analayse.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                business_id  phone_number  \\\n",
      "0     0x403081dbc3666445:0x7abc1bdfb4bd1dff  9.941260e+11   \n",
      "1     0x403085547b01239f:0x7f198090f0c34e8d  9.941256e+11   \n",
      "2     0x403085c4e3d28fe5:0x48bb9eed91395ec7           NaN   \n",
      "3     0x40308529040c419f:0x82b53faacffd0598  9.941250e+11   \n",
      "4     0x403085c5c53e51a7:0x523d1f5e483f8bf0           NaN   \n",
      "...                                     ...           ...   \n",
      "5019  0x40307d002743f3bb:0x4e0b8f8a9cb51a7d           NaN   \n",
      "5020  0x40307d747a46272d:0xae1da0150f2ad206  9.945535e+11   \n",
      "5021  0x40307db267672c9f:0xf9ab220e599938b4  9.945029e+11   \n",
      "5022  0x40307d38c171810b:0x712ad37870d43b0e  9.947777e+11   \n",
      "5023  0x40308fd968e02fab:0x302aa9fcf7990757           NaN   \n",
      "\n",
      "                                  name  \\\n",
      "0          Kapital Bank ATM (Bankomat)   \n",
      "1           Expressbank ATM (Bankomat)   \n",
      "2     Azərbaycan Beynelxalq Bank (ATM)   \n",
      "3           Yelo Bank - ATM - Bankomat   \n",
      "4                     Kapital Bank ATM   \n",
      "...                                ...   \n",
      "5019                    Seyri Restoran   \n",
      "5020                    Icon de Louvre   \n",
      "5021        Pasifico Lounge and Dining   \n",
      "5022                Qr code Azerbaijan   \n",
      "5023                          Restoran   \n",
      "\n",
      "                                           full_address   latitude  longitude  \\\n",
      "0     Kapital Bank ATM (Bankomat), Abşeron rayonu, Q...  40.407035  49.712947   \n",
      "1     Expressbank ATM (Bankomat), Xırdalan, MD 23, k...  40.445357  49.728128   \n",
      "2     Azərbaycan Beynelxalq Bank (ATM), 3 Hasi Aslan...  40.454472  49.745076   \n",
      "3     Yelo Bank - ATM - Bankomat, 7/11 M.Hüseynzadə,...  40.456623  49.741645   \n",
      "4     Kapital Bank ATM, Xırdalan şəhəri, Mehdi Hüsey...  40.455749  49.740418   \n",
      "...                                                 ...        ...        ...   \n",
      "5019  Seyri Restoran, 25 Mirzabala Ahmadzada, Baku, ...  40.401441  49.870313   \n",
      "5020  Icon de Louvre, 80D Academician Hasan Aliyev S...  40.401328  49.845562   \n",
      "5021  Pasifico Lounge and Dining, Seaside Boulevard,...  40.369662  49.845494   \n",
      "5022  Qr code Azerbaijan, Abdulazal Damirchi Zadeh S...  40.394431  49.858422   \n",
      "5023  FQR2+H26 Restoran, Qurtulush 93, Masazir, Azer...  40.491418  49.750001   \n",
      "\n",
      "      review_count  rating   timezone                      website  ...  \\\n",
      "0              1.0     5.0  Asia/Baku                          NaN  ...   \n",
      "1              NaN     NaN  Asia/Baku  https://www.expressbank.az/  ...   \n",
      "2              4.0     4.5  Asia/Baku                          NaN  ...   \n",
      "3              1.0     1.0  Asia/Baku         https://www.yelo.az/  ...   \n",
      "4              2.0     2.5  Asia/Baku                          NaN  ...   \n",
      "...            ...     ...        ...                          ...  ...   \n",
      "5019           3.0     3.7  Asia/Baku                          NaN  ...   \n",
      "5020          15.0     4.5  Asia/Baku                          NaN  ...   \n",
      "5021         155.0     3.5  Asia/Baku          http://pasifico.az/  ...   \n",
      "5022           2.0     4.5  Asia/Baku                          NaN  ...   \n",
      "5023           NaN     NaN  Asia/Baku                          NaN  ...   \n",
      "\n",
      "             Friday       Saturday         Sunday         Monday  \\\n",
      "0     Open 24 hours  Open 24 hours  Open 24 hours  Open 24 hours   \n",
      "1     Open 24 hours  Open 24 hours  Open 24 hours  Open 24 hours   \n",
      "2     Open 24 hours  Open 24 hours  Open 24 hours  Open 24 hours   \n",
      "3     Open 24 hours  Open 24 hours  Open 24 hours  Open 24 hours   \n",
      "4     Open 24 hours  Open 24 hours  Open 24 hours  Open 24 hours   \n",
      "...             ...            ...            ...            ...   \n",
      "5019     12 AM–2 PM    11 PM–12 AM     12 AM–2 PM     12 AM–2 PM   \n",
      "5020     12 PM–6 AM     12 PM–6 AM     12 PM–6 AM     12 PM–6 AM   \n",
      "5021      6 PM–6 AM      6 PM–6 AM     6 PM–12 AM     4 PM–12 AM   \n",
      "5022            NaN            NaN            NaN            NaN   \n",
      "5023            NaN            NaN            NaN            NaN   \n",
      "\n",
      "            Tuesday      Wednesday       Thursday                   city  \\\n",
      "0     Open 24 hours  Open 24 hours  Open 24 hours       Qobu, Azerbaijan   \n",
      "1     Open 24 hours  Open 24 hours  Open 24 hours  Khirdalan, Azerbaijan   \n",
      "2     Open 24 hours  Open 24 hours  Open 24 hours       Baku, Azerbaijan   \n",
      "3     Open 24 hours  Open 24 hours  Open 24 hours       Baku, Azerbaijan   \n",
      "4     Open 24 hours  Open 24 hours  Open 24 hours  Khirdalan, Azerbaijan   \n",
      "...             ...            ...            ...                    ...   \n",
      "5019    11 PM–12 AM     12 AM–2 PM    11 PM–12 AM       Baku, Azerbaijan   \n",
      "5020     12 PM–6 AM     12 PM–6 AM     12 PM–6 AM       Baku, Azerbaijan   \n",
      "5021     4 PM–12 AM     4 PM–12 AM     4 PM–12 AM       Baku, Azerbaijan   \n",
      "5022            NaN            NaN            NaN       Baku, Azerbaijan   \n",
      "5023            NaN            NaN            NaN    Masazir, Azerbaijan   \n",
      "\n",
      "     verified                   state  \n",
