NHIS_patient.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 진료내역정보\n",
    "데이터 출처 : https://www.data.go.kr/dataset/15007115/fileData.do\n",
    "\n",
    "* 진료내역정보는 2002년부터 2013년까지의 국민건강보험 가입자 중 요양기관(병/의원 등)으로부터의 진료이력이 있는 각 연도별 수진자 100만 명에 대한 기본정보(성, 연령대, 시도코드 등)와 진료내역(진료과목코드, 주상병코드, 요양일수, 총처방일수 등)으로 구성된 개방데이터이다.\n",
    "\n",
    "* 공공데이터 개방서비스( http://nhiss.nhis.or.kr/op/it/index.do )에서도 다운로드 받을 수 있음.\n",
    "\n",
    "\n",
    "<img src=\"https://i.imgur.com/Bl0jZSh.png\">\n",
    "\n",
    "<img src=\"https://i.imgur.com/CnVui44.png\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import set_matplotlib_formats\n",
    "\n",
    "# Window 의 한글 폰트 설정\n",
    "# plt.rc('font',family='Malgun Gothic')\n",
    "# Mac 의 한글 폰트 설정\n",
    "plt.rc('font', family='AppleGothic') \n",
    "plt.rc('axes', unicode_minus=False)\n",
    "\n",
    "# 레티나 설정을 해주면 글씨가 좀 더 선명하게 보입니다.\n",
    "set_matplotlib_formats('retina')\n",
    "\n",
    "# 주피터 노트북에서 그래프 표시\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12568532, 19)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/NHIS/국민건강보험공단_진료내역정보_2017.csv\", encoding=\"euc-kr\")\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>기준년도</th>\n",
       "      <th>가입자 일련번호</th>\n",
       "      <th>진료내역일련번호</th>\n",
       "      <th>성별코드</th>\n",
       "      <th>연령대코드</th>\n",
       "      <th>시도코드</th>\n",
       "      <th>요양개시일자</th>\n",
       "      <th>서식코드</th>\n",
       "      <th>진료과목코드</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>부상병코드</th>\n",
       "      <th>요양일수</th>\n",
       "      <th>입내원일수</th>\n",
       "      <th>심결가산율</th>\n",
       "      <th>심결요양급여비용총액</th>\n",
       "      <th>심결본인부담금</th>\n",
       "      <th>심결보험자부담금</th>\n",
       "      <th>총처방일수</th>\n",
       "      <th>데이터 기준일자</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>4661608</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>20170316</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>J060</td>\n",
       "      <td>R51</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>16420</td>\n",
       "      <td>4900</td>\n",
       "      <td>11520</td>\n",
       "      <td>3</td>\n",
       "      <td>20181126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>14468123</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>20170123</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>R51</td>\n",
       "      <td>K297</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>16420</td>\n",
       "      <td>4900</td>\n",
       "      <td>11520</td>\n",
       "      <td>3</td>\n",
       "      <td>20181126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>22980223</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>20170404</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>J0190</td>\n",
       "      <td>J060</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>14650</td>\n",
       "      <td>4300</td>\n",
       "      <td>10350</td>\n",
       "      <td>3</td>\n",
       "      <td>20181126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>23050697</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>20170407</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>J0190</td>\n",
       "      <td>J060</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>10620</td>\n",
       "      <td>3100</td>\n",
       "      <td>7520</td>\n",
       "      <td>3</td>\n",
       "      <td>20181126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>29517148</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>20170516</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>L309</td>\n",
       "      <td>L301</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>21760</td>\n",
       "      <td>6500</td>\n",
       "      <td>15260</td>\n",
       "      <td>7</td>\n",
       "      <td>20181126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   기준년도  가입자 일련번호  진료내역일련번호  성별코드  연령대코드  시도코드    요양개시일자  서식코드  진료과목코드  주상병코드  \\\n",
       "0  2017         1   4661608     1      5    11  20170316     3      13   J060   \n",
       "1  2017         1  14468123     1      5    11  20170123     3       1    R51   \n",
       "2  2017         1  22980223     1      5    11  20170404     3      13  J0190   \n",
       "3  2017         1  23050697     1      5    11  20170407     3      13  J0190   \n",
       "4  2017         1  29517148     1      5    11  20170516     3      14   L309   \n",
       "\n",
       "  부상병코드  요양일수  입내원일수  심결가산율  심결요양급여비용총액  심결본인부담금  심결보험자부담금  총처방일수  데이터 기준일자  \n",
       "0   R51     1      1   0.15       16420     4900     11520      3  20181126  \n",
       "1  K297     1      1   0.15       16420     4900     11520      3  20181126  \n",
       "2  J060     1      1   0.15       14650     4300     10350      3  20181126  \n",
       "3  J060     1      1   0.15       10620     3100      7520      3  20181126  \n",
       "4  L301     1      1   0.15       21760     6500     15260      7  20181126  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 12568532 entries, 0 to 12568531\n",
      "Data columns (total 19 columns):\n",
      "기준년도          int64\n",
      "가입자 일련번호      int64\n",
