데이터 읽어오기 (df_test는 전처리된 데이터가 저장됨)\n", - "df_sub = pd.read_csv(\"submission.csv\")\n", - "df_sub[\"is_converted\"] = test_pred\n", - "\n", - "# 제출 파일 저장\n", - "df_sub.to_csv(\"submission.csv\", index=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 우측 상단의 제출 버튼을 클릭해 결과를 확인하세요" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From c36330c4b92aaecb5388f57c484cec05d067d554 Mon Sep 17 00:00:00 2001 From: Kim hajeong Date: Sun, 25 Feb 2024 20:39:23 +0900 Subject: [PATCH 4/5] =?UTF-8?q?[add]=20permitted=20=ED=8C=8C=EC=9D=BC=20?= =?UTF-8?q?=EC=B6=94=EA=B0=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- permitted.json | 128 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 128 insertions(+) create mode 100644 permitted.json diff --git a/permitted.json b/permitted.json new file mode 100644 index 0000000..9adf558 --- /dev/null +++ b/permitted.json @@ -0,0 +1,128 @@ +{ + "customer_job":{"engin":"EN", "administr":"AD", "educ":"ED", "sale":"SA", "inform":"IF", "oper":"OP", "purchas":"PA", "art":"AT", "busi":"BS", "manag":"MA", "dump_key":"OT", "technolog":"TC", "develop":"DV", "consult":"CS", "media":"ME"}, + + "product_category":{"signag":"SG", "board":"BD", "multi-split":"MS", "single-split":"SS", "tv":"TV", "vrf":"VR", "dump_key":["DB","VR","SG","SS","MS","TV","IT","DT","VI","IT","DT","VI","WL","LD","SE"], "interact":"IT", "digit":"DT","video":"VI","wall":"WL","led":"LD","seri":"SE"}, + + "customer_country":{"india":"AP", "brazil":"LA", "unitedstates":"NA", "mexico":"LA", "philippines":"AP", "colombia":"LA", "u.a.e":"NA", "unitedkingdom":"EU", "saudiarabia":"OT", "chile":"LA", "italy":"EU", + "peru":"LA", "germany":"EU", "poland":"EU", "egypt":"OT", "vietnam":"AP"}, + + "region":{ + "LGEAG": "LA", + "LGECZ": "EU", + "LGEFS": "EU", + "LGEDG": "EU", + "LGEHS": "EU", + "LGEMK": "EU", + "LGEIS": "EU", + "LGESC": "EU", + "LGEEH": "EU", + "LGEBN": "EU", + "LGEWR": "EU", + "LGEPL": "EU", + "LGEMA": "EU", + "LGEPT": "EU", + "LGERO": "EU", + "LGEES": "EU", + "LGENO": "EU", + "LGESW": "EU", + "LGEUK": "EU", + "LGEAK": "OT", + "LGERM": "OT", + "LGERI": "OT", + "LGERA": "OT", + "LGEUR": "OT", + "LGELV": "OT", + "LGEAS": "OT", + "LGEEG": "OT", + "LGELF": "OT", + "LGESK": "OT", + "LGEMC": "OT", + "LGESA": "OT", + "LGETU": "OT", + "LGEOT": "OT", + "LGEDF": "OT", + "LGEGF": "OT", + "LGEME": "OT", + "LGEAF": "OT", + "LGEAO": "OT", + "LGENI": "OT", + "LGETK": "OT", + "LGEAT": "OT", + "LGESJ": "OT", + "LGEEF": "OT", + "LGEYK": "OT", + "LGEIR": "OT", + "LGEEB": "OT", + "LGELA": "OT", + "LGEBT": "OT", + "LGEAP": "AP", + "LGEQA": "AP", + "LGETL": "AP", + "LGECH": "AP", + "LGEYT": "AP", + "LGETR": "AP", + "LGETA": "AP", + "LGESY": "AP", + "LGESH": "AP", + "LGEQH": "AP", + "LGEQD": "AP", + "LGEPN": "AP", + "LGENE": "AP", + "LGEKS": "AP", + "LGEHZ": "AP", + "LGEHN": "AP", + "LGEHK": "AP", + "LGEIL": "AP", + "LGEPH": "AP", + "LGEVH": "AP", + "LGEKR": "AP", + "LGESL": "AP", + "LGEIN": "AP", + "LGETH": "AP", + "LGEML": "AP", + "LGETT": "AP", + "LGEJP": "AP", + "LGECI": "NA", + "LGERS": "NA", + "LGEMX": "NA", + "LGEMS": "NA", + "LGEMM": "NA", + "LGEMR": "NA", + "LGEUS": "NA", + "LGEMU": "NA", + "LGEAI": "NA", + "LGEBR": "LA", + "LGECL": "LA", + "LGEVZ": "LA", + "LGECB": "LA", + "LGEPS": "LA", + "LGEPR": "LA", + "LGESP": "LA", + "LGEAR": "LA" + }, + + "inquiry_type":{"quotation":"QP", "purchase":"QP", "sales":"SA"}, + + "customer_position":{"none":"NO", "manager":"MA", "founder":"FD", "director":"DR", "entry":"EN", "analyst":"AN", "partner":"PA", "level":"LV", "execut":"EX", "c-level":"CL", "traine":"TR", "presid":"PR", "vice":"VI", "intern":"IN"}, + + "values":{ + "customer_country":["AP", "LA", "NA", "EU", "OT"], + "business_unit":["ID", "AS", "ETC"], + "customer_job":["OT", "EN", "AD", "ED", "SA", "PA", "OP", "IF", "AT", "BS", "MA"], + "inquiry_type":["QP", "SA", "OT"], + "product_category":["OT", "SG", "VR", "MS", "SS", "TV"], + "customer_position":["NO", "OT", "MA", "FD", "DR", "AN", "PA", "EN"], + "response_corporate":["AP", "LA", "NA", "EU", "OT"] + }, + "response_corporate":{"LGEIL":1, "LGESP":1, "LGEUS":1, "LGEMS":1, "LGEPH":1, "LGEGF":1, "LGECB":1, "LGEUK":1, "LGESJ":1, "LGECL":1, "dump_key":1}, + "business_area":"dump_value", + "enterprise":"dump_value", + "business_unit":"dump_value", + + "com_reg_ver_win_rate":{"india":0.0539286750418902, "brazil":0.0418774179385441, "unitedstates":0.4620120145427204, "mexico":0.0659017598144631, "philippines":0.0659324260294476, "colombia":0.0556970117673392, + "u.a.e":0.0607303305085424, "unitedkingdom":0.0317933010020193, "saudiarabia":0.0511754957742735, "chile":0.0469397451454499, "italy":0.0273325810793504, "peru":0.0489863443246679, "germany":0.0415243385139252, + "poland":0.0378620229771952, "egypt":0.0508053866664325, "vietnam":0.11723553871619818, "OT":0.0740600101966628}, + "customer_type":{"endcustomer":"EC", "specifier/influencer":"SI", "channelpartner":"CP", "dump_key":"OT"}, + "expected_timeline":{"lessthan3months":"L3", "3months~6months":"36", "morethanayear":"MY", "9months~1year":"91", "6months~9months":"69", "dump_key":"OT"} +} + From aaaaa4c64475ce058b456c191cd422d9b86bdb45 Mon Sep 17 00:00:00 2001 From: Kim hajeong Date: Sun, 25 Feb 2024 20:39:54 +0900 Subject: [PATCH 5/5] =?UTF-8?q?[fix]=20=EC=96=B4=EA=B0=84=20=EC=B6=94?= =?UTF-8?q?=EC=B6=9C=20=EC=BD=94=EB=93=9C=20=EC=88=98=EC=A0=95?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- code(1).ipynb | 193 ++++++++++++++++++++++++++++---------------------- 1 file changed, 109 insertions(+), 84 deletions(-) diff --git a/code(1).ipynb b/code(1).ipynb index bc6ff63..8bfdcf9 100644 --- a/code(1).ipynb +++ b/code(1).ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 354, + "execution_count": 1, "id": "d9c2971d", "metadata": {}, "outputs": [ @@ -24,7 +24,7 @@ "True" ] }, - "execution_count": 354, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 355, + "execution_count": 2, "id": "c9bf30de", "metadata": {}, "outputs": [], @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 356, + "execution_count": 3, "id": "735b50d0", "metadata": {}, "outputs": [], @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 357, + "execution_count": 4, "id": "af1dc99b", "metadata": {}, "outputs": [], @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 358, + "execution_count": 5, "id": "8ee07045", "metadata": {}, "outputs": [ @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 6, "id": "8c96acdc", "metadata": {}, "outputs": [], @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 360, + "execution_count": 7, "id": "4328e1d8", "metadata": {}, "outputs": [], @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 8, "id": "2597e0d5", "metadata": {}, "outputs": [], @@ -248,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 9, "id": "3b1503b1", "metadata": {}, "outputs": [ @@ -275,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 10, "id": "f11278d9", "metadata": {}, "outputs": [], @@ -290,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 11, "id": "653067ff", "metadata": {}, "outputs": [ @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 365, + "execution_count": 12, "id": "fdf19be8", "metadata": {}, "outputs": [], @@ -338,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 13, "id": "dc728ce0", "metadata": {}, "outputs": [ @@ -365,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 