      "0        True           Open 24 hours  \n",
      "1        True           Open 24 hours  \n",
      "2       False           Open 24 hours  \n",
      "3        True           Open 24 hours  \n",
      "4        True           Open 24 hours  \n",
      "...       ...                     ...  \n",
      "5019    False      Opens soon ⋅ 11 PM  \n",
      "5020     True  Open ⋅ Closes 6 AM Sun  \n",
      "5021    False  Open ⋅ Closes 6 AM Sun  \n",
      "5022     True                     NaN  \n",
      "5023    False                     NaN  \n",
      "\n",
      "[1995 rows x 24 columns]\n",
      "Combined data saved to: combined_data2.xlsx\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os   \n",
    "\n",
    "# Directory where your Excel files are located\n",
    "directory = './G_MAP_DATA'\n",
    "\n",
    "# List to store DataFrames\n",
    "dfs = []\n",
    "\n",
    "# Loop through each file in the directory\n",
    "for filename in os.listdir(directory):\n",
    "    if filename.endswith('.xlsx'):  # Check if the file is an Excel file\n",
    "        file_path = os.path.join(directory, filename)\n",
    "        # Read Excel file into DataFrame and append to list\n",
    "        dfs.append(pd.read_excel(file_path))\n",
    "\n",
    "# Concatenate all DataFrames in the list\n",
    "combined_df = pd.concat(dfs, ignore_index=True)\n",
    "\n",
    "combined_df_no_duplicates = combined_df.drop_duplicates()\n",
    "# Define the path where you want to save the combined Excel file\n",
    "output_file = 'combined_data.xlsx'\n",
    "\n",
    "# Save the combined DataFrame without duplicates to Excel\n",
    "combined_df_no_duplicates.to_excel(output_file, index=False)\n",
    "print(combined_df_no_duplicates)\n",
    "\n",
    "print(\"Combined data saved to:\", output_file)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>review_count</th>\n",
       "      <th>rating</th>\n",
       "      <th>types</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kapital Bank ATM (Bankomat)</td>\n",
       "      <td>40.407035</td>\n",
       "      <td>49.712947</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ATM</td>\n",
       "      <td>Qobu, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Azərbaycan Beynelxalq Bank (ATM)</td>\n",
       "      <td>40.454472</td>\n",
       "      <td>49.745076</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>ATM</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yelo Bank - ATM - Bankomat</td>\n",
       "      <td>40.456623</td>\n",
       "      <td>49.741645</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>ATM</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kapital Bank ATM</td>\n",
       "      <td>40.455749</td>\n",
       "      <td>49.740418</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>ATM</td>\n",
       "      <td>Khirdalan, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kapital Bank ATM (Bankomat)</td>\n",
       "      <td>40.461162</td>\n",
       "      <td>49.727679</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>ATM</td>\n",
       "      <td>Khirdalan, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>Hangover Restoran</td>\n",
       "      <td>40.376376</td>\n",
       "      <td>49.845382</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>Restaurant, Travel lounge</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>Secrets Pub</td>\n",
       "      <td>40.415556</td>\n",
       "      <td>49.837192</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Seyri Restoran</td>\n",
       "      <td>40.401441</td>\n",
       "      <td>49.870313</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>Azerbaijani restaurant</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Icon de Louvre</td>\n",
       "      <td>40.401328</td>\n",
       "      <td>49.845562</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Qr code Azerbaijan</td>\n",
       "      <td>40.394431</td>\n",
       "      <td>49.858422</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baku, Azerbaijan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1399 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  name   latitude  longitude  review_count  \\\n",
       "0          Kapital Bank ATM (Bankomat)  40.407035  49.712947           1.0   \n",
       "2     Azərbaycan Beynelxalq Bank (ATM)  40.454472  49.745076           4.0   \n",
       "3           Yelo Bank - ATM - Bankomat  40.456623  49.741645           1.0   \n",
       "4                     Kapital Bank ATM  40.455749  49.740418           2.0   \n",
       "5          Kapital Bank ATM (Bankomat)  40.461162  49.727679           8.0   \n",
       "...                                ...        ...        ...           ...   \n",
       "1988                 Hangover Restoran  40.376376  49.845382           3.0   \n",
       "1989                       Secrets Pub  40.415556  49.837192           7.0   \n",
       "1990                    Seyri Restoran  40.401441  49.870313           3.0   \n",
       "1991                    Icon de Louvre  40.401328  49.845562          15.0   \n",
       "1993                Qr code Azerbaijan  40.394431  49.858422           2.0   \n",
       "\n",
       "      rating                      types                   city  \n",
       "0        5.0                        ATM       Qobu, Azerbaijan  \n",
       "2        4.5                        ATM       Baku, Azerbaijan  \n",
       "3        1.0                        ATM       Baku, Azerbaijan  \n",
       "4        2.5                        ATM  Khirdalan, Azerbaijan  \n",
       "5        3.8                        ATM  Khirdalan, Azerbaijan  \n",
       "...      ...                        ...                    ...  \n",
       "1988     4.7  Restaurant, Travel lounge       Baku, Azerbaijan  \n",