      "진료내역일련번호      int64\n",
      "성별코드          int64\n",
      "연령대코드         int64\n",
      "시도코드          int64\n",
      "요양개시일자        int64\n",
      "서식코드          int64\n",
      "진료과목코드        int64\n",
      "주상병코드         object\n",
      "부상병코드         object\n",
      "요양일수          int64\n",
      "입내원일수         int64\n",
      "심결가산율         float64\n",
      "심결요양급여비용총액    int64\n",
      "심결본인부담금       int64\n",
      "심결보험자부담금      int64\n",
      "총처방일수         int64\n",
      "데이터 기준일자      int64\n",
      "dtypes: float64(1), int64(16), object(2)\n",
      "memory usage: 1.8+ GB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12568532, 18)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop([\"데이터 기준일자\"], axis=1)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"가입자 일련번호\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12568532"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"진료내역일련번호\"].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가입자별 진료내역 수\n",
    "* 한 해동안 가입자 별로 진료내역 수"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_num_count = df[\"가입자 일련번호\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1000000.000000\n",
       "mean          12.568532\n",
       "std           15.578168\n",
       "min            1.000000\n",
       "25%            3.000000\n",
       "50%            8.000000\n",
       "75%           16.000000\n",
       "max          503.000000\n",
       "Name: 가입자 일련번호, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 가입자별 진료 수를 다시 집계\n",
    "# 평균 12 회의 진료를 받으며, 중앙값은 16회이다.\n",
    "df_num_count.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15afac0f0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AL5hMh07bFp2xTIvOzumZusq/JEmS+pcBv2DqN7pqHfCHIhgb3fPn3bZjekGf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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 380
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 가입자별 진료내역 수 분포\n",
    "sns.distplot(df_num_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 서식코드\n",
    "* 명세서 서식 구분을 위한 코드"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    12219627\n",
       "2      273271\n",
       "8       75634\n",
       "Name: 서식코드, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"서식코드\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 8, 2])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"서식코드\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "form_cd = {2: \"의과 입원\", \n",
    "           3: \"의과 외래\", \n",
    "           6: \"조산원 입원\", \n",
    "           7: \"보건기관 입원\",\n",
    "           8: \"보건기관 외래\",\n",
    "           9: \"정신과 낮병동\",\n",
    "           10: \"정신과 입원\",\n",
    "           11: \"정신과 외래\"\n",
    "          }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "form_cd_count = df[\"서식코드\"].value_counts()\n",
    "form_cd_count = form_cd_count.reset_index()\n",
    "form_cd_count.columns = [\"서식코드\", \"내역수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "form_cd_count[\"서식명\"] = form_cd_count[\"서식코드\"].map(form_cd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>서식코드</th>\n",
       "      <th>내역수</th>\n",
       "      <th>서식명</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>12219627</td>\n",
       "      <td>의과 외래</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>273271</td>\n",
       "      <td>의과 입원</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>75634</td>\n",
       "      <td>보건기관 외래</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   서식코드       내역수      서식명\n",
       "0     3  12219627    의과 외래\n",
       "1     2    273271    의과 입원\n",
       "2     8     75634  보건기관 외래"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "form_cd_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 시도코드"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "sido_cd = {11 : \"서울특별시\",\n",
    "26: \"부산광역시\",\n",
    "27: \"대구광역시\",\n",
    "28: \"인천광역시\",\n",
    "29: \"광주광역시\",\n",
    "30: \"대전광역시\",\n",
    "31: \"울산광역시\",\n",
    "36: \"세종특별자치시\",\n",
    "41: \"경기도\",\n",
    "42: \"강원도\",\n",
    "43: \"충청북도\",\n",
    "44: \"충청남도\",\n",
    "45: \"전라북도\",\n",
    "46: \"전라남도\",\n",
    "47: \"경상북도\",\n",
    "48: \"경상남도\",\n",
    "49: \"제주특별자치도\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>시도코드</th>\n",
       "      <th>내역수</th>\n",
       "      <th>시도명</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>41</td>\n",
       "      <td>2948775</td>\n",
       "      <td>경기도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>2267485</td>\n",
       "      <td>서울특별시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>884294</td>\n",
       "      <td>부산광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>48</td>\n",
       "      <td>832592</td>\n",
       "      <td>경상남도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>694357</td>\n",
       "      <td>인천광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>47</td>\n",
       "      <td>692769</td>\n",
       "      <td>경상북도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>27</td>\n",
       "      <td>604713</td>\n",
       "      <td>대구광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>44</td>\n",