14, "id": "76561af9", "metadata": {}, "outputs": [], @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 368, + "execution_count": 15, "id": "5d16be9e", "metadata": {}, "outputs": [ @@ -407,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 369, + "execution_count": 16, "id": "13e252cc", "metadata": {}, "outputs": [ @@ -431,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 17, "id": "0adb592e", "metadata": {}, "outputs": [], @@ -449,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 18, "id": "36069835", "metadata": {}, "outputs": [ @@ -473,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 19, "id": "0b5ba423", "metadata": {}, "outputs": [], @@ -493,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 373, + "execution_count": 20, "id": "cb04375f", "metadata": {}, "outputs": [ @@ -526,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 21, "id": "09f2c5f0", "metadata": {}, "outputs": [ @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 22, "id": "56f3ee7b", "metadata": {}, "outputs": [ @@ -586,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 23, "id": "c9a83af6", "metadata": {}, "outputs": [], @@ -603,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 377, + "execution_count": 24, "id": "14fc77d4", "metadata": {}, "outputs": [], @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 25, "id": "27f7ec53", "metadata": {}, "outputs": [ @@ -659,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 379, + "execution_count": 26, "id": "f13fe90c", "metadata": {}, "outputs": [ @@ -678,7 +678,7 @@ "True" ] }, - "execution_count": 379, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -690,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 380, + "execution_count": 27, "id": "788c66a1", "metadata": {}, "outputs": [ @@ -698,49 +698,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "customer_job 상위 10개 어간:\n", - "engineering\n", + "customer_job 상위 15개 어간:\n", + "engin\n", "other\n", - "administrative\n", + "administr\n", "and\n", - "education\n", - "sales\n", - "operations\n", - "purchasing\n", - "information\n", - "technology\n", - "development\n", - "business\n", - "management\n", - "consulting\n", - "design\n" + "educ\n", + "sale\n", + "oper\n", + "purchas\n", + "technolog\n", + "inform\n", + "art\n", + "develop\n", + "busi\n", + "manag\n", + "consult\n" ] } ], "source": [ "from collections import Counter\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "# PorterStemmer 객체 생성\n", + "porter = PorterStemmer()\n", "\n", "# train 데이터에서 customer_job 컬럼 안의 데이터에서 어간 추출\n", "all_words = []\n", - "for position in train_process['customer_job']:\n", - " if isinstance(position, str):\n", - " all_words.extend(position.split())\n", + "for job in train_process['customer_job']:\n", + " if isinstance(job, str):\n", + " # 문장을 단어로 토큰화하여 어간 추출 후 리스트에 추가\n", + " all_words.extend([porter.stem(word) for word in word_tokenize(job)])\n", "\n", "# 어간 빈도 계산\n", "word_freq = Counter(all_words)\n", "\n", - "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", + "# 가장 많은 빈도를 보이는 상위 15개의 어간 추출\n", "top_10_words_customer_job = [word for word, _ in word_freq.most_common(15)]\n", "\n", - "# 출력\n", - "print(\"customer_job 상위 10개 어간:\")\n", + "print(\"customer_job 상위 15개 어간:\")\n", "for word in top_10_words_customer_job:\n", " print(word)" ] }, { "cell_type": "code", - "execution_count": 381, + "execution_count": 28, "id": "19e23ecb", "metadata": {}, "outputs": [], @@ -763,13 +768,13 @@ }, { "cell_type": "code", - "execution_count": 382, - "id": "16becbd2", + "execution_count": 29, + "id": "6ae38b71", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -797,7 +802,7 @@ }, { "cell_type": "code", - "execution_count": 383, + "execution_count": 30, "id": "a89e1ff7", "metadata": {}, "outputs": [ @@ -805,44 +810,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "product_category 상위 10개 어간:\n", - "signage\n", - "interactive\n", - "digital\n", + "product_category 상위 15개 어간:\n", + "signag\n", + "interact\n", + "digit\n", "board\n", "vrf\n", "multi-split\n", "video\n", "wall\n", - "etc.