       "1989     5.0                 Restaurant       Baku, Azerbaijan  \n",
       "1990     3.7     Azerbaijani restaurant       Baku, Azerbaijan  \n",
       "1991     4.5                 Restaurant       Baku, Azerbaijan  \n",
       "1993     4.5                 Restaurant       Baku, Azerbaijan  \n",
       "\n",
       "[1399 rows x 7 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import folium\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Geographical Distribution with Folium Map\n",
    "map = folium.Map(location=[40.4093, 49.8671], zoom_start=10)\n",
    "for index, row in data.iterrows():\n",
    "    folium.Marker([row['latitude'], row['longitude']], popup=row['name']).add_to(map)\n",
    "map.save('index.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import folium\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Top five business types\n",
    "top_five_types = data['types'].value_counts().nlargest(5).index\n",
    "\n",
    "# Filter data for top five types\n",
    "data_top_five = data[data['types'].isin(top_five_types)]\n",
    "\n",
    "\n",
    "# Distribution of Top Five Business Types\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(y='types', data=data_top_five, order=data_top_five['types'].value_counts().index)\n",
    "plt.title('Distribution of Top Five Business Types')\n",
    "plt.xlabel('Count')\n",
    "plt.ylabel('Business Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Top five business types\n",
    "top_five_types = data['types'].value_counts().nlargest(5).index\n",
    "\n",
    "# Filter data for top five types\n",
    "data_top_five = data[data['types'].isin(top_five_types)]\n",
    "\n",
    "# Average Ratings by Business Type (Top Five)\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='rating', y='types', data=data_top_five)\n",
    "plt.title('Average Ratings by Business Type (Top Five)')\n",
    "plt.xlabel('Average Rating')\n",
    "plt.ylabel('Business Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import folium\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Top five business types\n",
    "top_five_types = data['types'].value_counts().nlargest(5).index\n",
    "\n",
    "# Filter data for top five types\n",
    "data_top_five = data[data['types'].isin(top_five_types)]\n",
    "\n",
    "\n",
    "# Geographical Distribution of Businesses (Top Five)\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.scatterplot(x='longitude', y='latitude', data=data_top_five, hue='types', palette='viridis', legend='full', s=50)\n",
    "plt.title('Geographical Distribution of Businesses (Top Five)')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "plt.legend(title='Business Type', loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "\n",
    "\n",
    "# Popularity vs. Rating\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='review_count', y='rating', data=data)\n",
    "plt.title('Popularity vs. Rating')\n",
    "plt.xlabel('Review Count')\n",
    "plt.ylabel('Rating')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Top-Rated Businesses\n",
    "top_rated = data.nlargest(10, 'rating')\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='rating', y='name', data=top_rated)\n",
    "plt.title('Top-Rated Businesses')\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Business Name')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9e2zuCnvhwgWb5e+//7Y5Tr9+/bR69WotWbJEbdu2VVxcXIoxkKTly5fr2Weflbu7u7JmzSp/f39NmTIlTdda/vnnn4qNjdW0adPk7+9vs9z5cCUmJsY6HgUKFEgRzAsVKnTf4/xbhQoVVKtWLdWqVUutW7fW999/r6JFi1rDij3c3Nz08ccfa8WKFcqRI4eqVq2qkSNH6sKFC2na/7/fk3dO877zPXnnQ4l27dqlGJ/p06crMTHROs4jR47U/v37FRISogoVKmjAgAE2H9rkzZtXvXr10vTp05U9e3bVqVNHkydPtvk6HTlyRIZhKCwsLMXxDh48aP1apKWvewkODpanp6fNtoIFC0r6/1PenZyc1Lp1ay1dutQanufNmyd3d3c1bdo0Tce5m8KFC6t8+fI2oXnevHl69tlnU/y8OTk5KV++fPes9ciRI4qLi1NAQECKcUtISLCOG4AHxzW2AJCB/PHHH4qLi0vxH69/8/Dw0KZNm7R+/Xp9//33WrlypRYsWKAaNWpo1apVNteq3auP9Ha3WcKkpKQ01ZQe7nYc4z83gXnSpGWGtXLlyvrf//6n48ePa/PmzapSpYosFosqV66szZs3Kzg4WMnJyTbBNigoyKaPmTNn2tzQqUSJEtbHpjRq1EjXr1/X66+/rsqVKyskJETS7RD94osvqmrVqvr0008VFBSkTJkyaebMmfryyy/vW/edD1xeeeUVtWvXLtU2/3681aPg5OSk6tWra/z48Tpy5IiKFSt2z+/X/+rRo4caNGigpUuX6scff1Tfvn01fPhwrVu3TqVLl77nse/3PXlnfEaNGnXXR3N5eXlJkpo1a6YqVapoyZIlWrVqlUaNGqWPP/5Yixcv1gsvvCBJGj16tKKiorRs2TKtWrVK3bt31/Dhw/XLL78oV65cSk5OlsVi0YoVK1Kt7c6x0tJXemjbtq1GjRqlpUuXqmXLlvryyy9Vv379+17Dm9a+33rrLf3xxx9KTEzUL7/8okmTJj1QX8nJyQoICLAJyv/2sNfaAyDYAkCGMnfuXElSnTp17tnOyclJNWvWVM2aNTVmzBgNGzZMH374odavX69atWql+VTUtLozq3SHYRg6evSoTSDJkiWLYmNjU+x76tQpm9kQe2rLkyeP1qxZo6tXr9rM2v7+++/W19NDnjx5tHfvXiUnJ9vMWKb3cVI7bnJyso4cOWKdHZZu32wpNjbW5rh3Auvq1au1Y8cO67ONq1atqilTplhnyMqWLWvdZ/Xq1TbHK1as2D3rGTFihJYsWaKhQ4da72D7zTffyN3dXT/++KPc3NysbWfOnJli/9S+tv7+/vL29lZSUpLNs0dTkydPHu3fv1+GYdj0dejQoXvulxa3bt2SdPuMCOn/Z07/+z17t9n5/Pnz6+2339bbb7+tI0eOqFSpUho9erTNHcwfxJ1T5318fO47PtLtDys6d+6szp07KyYmRmXKlNHQoUOtwVa6/YFFiRIl9NFHH+mnn35SpUqVNHXqVA0ZMkT58+eXYRjKmzevdVbyXu7V172cO3dO165ds5m1PXz4sCTZ3HCrePHiKl26tObNm6dcuXLp9OnTmjhx4n3rSosWLVqoV69emj9/vv7++29lypRJzZs3T9EuOTlZx48ftxmP/9aaP39+rVmzRpUqVXokHwwC4FRkAMgw1q1bp8GDBytv3rz3vBvoX3/9lWLbnZmeO49FufOfydSC5oOYM2eOzXW/ixYt0vnz523+M50/f3798ssvNqd6Ll++PMUjROyprW7dukpKSkoxyzJ27FhZLBab4z+MunXr6sKFC1qwYIF1261btzRx4kR5eXkpIiIiXY6T2nElady4cTbbx4wZI0nWOw5Lt08NzZkzp8aOHaubN2+qUqVKkm4H3mPHjmnRokV69tlnbR5pc+d03DvLf2dw/yt//vxq3LixZs2aZT3V1tnZWRaLxWYm8+TJk1q6dGmK/T09PVN8XZ2dndW4cWN988032r9/f4p9/vzzT5vxOHfunM11kdevX9e0adPuWff93Lx5U6tWrZKrq6v1A4Q8efLI2dnZet3yHZ9++qnN+vXr1/XPP//YbMufP7+8vb0f+jFEklS2bFnlz59fn3zyiTV0/9ud8UlKSkpxGnBAQICCg4OtdcTHx1sD/B0lSpSQk5OTtc3LL78sZ2dnDRw4MMWZDIZh6PLly2nu615u3bqlzz77zLp+48YNffbZZ/L397f58EW6fTf4VatWady4ccqWLVu6/Vxnz55dL7zwgr744gvNmzdPkZGRyp49e6pt//07xjAMTZo0SZkyZVLNmjUl3Z4tT0pK0uDBg1Pse+vWrXT7XQs8zZixBQATWrFihX7//XfdunVLFy9e1Lp167R69WrlyZNH3377rdzd3e+676BBg7Rp0ybVq1dPefLkUUxMjD799FPlypVLlStXlnT7P95+fn6aOnWqvL295enpqWeeeUZ58+Z9oHqzZs2qypUrq3379rp48aLGjRunAgUK2DyS6LXXXtOiRYsUGRmpZs2a6dixY/riiy9sbuZkb20NGjRQ9erV9eGHH+rkyZMKDw/XqlWrtGzZMvXo0SNF3w/qjTfe0GeffaaoqCjt3LlToaGhWrRokbZu3apx48bd85rn+zl69Giqs1ulS5dWvXr11K5dO02bNk2xsbGKiIjQ9u3bNXv2bDVq1EjVq1e32adKlSr66quvVKJECeuMY5kyZeTp6anDhw+rVatWD1znHe+8844WLlyocePGacSIEapXr57GjBmjyMhItWrVSjExMZo8ebIKFCigvXv32uxbtmxZrVmzRmPGjFFwcLDy5s2rZ555RiNGjND69ev1zDPP6PXXX1fRokX1119/adeuXVqzZo31w5rXX39dkyZNUtu2bbVz504FBQVp7ty5ypw5s13v4c7Pl3T7+t0vv/xSR44c0fvvvy8fHx9Jt2+O1LRpU02cOFEWi0X58+fX8uXLU1wrefjwYdWsWVPNmjVT0aJF5eLioiVLlujixYtq0aLFgw6zlZOTk6ZPn64XXnhBxYoVU/v27ZUzZ06dPXtW69evl4+Pj7777jtdvXpVuXLlUpMmTRQeHi4vLy+tWbNGO3bs0OjRoyXd/nCsa9euatq0qQoWLKhbt25p7ty51g8XpNs/f0OGDFGfPn108uRJNWrUSN7e3jpx4oSWLFmiN954Q717905TX/cSHBysjz/+WCdPnlTBggW1YMECRUdHa9q0aSkei9OqVSu9++67WrJkiTp16pSuj81p27at9WZkqYVSSXJ3d9fKlSvVrl07PfPMM1qxYoW+//57ffDBB9ZTjCMiItSxY0cNHz5c0dHRev7555UpUyYdOXJEX3/9tcaPH29z0zMAD8AxN2MGADyI/z6OxNXV1QgMDDRq165tjB8/3uaxMnf893E/a9euNRo2bGgEBwcbrq6uRnBwsNGyZUvj8OHDNvstW7bMKFq0qOHi4mLzKIyIiAijWLFiqdZ3t0eWzJ8/3+jTp48REBBgeHh4GPXq1TNOnTqVYv/Ro0cbOXPmNNzc3IxKlSoZv/76a4o+71Xbfx/3YxiGcfXqVaNnz55GcHCwkSlTJiMsLMwYNWpUikfaSEr1USh3ewzRf128eNFo3769kT17dsPV1dUoUaJEqo8ksvdxP1LKx89IMl599VXDMAzj5s2bxsCBA428efMamTJlMkJCQow+ffoY//zzT4r+Jk+ebEgyOnXqZLO9Vq1ahiRj7dq1aarrztf1bo9yqVatmuHj42N9VMqMGTOMsLAww83NzShcuLAxc+bMFN+XhmEYv//+u1G1alXDw8PDkGQz7hcvXjS6dOlihISEGJkyZTICAwONmjVrGtOmTbPp49SpU8aLL75oZM6c2ciePbvx1ltvWR+p8iCP+3F3dzdKlSplTJkyJcX3zJ9//mk0btzYyJw5s5ElSxajY8eOxv79+22+Jy9dumR06dLFKFy4sOHp6Wn4+voazzzzjM0jiQzj7j87/x3j/z5O6I7du3cbL7/8spEtWzbDzc3NyJMnj9GsWTPr1zQxMdF45513jPDwcMPb29vw9PQ0wsPDrY+AMgzDOH78uNGhQwcjf/78hru7u5E1a1ajevXqxpo1a1KM1TfffGNUrlzZ8PT0NDw9PY3ChQsbXbp0MQ4dOmR3X/9153fMr7/+alSsWNFwd3c38uTJY0yaNOmu+9StW9eQZPz000/37f+/7vUIscTERCNLliyGr6+v8ffff6d4vV27doanp6dx7Ngx4/nnnzcyZ85s5MiRw+jfv7+RlJSUov20adOMsmXLGh4eHoa3t7dRokQJ49133zXOnTtnd90AbFkM4wm/IwYAAABwDy+99JL27duno0ePpmu/t27dUnBwsBo0aKAZM2akeD0qKkqLFi1K9TRwAI8X19gCAADAtM6fP6/vv/9ebdq0Sfe+ly5dqj///FNt27ZN974BpC+usQUAAIDpnDhxQlu3btX06dOVKVMmdezYMd363rZtm/bu3avBgwerdOnSj+wGcADSDzO2AAAAMJ2NGzeqTZs2OnHihGbPnq3AwMB063vKlCnq1KmTAgICNGfOnHTrF8CjwzW2AAAAAABTY8YWAAAAAGBqBFsAAAAAgKlx8yg8UZKTk3Xu3Dl5e3vLYrE4uhwAAAAADmIYhq5evarg4GA5Od17TpZgiyfKuXPnFBIS4ugyAAAAADwhzpw5o1y5ct2zDcEWTxRvb29Jt795fXx8HFwNAAAAAEeJj49XSEiINSPcC8EWT5Q7px/7+PgQbAEAAACk6RJFbh4FAAAAADA1gi0AAAAAwNQItgAAAAAAU+MaWzyRqn40X85uHo4uAwAAAHhq7BzV1tElPDBmbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWkqSff/5Zzs7OqlevniQpKipKFovlrktoaKgkqVq1arJYLBoxYkSKPuvVqyeLxaIBAwY8xncCAAAA4GlDsIUkacaMGerWrZs2bdqkc+fOafz48Tp//rx1kaSZM2da13fs2GHdNyQkRLNmzbLp7+zZs1q7dq2CgoIe59sAAAAA8BQi2EIJCQlasGCBOnXqpHr16mnWrFny9fVVYGCgdZEkPz8/67q/v791//r16+vSpUvaunWrddvs2bP1/PPPKyAg4LG/HwAAAABPF4IttHDhQhUuXFiFChXSK6+8os8//1yGYaR5f1dXV7Vu3VozZ860bps1a5Y6dOhw330TExMVHx9vswAAAACAPQi20IwZM/TKK69IkiIjIxUXF6eNGzfa1UeHDh20cOFCXbt2TZs2bVJcXJzq169/3/2GDx8uX19f6xISEvJA7wEAAADA04tg+5Q7dOiQtm/frpYtW0qSXFxc1Lx5c82YMcOufsLDwxUWFqZFixbp888/V5s2beTi4nLf/fr06aO4uDjrcubMmQd6HwAAAACeXvdPHsjQZsyYoVu3bik4ONi6zTAMubm5adKkSfL19U1zXx06dNDkyZN14MABbd++PU37uLm5yc3Nze66AQAAAOAOZmyfYrdu3dKcOXM0evRoRUdHW5c9e/YoODhY8+fPt6u/Vq1aad++fSpevLiKFi36iKoGAAAAAFvM2D7Fli9fritXrujVV19NMTPbuHFjzZgxQ2+++Waa+8uSJYvOnz+vTJkypXepAAAAAHBXzNg+xWbMmKFatWqlerpx48aN9euvv2rv3r129enn5ydPT8/0KhEAAAAA7osZ26fYd999d9fXKlSoYPPIn7s9/mfDhg33PEZ0dPSDlAYAAAAAacaMLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEzNxdEFAKnZNKSlfHx8HF0GAAAAABNgxhYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJiai6MLAFJT9aP5cnbzcHQZAAAAgN12jmrr6BKeOszYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gm06iIqKksVikcViUaZMmZQ3b169++67+ueffx6675MnT8pisSg6OvrhC32MzFo3AAAAAPNxcXQBGUVkZKRmzpypmzdvaufOnWrXrp0sFos+/vhjR5eWZoZhKCkpSS4ufFsAAAAAMA9mbNOJm5ubAgMDFRISokaNGqlWrVpavXq1JCk5OVnDhw9X3rx55eHhofDwcC1atMi675UrV9S6dWv5+/vLw8NDYWFhmjlzpiQpb968kqTSpUvLYrGoWrVqkqQdO3aodu3ayp49u3x9fRUREaFdu3ZZ+0xtxjQ2NlYWi0UbNmyQJG3YsEEWi0UrVqxQ2bJl5ebmpi1btujYsWNq2LChcuTIIS8vL5UvX15r1qyxeb+hoaEaNmyYOnToIG9vb+XOnVvTpk2zvn63ugEAAAAgvRFsH4H9+/frp59+kqurqyRp+PDhmjNnjqZOnarffvtNPXv21CuvvKKNGzdKkvr27asDBw5oxYoVOnjwoKZMmaLs2bNLkrZv3y5JWrNmjc6fP6/FixdLkq5evap27dppy5Yt+uWXXxQWFqa6devq6tWrdtf7/vvva8SIETp48KBKliyphIQE1a1bV2vXrtXu3bsVGRmpBg0a6PTp0zb7jR49WuXKldPu3bvVuXNnderUSYcOHbpn3f+VmJio+Ph4mwUAAAAA7ME5p+lk+fLl8vLy0q1bt5SYmCgnJydNmjRJiYmJGjZsmNasWaOKFStKkvLly6ctW7bos88+U0REhE6fPq3SpUurXLlykm7Pht7h7+8vScqWLZsCAwOt22vUqGFz/GnTpsnPz08bN25U/fr17ap90KBBql27tnU9a9asCg8Pt64PHjxYS5Ys0bfffquuXbtat9etW1edO3eWJL333nsaO3as1q9fr0KFCt217v8aPny4Bg4caFe9AAAAAPBvzNimk+rVqys6Olrbtm1Tu3bt1L59ezVu3FhHjx7V9evXVbt2bXl5eVmXOXPm6NixY5KkTp066auvvlKpUqX07rvv6qeffrrv8S5evKjXX39dYWFh8vX1lY+PjxISElLMqqbFnUB9R0JCgnr37q0iRYrIz89PXl5eOnjwYIq+S5Ysaf23xWJRYGCgYmJi7Dp2nz59FBcXZ13OnDljd/0AAAAAnm7M2KYTT09PFShQQJL0+eefKzw8XDNmzFDx4sUlSd9//71y5sxps4+bm5sk6YUXXtCpU6f0ww8/aPXq1apZs6a6dOmiTz755K7Ha9eunS5fvqzx48crT548cnNzU8WKFXXjxg1JkpPT7c8sDMOw7nPz5s271v5vvXv31urVq/XJJ5+oQIEC8vDwUJMmTax935EpUyabdYvFouTk5LvWnBo3NzfrOAAAAADAgyDYPgJOTk764IMP1KtXLx0+fFhubm46ffq0IiIi7rqPv7+/2rVrp3bt2qlKlSp655139Mknn1iv001KSrJpv3XrVn366aeqW7euJOnMmTO6dOmSTX+SdP78eZUuXVqS0vzona1btyoqKkovvfSSpNszuCdPnkzTvnfcrW4AAAAASG8E20ekadOmeuedd/TZZ5+pd+/e6tmzp5KTk1W5cmXFxcVp69at8vHxUbt27dSvXz+VLVtWxYoVU2JiopYvX64iRYpIkgICAuTh4aGVK1cqV65ccnd3l6+vr8LCwjR37lyVK1dO8fHxeuedd+Th4WE9voeHh5599lmNGDFCefPmVUxMjD766KM01R4WFqbFixerQYMGslgs6tu3r90zsXerGwAAAADSG9fYPiIuLi7q2rWrRo4cqT59+qhv374aPny4ihQposjISH3//ffWR+K4urqqT58+KlmypKpWrSpnZ2d99dVX1n4mTJigzz77TMHBwWrYsKEkacaMGbpy5YrKlCmjNm3aqHv37goICLCp4fPPP9etW7dUtmxZ9ejRQ0OGDElT7WPGjFGWLFn03HPPqUGDBqpTp47KlClj9/tPrW4AAAAASG8W498XYQIOFh8fL19fX4V3mypnN4/77wAAAAA8YXaOauvoEjKEO9kgLi5OPj4+92zLjC0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMzcXRBQCp2TSkpXx8fBxdBgAAAAATYMYWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFsAAAAAgKkRbAEAAAAApkawBQAAAACYmoujCwBSU/Wj+XJ283B0GQAA4BHYOaqto0sAkMEwYwsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLR6p0NBQjRs3ztFlAAAAAMjACLYZXFRUlBo1apRi+4YNG2SxWBQbG5umfgioAAAAAJ5UBFsAAAAAgKkRbCFJ+uabb1SsWDG5ubkpNDRUo0ePtr5WrVo1nTp1Sj179pTFYpHFYrG+tmXLFlWpUkUeHh4KCQlR9+7dde3aNUe8BQAAAABPKYIttHPnTjVr1kwtWrTQvn37NGDAAPXt21ezZs2SJC1evFi5cuXSoEGDdP78eZ0/f16SdOzYMUVGRqpx48bau3evFixYoC1btqhr165pPnZiYqLi4+NtFgAAAACwh4ujC8Cjt3z5cnl5edlsS0pKsv57zJgxqlmzpvr27StJKliwoA4cOKBRo0YpKipKWbNmlbOzs7y9vRUYGGjdb/jw4WrdurV69OghSQoLC9OECRMUERGhKVOmyN3d/b61DR8+XAMHDkyHdwkAAADgacWM7VOgevXqio6OtlmmT59uff3gwYOqVKmSzT6VKlXSkSNHbALwf+3Zs0ezZs2Sl5eXdalTp46Sk5N14sSJNNXWp08fxcXFWZczZ8482JsEAAAA8NRixvYp4OnpqQIFCths++OPPx6634SEBHXs2FHdu3dP8Vru3LnT1Iebm5vc3NweuhYAAAAATy+CLVSkSBFt3brVZtvWrVtVsGBBOTs7S5JcXV1TzN6WKVNGBw4cSBGaAQAAAOBx4lRk6O2339batWs1ePBgHT58WLNnz9akSZPUu3dva5vQ0FBt2rRJZ8+e1aVLlyRJ7733nn766Sd17dpV0dHROnLkiJYtW2bXzaMAAAAA4GERbKEyZcpo4cKF+uqrr1S8eHH169dPgwYNUlRUlLXNoEGDdPLkSeXPn1/+/v6SpJIlS2rjxo06fPiwqlSpotKlS6tfv34KDg520DsBAAAA8DSyGIZhOLoI4I74+Hj5+voqvNtUObt5OLocAADwCOwc1dbRJQAwgTvZIC4uTj4+Pvdsy4wtAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwtQcKtrGxsZo+fbr69Omjv/76S5K0a9cunT17Nl2LAwAAAADgflzs3WHv3r2qVauWfH19dfLkSb3++uvKmjWrFi9erNOnT2vOnDmPok4AAAAAAFJl94xtr169FBUVpSNHjsjd3d26vW7dutq0aVO6FgcAAAAAwP3YHWx37Nihjh07ptieM2dOXbhwIV2KAgAAAAAgrewOtm5uboqPj0+x/fDhw/L390+XogAAAAAASCu7g+2LL76oQYMG6ebNm5Iki8Wi06dP67333lPjxo3TvUAAAAAAAO7F7mA7evRoJSQkKCAgQH///bciIiJUoEABeXt7a+jQoY+iRgAAAAAA7spiGIbxIDtu2bJFe/fuVUJCgsqUKaNatWqld214CsXHx8vX11dxcXHy8fFxdDkAAAAAHMSebPDAwRZ4FAi2AAAAACT7soHdpyJL0tq1a1W/fn3lz59f+fPnV/369bVmzZoHKhYAAAAAgIdhd7D99NNPFRkZKW9vb7311lt666235OPjo7p162ry5MmPokYAAAAAAO7K7lORc+XKpffff19du3a12T558mQNGzZMZ8+eTdcC8XThVGQAAAAA0iM+FTk2NlaRkZEptj///POKi4uztzsAAAAAAB7KAz3HdsmSJSm2L1u2TPXr10+XogAAAAAASCsXe3coWrSohg4dqg0bNqhixYqSpF9++UVbt27V22+/rQkTJljbdu/ePf0qBQAAAAAgFXZfY5s3b960dWyx6Pjx4w9UFJ5eXGMLAAAAQLIvG9g9Y3vixIkHLgwAAAAAgPRm9zW269evfxR1AAAAAADwQOwOtpGRkcqfP7+GDBmiM2fOPIqaAAAAAABIM7uD7dmzZ9W1a1ctWrRI+fLlU506dbRw4ULduHHjUdQHAAAAAMA92X3zqH/btWuXZs6cqfnz50uSWrVqpVdffVXh4eHpViCeLncuEA/vNlXObh6OLgcAHGbnqLaOLgEAAIey5+ZRds/Y/luZMmXUp08fde3aVQkJCfr8889VtmxZValSRb/99tvDdA0AAAAAQJo8ULC9efOmFi1apLp16ypPnjz68ccfNWnSJF28eFFHjx5Vnjx51LRp0/SuFQAAAACAFNIcbGvUqKHY2Fh169ZNQUFB6tixowoWLKjdu3fr559/1muvvSZPT0+Fhobqk08+0e+///4o6wYAAAAAQJIdz7HduHGjbty4oQMHDmjixIl6+eWX5ebmlmrb7Nmz81ggAAAAAMBjkeZge+ceU2vXrr1/py4uioiIePCqAAAAAABIozQHW0k6cOCALly4cM82JUuWfKiCAAAAAACwh13BtmbNmkrt6UAWi0WGYchisSgpKSndigMAAAAA4H7sCrbbtm2Tv7//o6oFAAAAAAC72RVsc+fOrYCAgEdVCwAAAAAAdnug59gCAAAAAPCkSHOwjYiIkKur66OsBQAAAAAAu6X5VGSeSwsAAAAAeBJxKjIAAAAAwNQItgAAAAAAUyPYAgAAAABM7aGDbVJSkqKjo3XlypX0qAcAAAAAALvYHWx79OihGTNmSLodaiMiIlSmTBmFhIRow4YN6V0fAAAAAAD3ZHewXbRokcLDwyVJ3333nU6cOKHff/9dPXv21IcffpjuBQIAAAAAcC92B9tLly4pMDBQkvTDDz+oadOmKliwoDp06KB9+/ale4EAAAAAANyL3cE2R44cOnDggJKSkrRy5UrVrl1bknT9+nU5Ozune4EAAAAAANyLi707tG/fXs2aNVNQUJAsFotq1aolSdq2bZsKFy6c7gUCAAAAAHAvds/YDhgwQNOnT9cbb7yhrVu3ys3NTZLk7Oys999/P90LzGimTZumkJAQOTk5ady4cXfd9rhZLBYtXbrUIccGAAAAgIdh94ytJDVp0sRmPTY2Vu3atUuXgp5UFy5c0NChQ/X999/r7NmzCggIUKlSpdSjRw/VrFkzTX3Ex8era9euGjNmjBo3bixfX99UtwEAAAAA0s7uGduPP/5YCxYssK43a9ZM2bJlU65cubR37950Le5JcfLkSZUtW1br1q3TqFGjtG/fPq1cuVLVq1dXly5d0tzP6dOndfPmTdWrV09BQUHKnDlzqtsAAAAAAGlnd7CdOnWqQkJCJEmrV6/W6tWrtWLFCkVGRqp3797pXuCToHPnzrJYLNq+fbsaN26sggULqlixYurVq5d++eUXa7vTp0+rYcOG8vLyko+Pj5o1a6aLFy9KkmbNmqUSJUpIkvLlyyeLxZLqtpMnT0qSli1bpjJlysjd3V358uXTwIEDdevWLeuxYmNj9dprr8nf318+Pj6qUaOG9uzZc9f3cOPGDXXt2lVBQUFyd3dXnjx5NHz4cJs2ly5d0ksvvaTMmTMrLCxM3377rc3rGzduVIUKFeTm5qagoCC9//77NjVVq1ZNXbt2VdeuXeXr66vs2bOrb9++MgzjAUYdAAAAANLG7mB74cIFa7Bdvny5mjVrpueff17vvvuuduzYke4FOtpff/2llStXqkuXLvL09Ezxup+fnyQpOTlZDRs21F9//aWNGzdq9erVOn78uJo3by5Jat68udasWSNJ2r59u86fP6+mTZum2BYSEqLNmzerbdu2euutt3TgwAF99tlnmjVrloYOHWo9btOmTRUTE6MVK1Zo586dKlOmjGrWrKm//vor1fcxYcIEffvtt1q4cKEOHTqkefPmKTQ01KbNwIED1axZM+3du1d169ZV69atrf2dPXtWdevWVfny5bVnzx5NmTJFM2bM0JAhQ2z6mD17tlxcXLR9+3aNHz9eY8aM0fTp0+86vomJiYqPj7dZAAAAAMAedl9jmyVLFp05c0YhISFauXKlNdgYhqGkpKR0L9DRjh49KsMw7nvH57Vr12rfvn06ceKENfjPmTNHxYoV044dO1S+fHlly5ZNkuTv7299FnBq2wYOHKj333/fet1yvnz5NHjwYL377rvq37+/tmzZou3btysmJsZ6865PPvlES5cu1aJFi/TGG2+kqO/06dMKCwtT5cqVZbFYlCdPnhRtoqKi1LJlS0nSsGHDNGHCBG3fvl2RkZH69NNPFRISokmTJslisahw4cI6d+6c3nvvPfXr109OTrc/IwkJCdHYsWNlsVhUqFAh7du3T2PHjtXrr7+e6rgNHz5cAwcOvOfYAgAAAMC92D1j+/LLL6tVq1aqXbu2Ll++rBdeeEGStHv3bhUoUCDdC3S0tJ5Ge/DgQYWEhFhDrSQVLVpUfn5+OnjwoF3H3LNnjwYNGiQvLy/r8vrrr+v8+fO6fv269uzZo4SEBGXLls2mzYkTJ3Ts2LFU+4yKilJ0dLQKFSqk7t27a9WqVSnalCxZ0vpvT09P+fj4KCYmxvr+KlasKIvFYm1TqVIlJSQk6I8//rBue/bZZ23aVKxYUUeOHLnrhx59+vRRXFycdTlz5oxdYwUAAAAAds/Yjh07VqGhoTpz5oxGjhwpLy8vSdL58+fVuXPndC/Q0cLCwmSxWPT7778/tmMmJCRo4MCBevnll1O85u7uroSEBAUFBWnDhg0pXr9zavR/lSlTRidOnNCKFSu0Zs0aNWvWTLVq1dKiRYusbTJlymSzj8ViUXJy8kO9l/txc3OzzjoDAAAAwIOwO9hmypQp1ZtE9ezZM10KetJkzZpVderU0eTJk9W9e/cU19nGxsbKz89PRYoU0ZkzZ6ynaUvSgQMHFBsbq6JFi9p1zDJlyujQoUN3nQEvU6aMLly4IBcXlxTXyd6Lj4+PmjdvrubNm6tJkyaKjIzUX3/9paxZs9533yJFiuibb76RYRjWGdmtW7fK29tbuXLlsrbbtm2bzX6//PKLwsLC5OzsnOY6AQAAAMAedp+KLElz585V5cqVFRwcrFOnTkmSxo0bp2XLlqVrcU+KyZMnKykpSRUqVNA333yjI0eO6ODBg5owYYIqVqwoSapVq5ZKlCih1q1ba9euXdq+fbvatm2riIgIlStXzq7j9evXT3PmzNHAgQP122+/6eDBg/rqq6/00UcfWY9VsWJFNWrUSKtWrdLJkyf1008/6cMPP9Svv/6aap9jxozR/Pnz9fvvv+vw4cP6+uuvFRgYeNcZ3v/q3Lmzzpw5o27duun333/XsmXL1L9/f/Xq1ct6fa10+1reXr166dChQ5o/f74mTpyot956y673DwAAAAD2sDvYTpkyRb169dILL7yg2NhY67WTfn5+GjduXHrX90TIly+fdu3aperVq+vtt99W8eLFVbt2ba1du1ZTpkyRdPu03WXLlilLliyqWrWqatWqpXz58tk88zet6tSpo+XLl2vVqlUqX768nn32WY0dO9Z6wyeLxaIffvhBVatWVfv27VWwYEG1aNFCp06dUo4cOVLt09vbWyNHjlS5cuVUvnx5nTx5Uj/88INNKL2XnDlz6ocfftD27dsVHh6uN998U6+++qo1bN/Rtm1b/f3336pQoYK6dOmit956K9WbWQEAAABAerEYdj5ktGjRoho2bJgaNWokb29v7dmzR/ny5dP+/ftVrVo1Xbp06VHViidctWrVVKpUqYf6gCM+Pl6+vr4K7zZVzm4e6VccAJjMzlFtHV0CAAAOdScbxMXFycfH555t7Z6xPXHihEqXLp1iu5ubm65du2ZvdwAAAAAAPBS7g23evHkVHR2dYvvKlStVpEiR9KgJAAAAAIA0s/uuyL169VKXLl30zz//yDAMbd++XfPnz9fw4cM1ffr0R1EjTCK1xw8BAAAAwKNmd7B97bXX5OHhoY8++kjXr19Xq1atFBwcrPHjx6tFixaPokYAAAAAAO7K7mArSa1bt1br1q11/fp1JSQkKCAgIL3rAgAAAAAgTR4o2N6ROXNmZc6cOb1qAQAAAADAbnbfPOrixYtq06aNgoOD5eLiImdnZ5sFAAAAAIDHye4Z26ioKJ0+fVp9+/ZVUFCQLBbLo6gLAAAAAIA0sTvYbtmyRZs3b1apUqUeQTkAAAAAANjH7lORQ0JCZBjGo6gFAAAAAAC72R1sx40bp/fff18nT558BOUAAAAAAGAfu09Fbt68ua5fv678+fMrc+bMypQpk83rf/31V7oVBwAAAADA/dgdbMeNG/cIygAAAAAA4MHYHWzbtWv3KOoAAAAAAOCBpCnYxsfHy8fHx/rve7nTDgAAAACAxyFNwTZLliw6f/68AgIC5Ofnl+qzaw3DkMViUVJSUroXCQAAAADA3aQp2K5bt05Zs2aVJK1fv/6RFgQAAAAAgD3SFGwjIiJS/TcAAAAAAI5m93NsV65cqS1btljXJ0+erFKlSqlVq1a6cuVKuhYHAAAAAMD9WAzDMOzZoUSJEvr4449Vt25d7du3T+XKldPbb7+t9evXq3Dhwpo5c+ajqhVPgfj4ePn6+iouLo4bkQEAAABPMXuygd2P+zlx4oSKFi0qSfrmm2/UoEEDDRs2TLt27VLdunUfrGIAAAAAAB6Q3aciu7q66vr165KkNWvW6Pnnn5ckZc2a9b6PAgIAAAAAIL3ZPWNbuXJl9erVS5UqVdL27du1YMECSdLhw4eVK1eudC8QAAAAAIB7sXvGdtKkSXJxcdGiRYs0ZcoU5cyZU5K0YsUKRUZGpnuBAAAAAADci903jwIeJW4eBQAAAEB6xDePOn369D1fz507t71dAgAAAADwwOwOtqGhobJYLHd9PSkp6aEKAgAAAADAHnYH2927d9us37x5U7t379aYMWM0dOjQdCsMAAAAAIC0sDvYhoeHp9hWrlw5BQcHa9SoUXr55ZfTpTAAAAAAANLC7rsi302hQoW0Y8eO9OoOAAAAAIA0sXvGNj4+3mbdMAydP39eAwYMUFhYWLoVBgAAAABAWtgdbP38/FLcPMowDIWEhOirr75Kt8IAAAAAAEgLu4Pt+vXrbdadnJzk7++vAgUKyMXF7u6AVFX9aL6c3TwcXYZddo5q6+gSAAAAgKeS3Uk0IiLiUdQBAAAAAMADsTvYXr58WdmyZZMknTlzRv/73//0999/q0GDBqpatWq6FwgAAAAAwL2k+a7I+/btU2hoqAICAlS4cGFFR0erfPnyGjt2rKZNm6YaNWpo6dKlj7BUAAAAAABSSnOwfffdd1WiRAlt2rRJ1apVU/369VWvXj3FxcXpypUr6tixo0aMGPEoawUAAAAAIIU0n4q8Y8cOrVu3TiVLllR4eLimTZumzp07y8npdjbu1q2bnn322UdWKAAAAAAAqUnzjO1ff/2lwMBASZKXl5c8PT2VJUsW6+tZsmTR1atX079CAAAAAADuIc3BVlKK59f+dx0AAAAAgMfNrrsiR0VFyc3NTZL0zz//6M0335Snp6ckKTExMf2rAwAAAADgPtIcbNu1a2ez/sorr6Ro07Zt24evCAAAAAAAO6Q52M6cOfNR1gEAAAAAwAOx6xpbAAAAAACeNARbAAAAAICpEWwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpEWwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpEWwBAAAAAKZGsEW6OnnypCwWi6Kjox1dCgAAAICnBMH2Efn555/l7OysevXqWbdFRUXJYrHcdQkNDZUkVatWTRaLRSNGjEjRb7169WSxWDRgwAC76vn3cVxcXJQ7d2716tVLiYmJD/M2AQAAAMDhCLaPyIwZM9StWzdt2rRJ586dkySNHz9e58+fty6SNHPmTOv6jh07rPuHhIRo1qxZNn2ePXtWa9euVVBQ0APVdOdYJ06c0Keffqq5c+dqyJAhD/YGAQAAAOAJQbB9BBISErRgwQJ16tRJ9erVswZUX19fBQYGWhdJ8vPzs677+/tb+6hfv74uXbqkrVu3WrfNnj1bzz//vAICAh6orjvHCgkJUf369dWwYUPt2rXL+vqxY8fUsGFD5ciRQ15eXipfvrzWrFlj00doaKiGDRumDh06yNvbW7lz59a0adPuesykpCR16NBBhQsX1unTpx+obgAAAAC4F4LtI7Bw4UIVLlxYhQoV0iuvvKLPP/9chmHY1Yerq6tat26tmTNnWrfNmjVLHTp0SJcaDx8+rHXr1umZZ56xbktISFDdunW1du1a7d69W5GRkWrQoEGKQDp69GiVK1dOu3fvVufOndWpUycdOnQoxTESExPVtGlTRUdHa/PmzcqdO3eqbeLj420WAAAAALAHwfYRmDFjhl555RVJUmRkpOLi4rRx40a7++nQoYMWLlyoa9euadOmTYqLi1P9+vUfuK6WLVvKy8tL7u7uKlSokIoVK6Y+ffpYXw8PD1fHjh1VvHhxhYWFafDgwcqfP7++/fZbm37q1q2rzp07q0CBAnrvvfeUPXt2rV+/3qZNQkKC6tWrpz///FPr16+3mY3+t+HDh8vX19e6hISEPPD7AwAAAPB0Itims0OHDmn79u1q2bKlJMnFxUXNmzfXjBkz7O4rPDxcYWFhWrRokT7//HO1adNGLi4uD1zb2LFjFR0drT179mj58uU6fPiw2rRpY309ISFBvXv3VpEiReTn5ycvLy8dPHgwxYxtyZIlrf+2WCwKDAxUTEyMTZuWLVvq2rVrWrVqlXx9fe9aU58+fRQXF2ddzpw588DvDwAAAMDT6cFTElI1Y8YM3bp1S8HBwdZthmHIzc1NkyZNumfIS02HDh00efJkHThwQNu3b3+o2gIDA1WgQAFJUqFChXT16lW1bNlSQ4YMUYECBdS7d2+tXr1an3zyiQoUKCAPDw81adJEN27csOknU6ZMNusWi0XJyck22+rWrasvvvhCP//8s2rUqHHXmtzc3OTm5vZQ7wsAAADA040Z23R069YtzZkzR6NHj1Z0dLR12bNnj4KDgzV//ny7+2zVqpX27dun4sWLq2jRoular7OzsyTp77//liRt3bpVUVFReumll1SiRAkFBgbq5MmTD9R3p06dNGLECL344osPdBo2AAAAAKQVM7bpaPny5bpy5YpeffXVFDOzjRs31owZM/Tmm2/a1WeWLFl0/vz5FLOkDyI2NlYXLlxQcnKyjhw5okGDBqlgwYIqUqSIJCksLEyLFy9WgwYNZLFY1Ldv3xQzsfbo1q2bkpKSVL9+fa1YsUKVK1d+6PcAAAAAAP/FjG06mjFjhmrVqpXq6caNGzfWr7/+qr1799rdr5+fnzw9Pe/6+oABAxQaGnrfftq3b6+goCDlypVLLVu2VLFixbRixQrrdbtjxoxRlixZ9Nxzz6lBgwaqU6eOypQpY3e9/9ajRw8NHDhQdevW1U8//fRQfQEAAABAaiyGvc+hwROnXbt2slgs1uflmll8fLx8fX0V3m2qnN08HF2OXXaOauvoEgAAAIAM4042iIuLk4+Pzz3bciqyyRmGoQ0bNmjLli2OLgUAAAAAHIJga3IWi0WnTp1ydBkAAAAA4DBcYwsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDUXRxcApGbTkJby8fFxdBkAAAAATIAZWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGouji4ASE3Vj+bL2c3D0WXYZeeoto4uAQAAAHgqMWMLAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADA1gi0AAAAAwNQItgAAAAAAUyPYAgAAAABMjWALAAAAADC1DBdsQ0NDNW7cuLu+Xq1aNfXo0SNNfdnTFgAAAADgGA4LthaL5Z7LgAEDHslxFy9erMGDBz+Svh+VAQMGqFSpUo4uw25mrRsAAACAubg46sDnz5+3/nvBggXq16+fDh06ZN3m5eVlV383btyQq6vrfdtlzZrVrn4fVlrrelKYrV4AAAAAcNiMbWBgoHXx9fWVxWKxrk+dOlWVK1e2aT9u3DiFhoZa16OiotSoUSMNHTpUwcHBKlSoUKrHmT59uvz8/LR27VpJKU8v/vTTTxUWFiZ3d3flyJFDTZo0sdk/OTlZ7777rrJmzarAwMD7ziTfra4zZ86oWbNm8vPzU9asWdWwYUOdPHnSut+GDRtUoUIFeXp6ys/PT5UqVdKpU6c0a9YsDRw4UHv27LHOZs+aNUuSNGbMGJUoUUKenp4KCQlR586dlZCQYO0ztRnTtI7j3LlzVa5cOXl7eyswMFCtWrVSTEyMTb0Wi0Vr165VuXLllDlzZj333HPWDyfuVTcAAAAApCeHzdimh7Vr18rHx0erV69O9fWRI0dq5MiRWrVqlSpUqJDi9V9//VXdu3fX3Llz9dxzz+mvv/7S5s2bbdrMnj1bvXr10rZt2/Tzzz8rKipKlSpVUu3atdNc182bN1WnTh1VrFhRmzdvlouLi4YMGaLIyEjt3btXTk5OatSokV5//XXNnz9fN27c0Pbt22WxWNS8eXPt379fK1eu1Jo1ayRJvr6+kiQnJydNmDBBefPm1fHjx9W5c2e9++67+vTTTx96HG/evKnBgwerUKFCiomJUa9evRQVFaUffvjBZt8PP/xQo0ePlr+/v95880116NBBW7duvWfd/5aYmKjExETrenx8vF21AwAAAICpg62np6emT5+e6qmz7733nubOnauNGzeqWLFiqe5/+vRpeXp6qn79+vL29laePHlUunRpmzYlS5ZU//79JUlhYWGaNGmS1q5de89g+9+6vvjiCyUnJ2v69OmyWCySpJkzZ8rPz08bNmxQuXLlFBcXp/r16yt//vySpCJFilj78/LykouLiwIDA22O8++Z59DQUA0ZMkRvvvmm3cE2tXHs0KGD9d/58uXThAkTVL58eSUkJNicJj506FBFRERIkt5//33Vq1dP//zzjzw8PO5a978NHz5cAwcOtKteAAAAAPg3U98VuUSJEqmG2tGjR+t///uftmzZctdQK0m1a9dWnjx5lC9fPrVp00bz5s3T9evXbdqULFnSZj0oKMjmlNy01LVnzx4dPXpU3t7e8vLykpeXl7Jmzap//vlHx44dU9asWRUVFaU6deqoQYMGGj9+vM01yHezZs0a1axZUzlz5pS3t7fatGmjy5cvp3gP95PaOO7cuVMNGjRQ7ty55e3tbQ2vp0+ftmn37/EJCgqSpPuOz7/16dNHcXFx1uXMmTN21Q4AAAAAT2SwdXJykmEYNttu3ryZop2np2eq+1epUkVJSUlauHDhPY/j7e2tXbt2af78+QoKClK/fv0UHh6u2NhYa5tMmTLZ7GOxWJScnHzPfv9bV0JCgsqWLavo6Gib5fDhw2rVqpWk2zO4P//8s5577jktWLBABQsW1C+//HLXY5w8eVL169dXyZIl9c0332jnzp2aPHmypNs3gJIefByvXbumOnXqyMfHR/PmzdOOHTu0ZMkSm77v+Pf43JmNvt/4/Jubm5t8fHxsFgAAAACwxxN5KrK/v78uXLggwzCsYSk6OjrN+1eoUEFdu3ZVZGSkXFxc1Lt377u2dXFxUa1atVSrVi31799ffn5+WrdunV5++eWHfRtWZcqU0YIFCxQQEHDP4Fa6dGmVLl1affr0UcWKFfXll1/q2Weflaurq5KSkmza7ty5U8nJyRo9erScnG5/PvHfIP+g4/j777/r8uXLGjFihEJCQiTdvh7ZXqnVDQAAAADp7Ymcsa1WrZr+/PNPjRw5UseOHdPkyZO1YsUKu/p47rnn9MMPP2jgwIEaN25cqm2WL1+uCRMmKDo6WqdOndKcOXOUnJx81zssP6jWrVsre/bsatiwoTZv3qwTJ05ow4YN6t69u/744w+dOHFCffr00c8//6xTp05p1apVOnLkiPU629DQUJ04cULR0dG6dOmSEhMTVaBAAd28eVMTJ07U8ePHNXfuXE2dOtXmuA86jrlz55arq6u172+//faBnv2bWt0AAAAAkN6eyGBbpEgRffrpp5o8ebLCw8O1ffv2e8663k3lypX1/fff66OPPtLEiRNTvO7n56fFixerRo0aKlKkiKZOnar58+ff87rcB5E5c2Zt2rRJuXPn1ssvv6wiRYro1Vdf1T///CMfHx9lzpxZv//+uxo3bqyCBQvqjTfeUJcuXdSxY0dJUuPGjRUZGanq1avL399f8+fPV3h4uMaMGaOPP/5YxYsX17x58zR8+HCb4z7oOPr7+2vWrFn6+uuvVbRoUY0YMUKffPKJ3e87tboBAAAAIL1ZjP9ehAk4UHx8vHx9fRXebaqc3TwcXY5ddo5q6+gSAAAAgAzjTjaIi4u77714nsgZWwAAAAAA0opgCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUXBxdAJCaTUNaysfHx9FlAAAAADABZmwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpEWwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpEWwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpuTi6ACA1VT+aL2c3D0eXYZedo9o6ugQAAADgqcSMLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai2AAAAAABTI9gCAAAAAEyNYAsAAAAAMDWCLQAAAADA1Ai293Hy5ElZLBZFR0fftc2sWbPk5+f3SI5vsVi0dOnSR9I3AAAAAGQEpg+2f/75pzp16qTcuXPLzc1NgYGBqlOnjrZu3frYamjevLkOHz5819fTEo4BAAAAAA/GxdEFPKzGjRvrxo0bmj17tvLly6eLFy9q7dq1unz58mOrwcPDQx4eHo/teAAAAACA/2fqGdvY2Fht3rxZH3/8sapXr648efKoQoUK6tOnj1588UVJqc+WxsbGymKxaMOGDZKkK1euqHXr1vL395eHh4fCwsI0c+ZMm2MdP35c1atXV+bMmRUeHq6ff/7Z+tr9TkXOmzevJKl06dKyWCyqVq2aJGnHjh2qXbu2smfPLl9fX0VERGjXrl33fM/9+/dXUFCQ9u7dK0nasmWLqlSpIg8PD4WEhKh79+66du2atf3cuXNVrlw5eXt7KzAwUK1atVJMTIz19XLlyumTTz6xrjdq1EiZMmVSQkKCJOmPP/6QxWLR0aNH79ufYRgqUKCATX+SFB0dbdMHAAAAAKQnUwdbLy8veXl5aenSpUpMTHzgfvr27asDBw5oxYoVOnjwoKZMmaLs2bPbtPnwww/Vu3dvRUdHq2DBgmrZsqVu3bqVpv63b98uSVqzZo3Onz+vxYsXS5KuXr2qdu3aacuWLfrll18UFhamunXr6urVqyn6MAxD3bp105w5c7R582aVLFlSx44dU2RkpBo3bqy9e/dqwYIF2rJli7p27Wrd7+bNmxo8eLD27NmjpUuX6uTJk4qKirK+HhERYQ34hmFo8+bN8vPz05YtWyRJGzduVM6cOVWgQIH79mexWNShQ4cUHwrMnDlTVatWtfbxb4mJiYqPj7dZAAAAAMAepj4V2cXFRbNmzdLrr7+uqVOnqkyZMoqIiFCLFi1UsmTJNPdz+vRplS5dWuXKlZMkhYaGpmjTu3dv1atXT5I0cOBAFStWTEePHlXhwoXv27+/v78kKVu2bAoMDLRur1Gjhk27adOmyc/PTxs3blT9+vWt22/duqVXXnlFu3fv1pYtW5QzZ05J0vDhw9W6dWv16NFDkhQWFqYJEyYoIiJCU6ZMkbu7uzp06GDtJ1++fJowYYLKly+vhIQEeXl5qVq1apoxY4aSkpK0f/9+ubq6qnnz5tqwYYMiIyO1YcMGRUREWPu4X39RUVHq16+ftm/frgoVKujmzZv68ssvU8zi3jF8+HANHDjwvmMIAAAAAHdj6hlb6fY1tufOndO3335rDWJlypTRrFmz0txHp06d9NVXX6lUqVJ699139dNPP6Vo8++gHBQUJEk2p/Q+iIsXL+r1119XWFiYfH195ePjo4SEBJ0+fdqmXc+ePbVt2zZt2rTJGmolac+ePZo1a5Z15trLy0t16tRRcnKyTpw4IUnauXOnGjRooNy5c8vb29saUu8co0qVKrp69ap2796tjRs3KiIiQtWqVbPO4m7cuNF66nRa+gsODla9evX0+eefS5K+++47JSYmqmnTpqmOQZ8+fRQXF2ddzpw581BjCgAAAODpY/pgK0nu7u6qXbu2+vbtq59++klRUVHq37+/JMnJ6fZbNAzD2v7mzZs2+7/wwgs6deqUevbsqXPnzqlmzZrq3bu3TZtMmTJZ/22xWCRJycnJD1V3u3btFB0drfHjx+unn35SdHS0smXLphs3bti0q127ts6ePasff/zRZntCQoI6duyo6Oho67Jnzx4dOXJE+fPn17Vr11SnTh35+Pho3rx52rFjh5YsWSJJ1mP4+fkpPDxcGzZssIbYqlWravfu3Tp8+LCOHDliDa9p6U+SXnvtNX311Vf6+++/NXPmTDVv3lyZM2dOdQzc3Nzk4+NjswAAAACAPUx9KvLdFC1a1Prs1zunAZ8/f16lS5eWpFQfu+Pv76927dqpXbt2qlKlit555527nj5rL1dXV0lSUlKSzfatW7fq008/Vd26dSVJZ86c0aVLl1Ls/+KLL6pBgwZq1aqVnJ2d1aJFC0lSmTJldODAgVSvXZWkffv26fLlyxoxYoRCQkIkSb/++muKdhEREVq/fr22b9+uoUOHKmvWrCpSpIiGDh2qoKAgFSxYUJL0+++/p6m/unXrytPTU1OmTNHKlSu1adOmNI0TAAAAADwIU8/YXr58WTVq1NAXX3yhvXv36sSJE/r66681cuRINWzYUNLtR/E8++yzGjFihA4ePKiNGzfqo48+sumnX79+WrZsmY4eParffvtNy5cvV5EiRdKtzoCAAHl4eGjlypW6ePGi4uLiJN2+Jnbu3Lk6ePCgtm3bptatW9/1sUEvvfSS5s6dq/bt22vRokWSpPfee08//fSTunbtqujoaB05ckTLli2z3jwqd+7ccnV11cSJE3X8+HF9++23Gjx4cIq+q1Wrph9//FEuLi7Wa4arVaumefPm2Vxfm9b+nJ2dFRUVpT59+igsLEwVK1Z8uAEEAAAAgHswdbD18vLSM888o7Fjx6pq1aoqXry4+vbtq9dff12TJk2ytvv8889169YtlS1bVj169NCQIUNs+nF1dVWfPn1UsmRJVa1aVc7Ozvrqq6/SrU4XFxdNmDBBn332mYKDg62he8aMGbpy5YrKlCmjNm3aqHv37goICLhrP02aNNHs2bPVpk0bLV68WCVLltTGjRt1+PBhValSRaVLl1a/fv0UHBws6fYs9KxZs/T111+raNGiGjFiRKqz0FWqVFFycrJNiK1WrZqSkpJsrq9Na3+S9Oqrr+rGjRtq3779gwwZAAAAAKSZxfj3xadAOtm8ebNq1qypM2fOKEeOHGneLz4+Xr6+vgrvNlXObqnPXj+pdo5q6+gSAAAAgAzjTjaIi4u77714MuQ1tnCcxMRE/fnnnxowYICaNm1qV6gFAAAAgAdh6lOR8eSZP3++8uTJo9jYWI0cOdLR5QAAAAB4ChBska6ioqKUlJSknTt32jxzFwAAAAAeFYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNYItAAAAAMDUCLYAAAAAAFMj2AIAAAAATI1gCwAAAAAwNRdHFwCkZtOQlvLx8XF0GQAAAABMgBlbAAAAAICpEWwBAAAAAKZGsAUAAAAAmBrBFgAAAABgagRbAAAAAICpcVdkPFEMw5AkxcfHO7gSAAAAAI50JxPcyQj3QrDFE+Xy5cuSpJCQEAdXAgAAAOBJcPXqVfn6+t6zDcEWT5SsWbNKkk6fPn3fb148vPj4eIWEhOjMmTM8N/gxYcwfL8b78WK8Hy/G+/FjzB8vxvvxehLH2zAMXb16VcHBwfdtS7DFE8XJ6fZl376+vk/MD9TTwMfHh/F+zBjzx4vxfrwY78eL8X78GPPHi/F+vJ608U7rZBc3jwIAAAAAmBrBFgAAAABgagRbPFHc3NzUv39/ubm5ObqUpwLj/fgx5o8X4/14Md6PF+P9+DHmjxfj/XiZfbwtRlrunQwAAAAAwBOKGVsAAAAAgKkRbAEAAAAApkawBQAAAACYGsEWAAAAAGBqBFs8USZPnqzQ0FC5u7vrmWee0fbt2x1dUoY0fPhwlS9fXt7e3goICFCjRo106NAhR5f11BgxYoQsFot69Ojh6FIyrLNnz+qVV15RtmzZ5OHhoRIlSujXX391dFkZVlJSkvr27au8efPKw8ND+fPn1+DBg8X9KdPHpk2b1KBBAwUHB8tisWjp0qU2rxuGoX79+ikoKEgeHh6qVauWjhw54phiM4B7jffNmzf13nvvqUSJEvL09FRwcLDatm2rc+fOOa7gDOB+3+P/9uabb8pisWjcuHGPrb6MJi3jffDgQb344ovy9fWVp6enypcvr9OnTz/+Yu1AsMUTY8GCBerVq5f69++vXbt2KTw8XHXq1FFMTIyjS8twNm7cqC5duuiXX37R6tWrdfPmTT3//PO6du2ao0vL8Hbs2KHPPvtMJUuWdHQpGdaVK1dUqVIlZcqUSStWrNCBAwc0evRoZcmSxdGlZVgff/yxpkyZokmTJungwYP6+OOPNXLkSE2cONHRpWUI165dU3h4uCZPnpzq6yNHjtSECRM0depUbdu2TZ6enqpTp47++eefx1xpxnCv8b5+/bp27dqlvn37ateuXVq8eLEOHTqkF1980QGVZhz3+x6/Y8mSJfrll18UHBz8mCrLmO433seOHVPlypVVuHBhbdiwQXv37lXfvn3l7u7+mCu1kwE8ISpUqGB06dLFup6UlGQEBwcbw4cPd2BVT4eYmBhDkrFx40ZHl5KhXb161QgLCzNWr15tREREGG+99ZajS8qQ3nvvPaNy5cqOLuOpUq9ePaNDhw42215++WWjdevWDqoo45JkLFmyxLqenJxsBAYGGqNGjbJui42NNdzc3Iz58+c7oMKM5b/jnZrt27cbkoxTp049nqIyuLuN+R9//GHkzJnT2L9/v5EnTx5j7Nixj722jCi18W7evLnxyiuvOKagh8CMLZ4IN27c0M6dO1WrVi3rNicnJ9WqVUs///yzAyt7OsTFxUmSsmbN6uBKMrYuXbqoXr16Nt/nSH/ffvutypUrp6ZNmyogIEClS5fW//73P0eXlaE999xzWrt2rQ4fPixJ2rNnj7Zs2aIXXnjBwZVlfCdOnNCFCxdsfq/4+vrqmWee4e/nYxIXFyeLxSI/Pz9Hl5JhJScnq02bNnrnnXdUrFgxR5eToSUnJ+v7779XwYIFVadOHQUEBOiZZ5655+nhTwqCLZ4Ily5dUlJSknLkyGGzPUeOHLpw4YKDqno6JCcnq0ePHqpUqZKKFy/u6HIyrK+++kq7du3S8OHDHV1Khnf8+HFNmTJFYWFh+vHHH9WpUyd1795ds2fPdnRpGdb777+vFi1aqHDhwsqUKZNKly6tHj16qHXr1o4uLcO78zeSv5+O8c8//+i9995Ty5Yt5ePj4+hyMqyPP/5YLi4u6t69u6NLyfBiYmKUkJCgESNGKDIyUqtWrdJLL72kl19+WRs3bnR0effk4ugCADhWly5dtH//fm3ZssXRpWRYZ86c0VtvvaXVq1c/+denZADJyckqV66chg0bJkkqXbq09u/fr6lTp6pdu3YOri5jWrhwoebNm6cvv/xSxYoVU3R0tHr06KHg4GDGHBnWzZs31axZMxmGoSlTpji6nAxr586dGj9+vHbt2iWLxeLocjK85ORkSVLDhg3Vs2dPSVKpUqX0008/aerUqYqIiHBkeffEjC2eCNmzZ5ezs7MuXrxos/3ixYsKDAx0UFUZX9euXbV8+XKtX79euXLlcnQ5GdbOnTsVExOjMmXKyMXFRS4uLtq4caMmTJggFxcXJSUlObrEDCUoKEhFixa12VakSJEn/m6OZvbOO+9YZ21LlCihNm3aqGfPnpyh8Bjc+RvJ38/H606oPXXqlFavXs1s7SO0efNmxcTEKHfu3Na/oadOndLbb7+t0NBQR5eX4WTPnl0uLi6m/DtKsMUTwdXVVWXLltXatWut25KTk7V27VpVrFjRgZVlTIZhqGvXrlqyZInWrVunvHnzOrqkDK1mzZrat2+foqOjrUu5cuXUunVrRUdHy9nZ2dElZiiVKlVK8fiqw4cPK0+ePA6qKOO7fv26nJxs/0vh7Oxs/eQfj07evHkVGBho8/czPj5e27Zt4+/nI3In1B45ckRr1qxRtmzZHF1ShtamTRvt3bvX5m9ocHCw3nnnHf3444+OLi/DcXV1Vfny5U35d5RTkfHE6NWrl9q1a6dy5cqpQoUKGjdunK5du6b27ds7urQMp0uXLvryyy+1bNkyeXt7W6/D8vX1lYeHh4Ory3i8vb1TXL/s6empbNmycV3zI9CzZ08999xzGjZsmJo1a6bt27dr2rRpmjZtmqNLy7AaNGigoUOHKnfu3CpWrJh2796tMWPGqEOHDo4uLUNISEjQ0aNHresnTpxQdHS0smbNqty5c6tHjx4aMmSIwsLClDdvXvXt21fBwcFq1KiR44o2sXuNd1BQkJo0aaJdu3Zp+fLlSkpKsv4NzZo1q1xdXR1Vtqnd73v8vx8eZMqUSYGBgSpUqNDjLjVDuN94v/POO2revLmqVq2q6tWra+XKlfruu++0YcMGxxWdFo6+LTPwbxMnTjRy585tuLq6GhUqVDB++eUXR5eUIUlKdZk5c6ajS3tq8LifR+u7774zihcvbri5uRmFCxc2pk2b5uiSMrT4+HjjrbfeMnLnzm24u7sb+fLlMz788EMjMTHR0aVlCOvXr0/1d3a7du0Mw7j9yJ++ffsaOXLkMNzc3IyaNWsahw4dcmzRJnav8T5x4sRd/4auX7/e0aWb1v2+x/+Lx/08nLSM94wZM4wCBQoY7u7uRnh4uLF06VLHFZxGFsMwjEcfnwEAAAAAeDS4xhYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAkK4uXLigbt26KV++fHJzc1NISIgaNGigtWvXPtY6LBaLli5d+liPCQBwDBdHFwAAADKOkydPqlKlSvLz89OoUaNUokQJ3bx5Uz/++KO6dOmi33//3dElAgAyIIthGIajiwAAABlD3bp1tXfvXh06dEienp42r8XGxsrPz0+nT59Wt27dtHbtWjk5OSkyMlITJ05Ujhw5JElRUVGKjY21mW3t0aOHoqOjtWHDBklStWrVVLJkSbm7u2v69OlydXXVm2++qQEDBkiSQkNDderUKev+efLk0cmTJx/lWwcAOBCnIgMAgHTx119/aeXKlerSpUuKUCtJfn5+Sk5OVsOGDfXXX39p48aNWr16tY4fP67mzZvbfbzZs2fL09NT27Zt08iRIzVo0CCtXr1akrRjxw5J0syZM3X+/HnrOgAgY+JUZAAAkC6OHj0qwzBUuHDhu7ZZu3at9u3bpxMnTigkJESSNGfOHBUrVkw7duxQ+fLl03y8kiVLqn///pKksLAwTZo0SWvXrlXt2rXl7+8v6XaYDgwMfIh3BQAwA2ZsAQBAukjL1U0HDx5USEiINdRKUtGiReXn56eDBw/adbySJUvarAcFBSkmJsauPgAAGQPBFgAApIuwsDBZLJaHvkGUk5NTipB88+bNFO0yZcpks26xWJScnPxQxwYAmBPBFgAApIusWbOqTp06mjx5sq5du5bi9djYWBUpUkRnzpzRmTNnrNsPHDig2NhYFS1aVJLk7++v8+fP2+wbHR1tdz2ZMmVSUlKS3fsBAMyHYAsAANLN5MmTlZSUpAoVKuibb77RkSNHdPDgQU2YMEEVK1ZUrVq1VKJECbVu3Vq7du3S9u3b1bZtW0VERKhcuXKSpBo1aujXX3/VnDlzdOTIEfXv31/79++3u5bQ0FCtXbtWFy5c0JUrV9L7rQIAniAEWwAAkG7y5cunXbt2qXr16nr77bdVvHhx1a5dW2vXrtWUKVNksVi0bNkyZcmSRVWrVlWtWrWUL18+LViwwNpHnTp11LdvX7377rsqX768rl69qrZt29pdy+jRo7V69WqFhISodOnS6fk2AQBPGJ5jCwAAAAAwNWZsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGoEWwAAAACAqRFsAQAAAACmRrAFAAAAAJgawRYAAAAAYGr/B5C4VUskCMCbAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Businesses with Low Ratings\n",
    "low_rated = data[data['rating'] < 3]\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(y='types', data=low_rated, order=low_rated['types'].value_counts().index)\n",
    "plt.title('Distribution of Low-Rated Businesses by Type')\n",
    "plt.xlabel('Count')\n",
    "plt.ylabel('Business Type')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import folium\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Most Reviewed Businesses\n",
    "most_reviewed = data.nlargest(10, 'review_count')\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='review_count', y='name', data=most_reviewed)\n",
    "plt.title('Most Reviewed Businesses')\n",
    "plt.xlabel('Review Count')\n",
    "plt.ylabel('Business Name')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Count the number of businesses in each category\n",
    "category_counts = data['types'].value_counts()\n",
    "\n",
    "# Visualize the distribution of businesses by category\n",
    "plt.figure(figsize=(10, 6))\n",
    "category_counts.head(10).plot(kind='bar', color='skyblue')\n",
    "plt.title('Top 10 Business Categories')\n",
    "plt.xlabel('Category')\n",
    "plt.ylabel('Number of Businesses')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Analyze the distribution of businesses by city\n",
    "city_counts = data['city'].value_counts()\n",
    "\n",
    "# Visualize the distribution of businesses by city\n",
    "plt.figure(figsize=(12, 6))\n",
    "city_counts.head(20).plot(kind='bar', color='salmon')\n",
    "plt.title('Top 20 Cities with Most Businesses')\n",
    "plt.xlabel('City')\n",
    "plt.ylabel('Number of Businesses')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_excel('combined_data.xlsx')\n",
    "missing_city = data['city'].isnull()\n",
    "data['is_Azerbaijan'] = 0\n",
    "data.loc[(data['city'].str.contains('Azerbaijan', case=False, na=False)) & (~missing_city), 'is_Azerbaijan'] = 1\n",
    "data = data[data['is_Azerbaijan'] == 1][['name', 'latitude', 'longitude', 'review_count', 'rating', 'types', 'city']]\n",
    "data = data.drop_duplicates()\n",
    "data = data.dropna()\n",
    "# Group businesses by city and calculate average ratings\n",
    "city_avg_rating = data.groupby('city')['rating'].mean().sort_values(ascending=False)\n",
    "\n",
    "# Visualize average ratings by city\n",
    "plt.figure(figsize=(12, 6))\n",
    "city_avg_rating.head(20).plot(kind='bar', color='lightgreen')\n",
    "plt.title('Top 20 Cities with Highest Average Ratings')\n",
    "plt.xlabel('City')\n",
    "plt.ylabel('Average Rating')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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