       "      <td>568025</td>\n",
       "      <td>충청남도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>46</td>\n",
       "      <td>546262</td>\n",
       "      <td>전라남도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>45</td>\n",
       "      <td>539160</td>\n",
       "      <td>전라북도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>43</td>\n",
       "      <td>418026</td>\n",
       "      <td>충청북도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>30</td>\n",
       "      <td>379193</td>\n",
       "      <td>대전광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42</td>\n",
       "      <td>354895</td>\n",
       "      <td>강원도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>29</td>\n",
       "      <td>333549</td>\n",
       "      <td>광주광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>31</td>\n",
       "      <td>271693</td>\n",
       "      <td>울산광역시</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>49</td>\n",
       "      <td>169160</td>\n",
       "      <td>제주특별자치도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>36</td>\n",
       "      <td>63584</td>\n",
       "      <td>세종특별자치시</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    시도코드      내역수      시도명\n",
       "0     41  2948775      경기도\n",
       "1     11  2267485    서울특별시\n",
       "2     26   884294    부산광역시\n",
       "3     48   832592     경상남도\n",
       "4     28   694357    인천광역시\n",
       "5     47   692769     경상북도\n",
       "6     27   604713    대구광역시\n",
       "7     44   568025     충청남도\n",
       "8     46   546262     전라남도\n",
       "9     45   539160     전라북도\n",
       "10    43   418026     충청북도\n",
       "11    30   379193    대전광역시\n",
       "12    42   354895      강원도\n",
       "13    29   333549    광주광역시\n",
       "14    31   271693    울산광역시\n",
       "15    49   169160  제주특별자치도\n",
       "16    36    63584  세종특별자치시"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sido_count = df[\"시도코드\"].value_counts().reset_index()\n",
    "sido_count.columns = [\"시도코드\", \"내역수\"]\n",
    "sido_count[\"시도명\"] = sido_count[\"시도코드\"].map(sido_cd)\n",
    "sido_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x156537d68>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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kLSKHHckDRRjhuS2nDskDRRjhuSJmqmjRu7Asszc7eJVpw3+X2RRtL3ATJz36nuiKTR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\nkiRJkiRJauH/APgMnYhh/QgVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 424,
       "width": 941
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "sns.barplot(data=sido_count, y=\"시도명\", x=\"내역수\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 요양개시일자"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2017-03-16\n",
       "1   2017-01-23\n",
       "2   2017-04-04\n",
       "3   2017-04-07\n",
       "4   2017-05-16\n",
       "Name: 요양개시일자, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"요양개시일자\"].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 숫자 형태의 데이터는 날짜를 timestamp로 봅니다.\n",
    "# 따라서 날짜형태로 타입변경을 위해 str 타입으로 변경합니다.\n",
    "df[\"요양개시일자\"] = df[\"요양개시일자\"].astype(str)\n",
    "df[\"요양개시일자\"] = pd.to_datetime(df[\"요양개시일자\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>요양개시일자</th>\n",
       "      <th>내역수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>10296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-01-02</td>\n",
       "      <td>55818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2017-01-03</td>\n",
       "      <td>44014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2017-01-04</td>\n",
       "      <td>42015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2017-01-05</td>\n",
       "      <td>41273</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        요양개시일자    내역수\n",
       "302 2017-01-01  10296\n",
       "10  2017-01-02  55818\n",
       "84  2017-01-03  44014\n",
       "115 2017-01-04  42015\n",
       "135 2017-01-05  41273"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day_count = df[\"요양개시일자\"].value_counts().reset_index()\n",
    "day_count.columns = [\"요양개시일자\", \"내역수\"]\n",
    "day_count = day_count.sort_values(by=\"요양개시일자\")\n",
    "day_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x120cfe978>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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T4r6lLP21nA9az6PzHVPTlq8Wb7M4qRc+f2ucyzR7aNswsUZHb5hY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\n+Lwj9j0kH5Tr9riZYbvM38L5J91Xs8Y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v5nMRg/ngQ4/dsHT5zn3Tmd/lvkh2atdMudw8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Yu4Pf5d4MB9XTQ7KWtgAuWCd4YWeVja1RqBkcMTU5GGoKlvQDBmmJxRWvikn2UwsD8rkPZraC/H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\nAPD8MbPnRtbd3BisDAZ/bIC9Qy+TKUfRu4v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ry1cT183YAXc/0ZRT3FNix3CAXdWRkkZR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\n4622uH3kYy2qZubsvh6++5JTuHfnb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smjj1jON393M4tm93HcAYmriAYXkD902SBfueKv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\n4XcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 316,
       "width": 626
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.lineplot(data=day_count, x=\"요양개시일자\", y=\"내역수\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"요양개시월\"] = df[\"요양개시일자\"].dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1208a07f0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kSZq2mX5G6L/GnD4pybuBjwEXAj+byd6SJEmSNF2P6YtPq+rfgHOBAx7LvpIk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\nQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 417
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df, x=\"요양개시월\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"요양개시요일\"] = df[\"요양개시일자\"].dt.dayofweek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121caf748>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uM+K8AgxCkiRJkmbFRINQVT17kteTJEmSpBVhokEoyVYzPLWq6rxJ9pYkSZKk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\nf/4QC6Mk0wuRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 417
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 병원이 쉬는 일요일에는 내역이 거의 없으며, 월요일이 가장 많다.\n",
    "sns.countplot(data=df, x=\"요양개시요일\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{2: '의과 입원',\n",
       " 3: '의과 외래',\n",
       " 6: '조산원 입원',\n",
       " 7: '보건기관 입원',\n",
       " 8: '보건기관 외래',\n",
       " 9: '정신과 낮병동',\n",
       " 10: '정신과 입원',\n",
       " 11: '정신과 외래'}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "form_cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1243cef98>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wPCIqPqUVEeuTPdxfutPb82RbSNd62m0E2a1j08t6dQd2qFM3rWzu6XV6bQP0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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 417
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df, x=\"요양개시요일\", hue=\"서식코드\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 주상병코드\n",
    "* 한국표준 질병·사인 분류 : http://www.koicd.kr/2016/owlsearch/all.do"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "koicd = {\n",
    "\"J20.9\" : \"상세불명의 급성 기관지염\",\n",
    "\"I10.9\" : \"기타 및 상세불명의 원발성 고혈압\",\n",
    "\"E11.9\" : \"합병증을 동반하지 않은 2형 당뇨병\",\n",
    "\"J03.90\" : \"재발성으로 명시되어 있지 않은 상세불명의 급성 편도염\",\n",
    "\"J02.9\" : \"상세불명의 급성 인두염\",\n",
    "\"F00-F09\" : \"증상성을 포함하는 기질성 정신장애\",\n",
    "\"N\" : \"비뇨생식계통의 질환\",}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "J209      1103359\n",
       "I109       680425\n",
       "F_         334665\n",
       "N_         212523\n",
       "E119       202139\n",
       "J0390      197887\n",
       "J304       193619\n",
       "J029       171936\n",
       "M170       155910\n",
       "J00        145067\n",
       "M4806      135928\n",
       "J060       119770\n",
       "K210       117835\n",
       "M5456      117633\n",
       "M511       114374\n",
       "J0190      111801\n",
       "N185       106717\n",
       "J40        105838\n",
       "L239       105378\n",
       "J069        91444\n",
       "J303        90758\n",
       "J040        82576\n",
       "B_          79068\n",
       "H0411       76823\n",
       "S3350       75450\n",
       "A099        71323\n",
       "J219        70697\n",
       "K219        68473\n",
       "A090        65879\n",
       "J_          65683\n",
       "           ...   \n",
       "A070            1\n",
       "M8317           1\n",
       "M4833           1\n",
       "T791            1\n",
       "S729            1\n",
       "P781            1\n",
       "S26801          1\n",
       "K729            1\n",
       "L689            1\n",
       "S860            1\n",
       "P92             1\n",
       "S3585           1\n",
       "Z023            1\n",
       "S772            1\n",
       "S27901          1\n",
       "S8558           1\n",
       "H531            1\n",
       "S8212           1\n",
       "M7912           1\n",
       "M0584           1\n",
       "M6644           1\n",
       "M06821          1\n",
       "M4059           1\n",
       "M9075           1\n",
       "D014            1\n",
       "H940            1\n",
       "D337            1\n",
       "S92             1\n",
       "P399            1\n",
       "K052            1\n",
       "Name: 주상병코드, Length: 9480, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"주상병코드\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_koicd = df.groupby([\"요양개시월\", \"주상병코드\", \"성별코드\"])[\"서식코드\"].count().reset_index()\n",
    "month_koicd.columns = [\"요양개시월\", \"주상병코드\", \"성별코드\", \"내역수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121502a20>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ElmXmkoEaM7MrIhYBB3RvK1+OtA/wlUH2e1v5/QAMDBXX0dFBe3t7v+0zZ86k\nra2tBhVJkiQ1p7oMDOUFyj2LlCNi3SDd5wADhoVeHgEO6/X1bEp/N4XjMvPpiHi+vH9VWHt7OwsW\nLOi3feHChcyZ41+5JElStdRlYNhMU4GHh+izCpgQEW2Z2VEeA7ByGOO2HaqAiFhc0LTbUGMlSVLj\nc2ZdY1kzBIYAchh96NWv79cj2bckSdKgnFnXWNYMgWEVpQeuDWYK0Nnrbkirem0fatxQsxBk5r4D\nbS/PPOwz1HhJkiSpVurytqqb6WFKaxIGMxvofTekR4CuwcZFxHbA1pSe/CxJkiQ1pGYIDIuAHSNi\n1kCNETEOeANwe/e2zFwL3EfpDktFuttuH6SPJEmSVNea4ZKkayjdHvVE4OwB2o+mdPPsy/psv5LS\ng9l2ycw/DzBuPrAkMxdVsFZJkraYC2cljYaGDwyZ2R4RFwKnRcQ1mfmH7raImAF8FfhpZt7SZ+g3\ngH8AvhURR2Xmhl7jPkApaLxv9M9AkqrHD5z1zYWzzWeohwqCDxbUyDV8YCj7BLA3cGtEnA88ALwS\nWACsoTRb8CKZuSoi3