\n", - "led\n" + ".\n", + "etc\n", + "led\n", + "single-split\n", + "tv\n", + ":\n", + "seri\n" ] } ], "source": [ "from collections import Counter\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "# PorterStemmer 객체 생성\n", + "porter = PorterStemmer()\n", "\n", "# train 데이터에서 product_category 컬럼 안의 데이터에서 어간 추출\n", "all_words = []\n", - "for position in train_process['product_category']:\n", - " if isinstance(position, str):\n", - " all_words.extend(position.split())\n", + "for product in train_process['product_category']:\n", + " if isinstance(product, str):\n", + " # 문장을 단어로 토큰화하여 어간 추출 후 리스트에 추가\n", + " all_words.extend([porter.stem(word) for word in word_tokenize(product)])\n", "\n", "# 어간 빈도 계산\n", "word_freq = Counter(all_words)\n", "\n", - "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", - "top_10_words_product_category = [word for word, _ in word_freq.most_common(10)]\n", + "# 가장 많은 빈도를 보이는 상위 15개의 어간 추출\n", + "top_10_words_product_category = [word for word, _ in word_freq.most_common(15)]\n", "\n", - "# 출력\n", - "print(\"product_category 상위 10개 어간:\")\n", + "print(\"product_category 상위 15개 어간:\")\n", "for word in top_10_words_product_category:\n", " print(word)" ] }, { "cell_type": "code", - "execution_count": 384, + "execution_count": 31, "id": "c9baeace", "metadata": {}, "outputs": [], @@ -874,13 +889,13 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 32, "id": "7115415e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -908,7 +923,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 33, "id": "e7870968", "metadata": {}, "outputs": [ @@ -916,44 +931,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "상위 10개 어간:\n", + "customer_position 상위 15개 어간:\n", "none\n", - "manager\n", - "ceo/founder\n", + "manag\n", + "ceo/found\n", "other\n", "director\n", "associate/analyst\n", "partner\n", - "entry\n", + "entri\n", "level\n", - "others\n" + "execut\n", + "c-level\n", + "traine\n", + "presid\n", + "vice\n", + "intern\n" ] } ], "source": [ "from collections import Counter\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "# PorterStemmer 객체 생성\n", + "porter = PorterStemmer()\n", "\n", "# train 데이터에서 customer_position 컬럼 안의 데이터에서 어간 추출\n", "all_words = []\n", "for position in train_process['customer_position']:\n", " if isinstance(position, str):\n", - " all_words.extend(position.split())\n", + " # 문장을 단어로 토큰화하여 어간 추출 후 리스트에 추가\n", + " all_words.extend([porter.stem(word) for word in word_tokenize(position)])\n", "\n", "# 어간 빈도 계산\n", "word_freq = Counter(all_words)\n", "\n", - "# 가장 많은 빈도를 보이는 상위 10개의 어간 추출\n", - "top_10_words_customer_position = [word for word, _ in word_freq.most_common(10)]\n", + "# 가장 많은 빈도를 보이는 상위 15개의 어간 추출\n", + "top_10_words_customer_position = [word for word, _ in word_freq.most_common(15)]\n", "\n", - "# 출력\n", - "print(\"customer position 상위 10개 어간:\")\n", + "print(\"customer_position 상위 15개 어간:\")\n", "for word in top_10_words_customer_position:\n", " print(word)" ] }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 34, "id": "e576c82d", "metadata": {}, "outputs": [], @@ -974,13 +999,13 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 35, "id": "c973d825", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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