gv8DLg9Ir4DrAXeAnwQ+FpmXlWd8iWpOvzAKUnqqykCQ2aujYhDgNOAecAs\n4BngauCMzFxRMO6WiNgHOAs4B5hMKWyclJmXVKV4SZIk1dS+pw7+sW/c2meZPMD2eV/7CZu2Kr56\n/UcDDRqDGiIwZObOw+jTSelD/zmbue8HgeO2rDJJkiSpvjVEYJAkaThcoyFJm8/AIElqGq7RkKTN\n1wzPYZAkSZK0hQwMkiRJkgoZGCRJkiQVGpXAEBEtvf78+oj479E4jiRJkqTRNVqLnn8dER/MzD8D\nCbx6lI4jSZIkNaQZW23kzH2WD7i9mioeGCJiOnAAMBv4M6UnKUuSJEnaDBPHwc6TqxsOBjIalyQd\nBqwFbi1/3TkKx5AkSZJUBaMRGI4Dri8/WRkMDJIkSVLdquglSRGxH/AOYK9em9dX8hiSJEmSqqdi\nMwwRsR3wQ2BhZt7fq6n2F15JkiRJ2iIVCQwR8UbgFuA+4J/6NGcljiFJkiSp+kZ0SVJEjAPuAXYC\nvgJ8PjP7BoQsdY2rKAWUlvJxJwATy6/VmXn4SGqRJEmSVHkjXcOwFTCV0of+1gHCQl9d5ddGYF2v\n7c+NsA5JkiTVyL6nXjJo+7i1zzJ5gO3zvvYTNm21qHDcjwYapKobUWDIzNXArIg4CvhmRLwaODYz\nu/p2LdguSZIkaQyryBqGzLwBeCPwWuDcgm6j9VRpSZIkSaOkYh/iM/MvEfEe4M6IuDozf1tuivL7\nuEodS5IkSZqx1UbO3Gf5gADVWm0AACAASURBVNtVORX9rX9m/j4iLgDOBN7Zp3k80FHJ40lj0VDX\nccLoXcvpN05JUjOZOA52nuzPuNE2GpcJfRN4KCK2y8yneGGGYcIoHEtSL37jlCRJlVbxwJCZSyNi\nKfAW4IpeTRMrfSxJ1Tdad8IA74bhDJFUG/6/Jw1utBYi/xz4ffnPUX4ZGCRpEM4QSbXh/3vS4EYl\nMGTm3/X6ciNwL7BpNI4lSZIkafSM+q1OM3MVsPdoH0dS4/OyAUmSqs9nI0iqG142IDUu10dJY1dF\nHtwmSZIkqTEZGCRJkiQVGvElSRFxB6W7IHUN8IJSKEngrcCt5T9nr11kZh440jokSZIkVV4l1jD8\nkdKdkFqAk4CrgFXALEqLna8HxpXb9wP+HdhQHtuCt1uVJEmSxqwRB4bMPKn7zxFxIvDxzPyfiHgb\ncE5m/nW5rfuJz6dk5vMjPa4kjYbRWnjpoktJUr2q9BqGLmB9r697nr2Qmd2XIQWSJEmS6kLFAkN5\nBqGVF19i1Pdyo6R0eZIkSZKkOlCxwFCeQTgUeKa86W7gtD7dNlXymJIkSZJGV8Ue3BYR44GDga9F\nxDTgXuAzfbp1VfKYjczrqCVJkjQWVOTDe0S0AD8BXgV8l9Isw5HALRGxf2beX+66qVLH1OiYsdVG\nztxn+YDbJWlL+b2lvvnvJzW3Sn14/wDw/wB7ZOZz5W3nR8R/AF8C3lneVvMZhojYHzgVOAjYFngc\nuAP418z87wH6twIfB+YDs4FnKd0q9ozMfLpKZVfNxHGw82R/AEiqLL+31Df//aTmVqn1BEcBn+8V\nFrr9K/C28ofubjVb9BwRJwG3ATsB51IKAf9BKTzcHREf6NN/PKWZk3+hFBL+GvgGpfP9bUTMqFrx\nkiRJUg1U6rf9LwMeGmD7Y+Vj7Ag8Siks1CQwRMR04ALgR8AxvW7zSkScT+kp1N+MiP/MzHXlpjOB\nucABmXlPr/7fBe4ELgLeVp0zkCSNVV6yI6mRVWqG4SlKlyT1tSuly5C6v4u2VPCYm+tgoA1Y2Dss\nAJQfJHcxMJXSE6q7A8YpwHm9w0K5/1PAPwKHR8TcKtQuSRrDui/Z6fua6I3EJTWASs0w/AQ4PSKu\n6PXbeYBPAndm5ury1+MrdLwt0X2uOxS070ppUfZfyl8fQ+k5Et8r6H89pSB0PPDrCtWoUeZvASVJ\nkjZPpQLD5ZSu7/9dRFwAPA28l9K1/od1d8rMWv6u5RagE/jXiPh9Zt4LPXd4+ijwt8B3yrMNAAcC\nyzJzyUA7y8yuiFgEHDD6patSXLgnSZK0eSoSGMofno8EPgf8M/BS4L+Bd2TmrZU4xkhl5rKI+Bjw\nLUoLnH9J6e5I7wV2ozST8LFeQ+YAA4aFXh6hVyAqEhGLC5p2G2qsJEmSVEsVu8Vp+VKkU8qvMSkz\nL4yI31NarPzW8gtKlxT9R2Zu6NV9KvDwELtcBUyIiLbM7Kh0vZJUaT4UUpK0uZrqIWoR8VfAZynN\nHiwF/n9Klx7NBW6PiB8Af13+8B9ADrynF3ZZfh+0X2buW1DPYmCfYZYvSZIkVV3TBIaI+DzwaeAP\nwHuA6zKzq9y2P/AF4DjgeeBkSrMHU4bY7RSgs89Cb0mSKm6o2SFwhkjS6BhxYIiIf6f09GMo3TI1\nyq+WId57/3lpZn5+pLUMUuOuwKcozSi8ve8H/MxcFBFvpbQw+oTyWoeHKT3QbTCzGfj5E5IkSVJD\nqMQMw4GUnrWwAVgHrC//eUN5+xGUHnK2ttw/Bngf7bsnva58nHOKZgMyc2NEXAfsT2n9wiLg2IiY\nlZmP9u0fEeOANwBXjV7ZjcvrqCWNBr+3SFLljTgwZOarB2uPiC5gfmbW8jfxK8vvk4bo9xrgSUq3\nhb0G+ApwInD2AH2PBqYBl1WoRkmSJGnMqcZTl7uqcIyh3Az8D/D5iHjZQB0i4kTg/cCXMrMrM9uB\nC4HTIuLVffrOAL4K/DQzbxnVyiVJkqQaqsQahjnAc7xwp6De7wFsBKZGxLTuIX3eycxnRlrHYDJz\nXUS8F7gBeCQiLgHupbTAeRbwbuD1lMLCV3sN/QSwN3BrRJwPPAC8ElgArAHmj2bdkiSpMXi5nOpZ\nJdYw3MPgl/oEpfUARW0bgQkVqGNQmXlHRLwG+DildRXzgfHAE5QWQ38sM+/qM2ZtRBwCnAbMoxQu\nngGuBs7IzBWjXbckSZJUS5UIDEdTWuwMA88yDOe9KjLzCUof/k/bjDGdwDnllyRJUl2ZsdVGztxn\n+YDbpeGoxKLnXw6nX0ScDSzJzItHekxJkiQNz8RxsPNkw4G2XDUWPXdLSrchlSRJklQnqhkYHgT+\n3yoeT5IkSdIIVTsw7FzF40mSJEkaoWoGhmeBGVU8niRJkqQRqmZgWA1MjIhqHlOSJEnSCFTzw/uq\n8ruPGJEkSZLqRCWewwBARHwTOBJYSymItA7wAtgGWFmp40qSJEkaPRULDMBNwHKgq/zaVPC+uoLH\nlCRJkjSKKhYYMvMq4KpK7U+SJElS7bkAWZIkSVKhSl6SJEmSJDWdTROnsHq3owbc3ggMDJIkSdJI\njBvPpq1eWusqRo2XJEmSJEkqZGCQJEmSVMjAIEmSJKmQgUGSJElSIQODJEmSpEIGBkmSJEmFvK2q\nVAONfr9mSZJ68+defTMwSLXQ4PdrliTpRfy5V9cMDJIkaczzN9RS7RgYJEnS2OdvqKWaMTBIqih/\nCyhJUmMxMEiqLH8LKElSQ/G2qpIkSZIKGRgkSZIkFfKSJEnaDK7RkCQ1GwODJG0O12hIkpqMlyRJ\nkiRJKuQMgyRJDcJL5iSNBgNDnfKHgiSpHy+ZkzQKDAz1yh8KkiRJqgIDgySph7OXkqS+mjIwRMQx\nwIeBvYGtgUeA64BvZObjffq2Ah8H5gOzgWeB64EzMvPpKpYtSaOvwWcvDUSStPmaKjCUP/xfChwH\n/Ao4DdgAzAX+HpgE/GOv/uOBG4A3At8E7gVmAR8FjoyI/TPziWqegyRpBBo8EEnSaGiqwAB8g1JY\n+Hhm/luv7ZdExOeBg/r0P5NSmDggM+/p3hgR3wXuBC4C3jaqFUuSJEk11DTPYYiIgyldhvT1PmEB\ngMz8c2Ze2qv/dOAU4LzeYaHc9ylKMxGHR8Tc0a1ckiRJqp1mmmH4BLCG0qzBcBwDTAS+V9B+PbAc\nOB749Yir04t4nbEkSdLY0BSBISImAUcA12Xmc8McdiCwLDOXDNSYmV0RsQg4oEJlqjevM5YkSRoT\nmiIwAHsBE+gzE1BeBB2ZuWGAMXOAAcNCL48Ahw118IhYXNC021BjJUmSpFpqlsAwo/z+p4iYDHwE\nOAnYFWiNiPuBrwPfzsws950KPDzEflcBEyKiLTM7RqFuSZLUBLwUV2NZswSGrcvvLwd+ByTwHeB+\n4CWUwsNCYD/gr8t9o9xvMFF+H7RfZu474ODSzMM+QxxDkiQ1Oi/F1RjWLIFhdfn9W8DngHMzc2Ov\n9osj4hLgpIi4NDNvojR7MFSsnwJ0Zua6ilcsSZIkjQHNclvVpeX3r2bm2X3CQrdPl9+PKL8/TOnJ\nzoOZDTw08vIkSZKksalZAsPvgRXAtkUdMvNxoJMXZhUWATtGxKyB+kfEOOANwO2VLVWSJEkaO5oi\nMGRmF6XnKRwbETsO1Cci5lB67kL3jME1wCbgxILdHg1MAy6rbLWSJEnS2NEUgaHsi8Ba4PKI2KZ3\nQ0S0UbpL0mrgcoDMbAcuBE6LiFf36T8D+Crw08y8pQq1S5IkSTXRLIueycynIuJdwH8Bv4+Ib1N6\njsJs4EOUbr16TGYu6zXsE8DewK0RcT7wAPBKYAGlp0bPr94ZSJIkSdXXNIEBIDN/ExF7Ap+h9CyG\n7YFngF9QunPSg336r42IQ4DTgHnArHL/q4EzMnNFNeuXJEmSqq2pAgNAZv4PpbDwkWH27wTOKb8k\nSZKkptJMaxgkSZIkbSYDgyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTI\nwCBJkiSpkIFBkiRJUiEDgyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTI\nwCBJkiSpkIFBkiRJUiEDgyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTI\nwCBJkiSpkIFBkiRJUiEDgyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTI\nwCBJkiSpkIFBkiRJUiEDgyRJkqRCBoZBRERrRJwaEX+IiI6IeDwiFkbEy2pdmyRJklQNrbUuoFYi\nYibwW6AjM3ceoH08cAPwRuCbwL3ALOCjwJERsX9mPlG9iiVJkqTqa8rAEBFtwLXAS4HHC7qdCcwF\nDsjMe3qN/S5wJ3AR8LbRrVSSJEmqrWa9JOk/gASuHqgxIqYDpwDn9Q4LAJn5FPCPwOERMXe0C5Uk\nSZJqqekCQ0R8EngL8B5gXUG3Y4CJwPcK2q8HlgPHV7xASZIkaQxpqkuSIuII4Czg8Mxsj4iirgcC\nyzJzyUCNmdkVEYuAA0anUkmSJGlsaJrAEBFzgCuAT2Tmr4foPgcYMCz08ghw2DCPvbigabfhjJck\nSZJqpSkuSYqIKcCPgasz84JhDJkKrByizypgQnkBtSRJktSQGn6GISJagMsoBYCPDncYpUXRQ/Vh\nGP3IzH0LalsM7DPMmiRJkqSqa/jAAJxDaa3BwUBbnxmBCUBLRGxb/npdZq6jNHswZYj9TgE6y/0l\nSZKkhtQMgeF4YBrwh0H6PFd+Pwv4LPAwcNAQ+50NPDTS4iRJkqSxrBkCw3HApIK2fwZeW+4DsLT8\nvgg4NiJmZeajfQdFxDjgDcBVlS1VkiRJGlsaPjBk5qKitoiYT+kypJv7NF0DfAU4ETh7gKFHU5q1\nuKwyVUqSJEljU1PcJWlzZWY7cCFwWkS8undbRMwAvgr8NDNvqUV9kiRJUrU0/AzDCHwC2Bu4NSLO\nBx4AXgksANYA82tXmiRJklQdBoYCmbk2Ig4BTgPmAbOAZ4CrgTMyc0Ut65MkSZKqoakDQ2bOH6K9\nk9JtWc+pSkGSJEnSGOMaBkmSJEmFDAySJEmSChkYJEmSJBUyMEiSJEkqZGCQJEmSVMjAIEmSJKmQ\ngUGSJElSIQODJEmSpEIGBkmSJEmFDAySJEmSChkYJEmSJBUyMEiSJEkqZGCQJEmSVMjAIEmSJKmQ\ngUGSJElSIQODJEmSpEIGBkmSJEmFDAySJEmSChkYJEmSJBUyMEiSJEkqZGCQJEmSVMjAIEmSJKmQ\ngUGSJElSIQODJEmSpEIGBkmSJEmFDAySJEmSChkYJEmSJBUyMEiSJEkqZGCQJEmSVMjAIEmSJKmQ\ngUGSJElSIQODJEmSpEIGBkmSJEmFDAySJEmSCjVNYIiI7SLi1Ii4JSJWRkRnRPwxIj4fEVMGGbdV\nuc+SiFgXEY9ExBcjYutq1i9JkiTVQmutC6iGiHgDcDPQAVwGXAh0AfsDnwDeFxEHZeaTfcZNLY97\nOfAN4E/A7sDfAW8rj1lTpdOQJEmSqq4pAgMwGTgfOCsz1/ba/v2I+CHwS+BzwMl9xl1AKSy8PjMf\n694YEZcBdwL/H/Dh0SxckiRJqqWmuCQpM2/MzE/2CQvdbbcAtwNv7b09IvYEjgdO7x0WymMeAj4L\n/O+I2GXUCpckSZJqrCkCwzCsov/fxfHAeuDygjGXAgEcN4p1SZIkSTXV9IEhImYAhwG39Wk6ELh7\noFkJgMxcDvwROGB0K5QkSZJqp1nWMAwoIrYBrgLGAV/o0zwH+PkQu3ik3G+o4ywuaNptqLGSJElS\nLTXtDENE7Az8GngjcHJm/nefLlOBlUPsZhWwbcWLkyRJksaIppxhiIijgEuAjcBRmflfA3UDcqhd\nDaMPmblvQR2LgX2GGi9JkiTVSlPNMEREa0R8CbgOuBvYqyAsQGn2oPCBbmVTGHoWQpIkSapbTTPD\nUF6v8BNKi5Q/DXwpMwebHXgYmD3EbmcDD1amQkmSJGnsaaYZhu8DrwfemZlfHCIsACwC9o2ISQM1\nRsRLKS1avr2yZUqSJEljR1MEhoh4J/Au4H9n5s+GOexKYBLwvoL2E4Au4Acjr1CSJEkam5oiMAAf\nBm7LzCuGOyAzbwd+Bnyh/KyGHhGxO3Am8O3MXFrJQiVJkqSxpFnWMOwH3BgR7x6i362Z+Uyvr+dT\neqDbbyLi68CjwF7AAuB+4JRRqFWSJEkaM5olMEwH3l9+DeZQ4ObuLzLzyYjYFzgD+Fvg5cBfgPOB\nz2dm56hUK0mSJI0RTREYMnOLL73KzJXAJ8ovSZIkqak0yxoGSZIkSVvAwCBJkiSpkIFBkiRJUiED\ngyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTIwCBJkiSpkIFBkiRJUiED\ngyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTIwCBJkiSpkIFBkiRJUiED\ngyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTIwCBJkiSpkIFBkiRJUiED\ngyRJkqRCBgZJkiRJhQwMkiRJkgoZGCRJkiQVMjBIkiRJKmRgkCRJklTIwCBJkiSpkIFhGCLikIj4\nPxGxIiJWRsSNEXForeuSJEmSRpuBYQgRcRLwK6AT+Efg40AXcGNEfLCWtUmSJEmjrbXWBYxlEfEq\n4NvAlzPzn3s1fTciLgD+PSJuzcw/16ZCSZIkaXQ5wzC4c4C/AP8yQNs/ASsL2iRJkqSGYGAoEBFT\ngaOA72fmhr7tmdkJ/AD4q4iYWO36JEmSpGowMBR7PTABuHWQPrcBU4DXVKUiSZIkqcoMDMXmlN+X\nDNLnkT59JUmSpIYSmVnrGsakiPgUcC6wXWY+XdDnlcBDwEcyc+Eg+1pc0LRXW1vbuN13371fwwN/\neXbzix6GXVueHJX9Tpjxqs3q38jnN1rnBp7flhoL5zda5waNfX5+b3mB/+9tuUY+P7+3bJlm/N7y\nwAMP0NHRsTwzX7q5+zMwFIiITwOfB16Wmc8U9JkDPAgsyMxvDbKvosDwGuB5YOnIqh223crvf6zS\n8arN86tvjXx+jXxu4PnVO8+vfjXyuYHnV2k7A6syc5fNHehtVYutKr9PAQYMDOU2KN0tqVBm7lup\nokaiO7iMlXoqzfOrb418fo18buD51TvPr3418rmB5zeWuIah2MPl99mD9Olue3CUa5EkSZJqwsBQ\n7LfAJuDAQfocSGkm4vdVqUiSJEmqMgNDgfK6hV8B8yJiXN/2iGgD3gdcnZnrq12fJEmSVA0GhsGd\nCewKfKb3xogI4N+AqcDZNahLkiRJqgoXPQ8iM++IiFOBr0TEq4AbgDbg/cBBwPsz89Fa1ihJkiSN\nJm+rOgwR8XbgNOB1QAKLgM9m5h01LUySJEkaZQYGSZIkSYVcwyBJkiSpkIFBkiRJUiEDgyRJkqRC\nBgZJkiRJhQwMkiRJkgoZGFTXImK7iDg1Im6JiJUR0RkRf4yIz0fElFrXN1IRsX1EnBYRv46I5RGx\nPiIei4hvR8Qral2fikXEtkO8pta6xkqJiGMi4saIeDYi1kXE/RHxxXr9bzQiWobx77dtg3yP2T8i\nromIJ8vfP5dExPcjYs9a11YJEXFcRNwaEc9HxOqIuD0iTiw/gLXhRERr+WfiHyKiIyIej4iFEfGy\nWtemoZX/f7yg/DlmXflzzU0R8d6a1+ZtVZtPRNwIPJ6Z82tdy0hExBuAm4EO4DLgN0AXsD/wIaAd\nOCgzn6xVjSMREQcCNwJrgSuBu4CNwGuBv6V03odk5h9qVmSFRcRM4LdAR2buXONyRiQihvrmuiYz\nt6lKMaMkIlqBS4HjgF8BlwMbgLnAB/5ve3ceJVddpnH8+2QjIUAEogwoBkE57nNmBBcEOYwTRAQF\nAcFhiOLAyIxGI6uig6whBGVVAwIKCAKyGBiUxaBsCi4gQRRBDGRACGGTEEJCSN75471Nikrd6q26\nblf38zmnTtH33rr9XtLd9/f+lvcC342IadVF2DeSNgEe7MGh8zv551TSvsDZwJ3ABcBC4A3AfwKv\nA6ZExA+ri7B/JM0i/1ZeDlxFdpLuBuwEXAHsFRHLq4uwd7q7d0saTT5g9n3Ad4C5wCTgcxT3xoh4\nrD3R9l5v2yZFh8TDwHYRceMAhtYSPfj3OxmYBtxF3vPnAesBewLbAqdHxBfaE+3q/KTnYUbSGsA/\nAY9UHUsLrA2cBhwVEUtqtl8g6RLgBuBYYP8qgmuB9YEzga9HxLM1238g6Wzg18BJwIeqCK7VJI0D\nZpPXPRR+PgHOA84t2beijXEMlG+RycKXIuKUmu3nSzoO2LqasPptAbBdk/0jyUboHe0Jp/UkTQS+\nDfwY2CNqeg8lnQbcCnxH0hURsbSiMPtM0n+QycJXImJGza5zJX0ROAWYARxURXy91cN799fJZH2r\niPh9zWe/R94vzmWQ3i/62DZ57wCF03I9vL6XgJ0j4uq67bMknQFMlXRJRPxyoOJsxgnDMCBpDNm4\n3gw4ksxYO15EzCF74Bvtu0XSr4DJ7Y2qpa6OiKsa7YiIeyVdSjbWhopzyCepX0YH3Qi68VAn9Hz1\nhaRtgM+SvV6n1O+PiAfpWS/9oFM0kG8s2y9pL2ACcEK7YhoA2wDjgFm1yQJARCyWdB7ZITEJuK+C\n+PrrQOBe4MT6HRFxqqT3AV+U9O2ImNf26HqgN/fuIgE8GPhGbbIAEBELJU0DZkv6QETcPHBR91xf\n2iaS1gLWIX9+Tx3I+Pqrt9cXEYc02T2D/Hs7GagkYfAahuFhCvAk2cPw4YpjaadFdPDPeESs7OaQ\nRcCL7YhloEk6DPggsCvQcb2Zw9RBwPNkr+ZwcyhwU0T8pupA+qGrw/AfSvZvRo6C/a094bSOpLWB\ntwLXR0TZSN7x5EjRvm0LrPd6c+/eA1gD+H7J/v8Fngb2bll0/deXtsm15M/kxcAGAxRXq7Sy7bWo\neK+sTeMRhuHhJ7xyeP3iqgJpF0kbAv8KXFl1LANB0nrA7uRNoKNJ+jBwFLB9RDw8RNcids33HxkR\ny6qOpb8kjSVvgFdFxDNVx9NOkiaTUwt2rDqWfroFWAbMlHRPRMyFXPBNznk/ADg7IhZXGGNfrV28\nP1F2QETMlfQY2VM9WPXm3v1+YEFE/LXRzohYKel2YKsWxtdffWmbTCVH9yDX853c6qBaqJVtrynF\neyWjC+CEYVgoFjm9vNBJ0pDuwS2GLC8le4+OrzicfisqsYwge482Iv8AfYFc7NVxC0prSdocuAg4\naLAMk7fYBpJmAh8D3gRI0iPk4uBjOrQxBvCPwBjgFf9mRVKkTlpI2geHAndHxDVVB9IfEbFA0lTg\nDOBOSTcAt5EdEW8me6qnVhhifzxFLr5/S9kBxd+e8cDG7Qqqt3p5794caJgs1JhHdqQNCn1pm9St\nzRigyFqjVW0vSVsB08nfz5+1Jrre69jpGmaNFNVNbiarROwfEXdXGlBr3A08Qy7EvBP4JvAscFhE\nPF1lYP1RJEJXApdFxLerjmeAHECuxzgF2IGs0HI9Odf4liK57UQbFu9/kbS2pMMk/Zms3PViUdLx\ngKFWulLSP5MNrtXmxXeiiDiLXJj+ADk3+ghyKs+twDmdmvgVo3hzgN0lvaF+f7HtanIkouNL4xYm\nkPeFZhYBY4oCE9YBivVSc8j7/549mKo8YDzCYEOGpJ2A88lKAzt1eg9gjb2AscV/jwNeD3wCuFnS\nhWTpw8r+iPRFMe3hQvIG97mKwxko+wALI+L6uu1XFFMDvgt8Dfhy2yPrv/HF+0ZkCcAgy3P+CViX\nnBc+C3g38JkqAhwghwLzGSLTOiXtRi7G3Bx4CLiJnNryAeBXki4GPhMRL1QVYz8cRvbIXifpQLLs\n9kTgI+S/483APeRo2VAg8vewu2PowXFWsWLB9Enk/XEOsE9ELKgyJicM1vGKaRDHAYeQteD3Gcy1\npnsrIm5vsPlMSYeSVVquI2vhd5JjyLm02wDj6nq8xgAjJL2q+HppJ5Z1jIgLmuw7q5gOsgedmTA8\nV7yfQZYunh4RL9XsP0/S+cC+kn4QEb9oe4QtJmlTcrrOgXXX2pGKsreHA38kiw1c1dXxIOm95HTO\nvYDFdGBp6oj4g6RtyZ/R2rVeD5C/c+eQDbGOW9RdYhHdj5asAyzrxL+nw0kxU+JSco3G4cAJg6FT\n0FOSrKMVUzpuIEvoHQ5MHkrJQjdOJqvUDJo5qb2wN1li7o/kdKva1yfJecVdX3dig7onfkc+HKsT\nPVS8nxwRR5c0oA8v3odKZbaDyBGxc6oOpL8kbQZ8hRxR2CIiZtc2SIpOisnA7cCUYpF7x4mIOyJi\nS2ATsoNiErB5RJwNjAbeRV7jUPAAsGk3x2wK3N+GWKyPJH2AnHq8Pvng2eMHQ7IAHmGwzncBsCX5\nsJNrqw6mnSJiuaQl5OLuTlM7zarel8mela5nTDzUjoAqMJZMiDrRPcDfgVeVHRARj0haxhCYIy7p\n1eQ0qxMj4vmq42mBLcjpKceU9TZHxEuSriLX4Eygg8sdR8R8cipZrY+T13Vp+yMaELcDe0qaVFzv\nK0gaCbyHoXO9Q06xtmY2mfztGBFPVhzSKzhhsI4laWey+sy/DbdkAV5egPlqOvBpsyXTrACQ9Gly\nGtKNbQuozSRNIJ+42pE/t0WJxu8Dn5F0dESsNq2jqEKzBkOjR3MqOe/79KoDaZGuxbHdjRy8HXic\nJuVJO1Hx+zcd+EVE/LbqeFrkcuAbwKeAoxvs/yg5qnthO4OyXvkGsAT4yGBLFsBTkqyzfRb4ZURc\nVHUgA0HS1pKOkzS+wb6JZNnDx4HvtT0465akcyVt1GD7eLKs6jhy/n+nmkHe3H5YX+2pWJNyOrnW\n4YcVxNYyxb/X54Dvn81GhQAACjRJREFUD8abeB/dCDwKHFeMnqxG0qfI6YGDYv50b0kaUzyNvH77\numTjen1gv7YHNkAi4mHgLOBQSW+r3Vc8l+hk4KcRcUsV8Vlzkl4D7AIcGRGDMkH3CIN1sncDcyTt\n0s1xt3bojf4FciH3/pJ+RM55X0L2+u1PTkX6SER0V0rPqrEnsFcxrePnZG34zclGykRgj4i4t8L4\n+iUiFkr6GHANcI+kM8k675uS17gheY2VVvZogf3IqSvfrDqQVomIpZJ2J0uLzisWqM8lFzhPIhsu\nW5LJwmB+MFYzY8hKcteTi56fAN5GdjSNAnaIiHkVxjcQDiIfKnirpNOAe8nnv/wXud7t09WFZt3Y\ngqITv5s2zZIGlffawgmDdbKJZA/YJ7s5bjuyR62jRMQdkt5Izp3eAfh3sld6PjmsfGJEPF5hiNbc\n68inc+5MVvFam+zVvQaYGREPVhhbS0TEbyW9kywP+9/ABsCT5MOFpkfEfVXG119FBbYvAZcOhX+v\nWhFxm6S3k9f3YbIxOZp80NRNwNSI+E11EfZPRCyWtD15XV8h7xd/I0e8ZgzFv50RsaSoDHUoeb+Y\nRP4+XgYcERF/rzI+a2pi8X5WN8fNJxfxt50iXI7XzMzMzMwa8xoGMzMzMzMr5YTBzMzMzMxKOWEw\nMzMzM7NSThjMzMzMzKyUEwYzMzMzMyvlhMHMzMzMzEo5YTAzMzMzs1JOGMzMzMzMrJQTBjMzMzMz\nK+WEwczMzMzMSjlhMDOztpLke4+ZWQfxH20zM2u3aZKWS3pdf04i6W5Jn6/5+iZJZ/Y/PJB0lqQH\nujnmQ5JukPRMcT0LJf1Y0jsaHHuGpNtbEZuZWbs5YTAzG+YkTZC0n6TrJD0g6XlJSyU9LOknkvaX\nNLaH5xov6fWSRjU57HlgFPBkyTlG1H0tSaMlja0770rgmZqvlwNP9CDGDSTNlPT+JoetBNZpco5t\ngdnF6x3AusD2wBjgF5I2qPvIUmBRd7GZmQ1GThjMzIaxouF7H7AfcCGwI7AhMAnYBfgtcDRwl6TN\nm5xnX0l/BhYD84GlkuZI2qbB4UuK92Ulp1sh6aXitZJsvL8IvADsVnPcSOClus9G6cWusjFwCPCm\nJse8WHzfMvsDV0TE6RHxSEQsjoi7gN2BccBHG3ymJ7GZmQ06ThjMzIYpSeuTPeRXA1tFxPkRcX9E\nLIqIxyPijog4Engr8Bwwu9H6A0knALOAC4DNgDWBtwH3kL3tH6v7yPLi/R2S3ihpUt3+NwGbABsA\nE4BXkY18gMdqjhsBrKj7uic2Ld4bjnDUxNgsYViLTFjqrSATg7Ua7HPCYGYdyQmDmdnwtTswHjg4\nIkobxxHxDDAVeAvwihEDSesBBwKHRcSxETEvIl6IiPsiYhrwA+DYulN2NfLvAv5EJhq13++Botf+\nqYh4LiKeJROGlWQS0qV+2lNP72nbFu/NpiStoHnCcAawm6TjJG0maU1JbwcuIRODH/cwFjOzQc8J\ng5nZ8LUx8FRE/L0Hx95VvL+hbvsksuH+85LP3cbqU3+6etrXjIgxEdFo2lK9XYDbIuLpmm31Pfwj\n6aYXX5LItQbPkAlTmaBJwhAR15KJx1uAm4GngWvI6Vbvj4iHmsVhZtZJnDCYmQ1fjwKvLkYJutPV\n6H+0bvt8ch3Bv5R8bmtgXt22Xt17JI0E9gQub3Ae9fK8O5PTpvYGNpP0oZLjmiYMABHxq4j4eES8\nNiLGFuedCiyR9B5Ju0pat/ZSehCfmdmg06yKhZmZDW2XAScCp0jaNyJWNDqoaPR+B/grdSMJEfG0\npOnACZLWIRdOPwq8FjiAbJjvWXfKrpGBOZKWAQsiYu8mce5DViw6uz604kVRPanRmoLa6xgDHANc\nHhHXSLoKOFHSzyNieYOPrPb/o0gwvkcmFKOANchEZTywAFhIro14EniKXDTeVcnJnXRm1pGcMJiZ\nDVMRsVDSx4GLgd9LOg/4DdnQXZOslrQ9sBfwLLBzRNRXJSIivi7pTuBg4DCy8fw8cCuwXUTcXPeR\n0cX7rOJ7LS6LsUhCjgJOiojn6ncDF0u6pGbb9U0ueSY5DatrVOEQYC4wAzio/rJoPL1pDrAD8Dg5\n/WgJsAXwa3Iq0vwi7uvJik5TikpPo8jkwcys4zhhMDMbxiLiOklvBD5FllSdBqxHNsb/BtwPfIEs\nIVpWBpWIuBK4EkDSWhFRmgSw6t7z02JBdUPFeoPvkhWaZjY6hBzF+BFZovWXlKxhkPTV4jr2iIgF\nRcx/kbQvmXQsioijaj7ScDSgGIX5Q925u0YiakckdqxNriSdAbyz5FLNzAY1JwxmZsNcRDwl6X7g\nsYi4qGt7sXbgAOAvzZKFBudrliwAPAJcwaryqqspkoXTydGArSPixQaHjQAWdS3azo+sdp6JFBWN\ngGkR8Yp1EBFxiaSNgG9K2hj4fEQsJe+PPV1zMJcsAftymdYGIzHH02QkxcxsMHPCYGZmAJ8A3gxc\nVLNtJXAaOWXndz05iaQtgSnA+8hnKaxDNuwXk4nCHcAlEbFbk3NsBJwLvAfYKSL+WHZo3deNRgU+\nT5ZP3TUiZjc6SUScLOkxYCdWrYPoNmGQtCs5rWoZufA7apKWqHmtJJ8ncRPwyWbnNDMbjJwwmJkZ\nZKN2Se2GiAhJz9FkJKCWpCOArwHnAMeRT5BeRD41eTy5EHpr4FxJ10bElAbn2A04E3iCXBNwT/0x\nNeoXOa/WwI+IIyUdU7agu+a4i8m1HF1GNzpfnZ+QD6gL8v/RcuDFRs+0kHQjuUDazKzjOGEwMxtm\niqpHI1n1VOIRZGN2dDGFp9YKYKyk15CjBROK1/KIuKXmnOsARwAHRcSpJd/6QeBWSXOBn0qaERF/\nqjvmRmA6MCsiXujmUuoThhE0WMPQXbJQoidTkt5FTncaUfsqnobdVcFpZLF9TeBnfYjDzKxyThjM\nzIafn5GN3UaeIEcbahveBxevWr8D3lvz9UoyuejJfaXruQ+NKi49BZzUg3PA6lOQWvmcg54kDKPI\nhczbkk+sXla8VvQxSTEzG5ScMJiZDT+7ko3tpcVrOTli0KOpR41ExGJJ/wNMl7QJcAO5ZqFrmtNa\n5FOhPwh8Gjg1Iu7v6/cr0crnHIyh+4Sha///RcSTDQ/IRQ3jyOtfh1ykvbBlUZqZtYETBjOzYSYi\nHh6g886UdDOwH3As8Hpy7UKQz2WYTz6vYHLtdKZ++Gpxvi6tHGEYS4MRkDrji/d5kl5gVQLWNbow\nhpzqNYpVU5YOAb7VwjjNzAacIhqWrDYzM+sokiYDD0TEgy0414hGi5frjhlFJgVLuzvWzKyTOWEw\nMzMzM7NSrZzvaWZmZmZmQ4wTBjMzMzMzK+WEwczMzMzMSjlhMDMzMzOzUk4YzMzMzMyslBMGMzMz\nMzMr5YTBzMzMzMxKOWEwMzMzM7NSThjMzMzMzKyUEwYzMzMzMyvlhMHMzMzMzEo5YTAzMzMzs1JO\nGMzMzMzMrNT/A1+uFKgxKAb6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=month_koicd, x=\"요양개시월\", y=\"내역수\", hue=\"성별코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x122711358>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BKzlufDhLWLo67k8wXmRluuO5FolEOOKIIzjggAMYMmRISYx/KHVmxpAhQzjg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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 403
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=month_koicd, x=\"요양개시월\", y=\"내역수\", hue=\"성별코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    129504.000000\n",
       "mean         97.051303\n",
       "std         896.642632\n",
       "min           1.000000\n",
       "25%           2.000000\n",
       "50%           6.000000\n",
       "75%          26.000000\n",
       "max       75272.000000\n",
       "Name: 내역수, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month_koicd[\"내역수\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "상세불명의 급성 기관지염\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1103359, 20)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(koicd[\"J20.9\"])\n",
    "df_J209 = df[df[\"주상병코드\"] == \"J209\"]\n",
    "df_J209.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>기준년도</th>\n",
       "      <th>가입자 일련번호</th>\n",
       "      <th>진료내역일련번호</th>\n",
       "      <th>성별코드</th>\n",
       "      <th>연령대코드</th>\n",
       "      <th>시도코드</th>\n",
       "      <th>요양개시일자</th>\n",
       "      <th>서식코드</th>\n",
       "      <th>진료과목코드</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>부상병코드</th>\n",
       "      <th>요양일수</th>\n",
       "      <th>입내원일수</th>\n",
       "      <th>심결가산율</th>\n",
       "      <th>심결요양급여비용총액</th>\n",
       "      <th>심결본인부담금</th>\n",
       "      <th>심결보험자부담금</th>\n",
       "      <th>총처방일수</th>\n",
       "      <th>요양개시월</th>\n",
       "      <th>요양개시요일</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11894160</th>\n",
       "      <td>2017</td>\n",
       "      <td>945913</td>\n",
       "      <td>29340946</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>J209</td>\n",
       "      <td>J304</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>12950</td>\n",
       "      <td>3800</td>\n",
       "      <td>9150</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          기준년도  가입자 일련번호  진료내역일련번호  성별코드  연령대코드  시도코드     요양개시일자  서식코드  \\\n",
       "11894160  2017    945913  29340946     2      2    28 2017-05-05     3   \n",
       "\n",
       "          진료과목코드 주상병코드 부상병코드  요양일수  입내원일수  심결가산율  심결요양급여비용총액  심결본인부담금  \\\n",
       "11894160       1  J209  J304     1      1   0.15       12950     3800   \n",
       "\n",
       "          심결보험자부담금  총처방일수  요양개시월  요양개시요일  \n",
       "11894160      9150      3      5       4  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_J209.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    .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>내역 수</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>요양개시월</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>95898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>82891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>109669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>115901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>93330</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         내역 수\n",
       "요양개시월        \n",
       "1       95898\n",
       "2       82891\n",
       "3      109669\n",
       "4      115901\n",
       "5       93330"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_J209_count = df_J209.pivot_table(index=\"요양개시월\", values=\"가입자 일련번호\", aggfunc=\"count\")\n",
    "df_J209_count.columns = [\"내역 수\"]\n",
    "df_J209_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12252ec88>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q7AfKhWbW9OrVq+AH6O+99x6bbLJJwX6GDh3K4sWL6du3LyNGjGCTTTZhyy23ZMCAAW3+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\nx57OgNoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 899
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure, (ax1, ax2) = plt.subplots(ncols=2)\n",
    "figure.set_size_inches(15, 5)\n",
    "df_J209_count.plot(ax=ax1)\n",
    "df_J209_count.plot.bar(ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "상세불명의 급성 기관지염 질병의 월별 내역수\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1214c7400>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FrMmTwFU17gXFbEZ3yovas87P3dVlNz/3pK/e1DV6pmg4c3zNBooZlR170oa6t3TpUhYs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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 403
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 여름에는 내역수가 적고 환절기와 겨울철에 많아짐을 확인할 수 있다.\n",
    "print(koicd[\"J20.9\"], \"질병의 월별 내역수\")\n",
    "sns.countplot(data=df_J209, x=\"요양개시월\", hue=\"성별코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x122635cf8>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SJKnjGIQkSZIkdRyDkCRJkqSO4zNC6hf+9JU3rFP9a099oE0zkSRJ0kDgipAk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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 417
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df, x=\"시도코드\", hue=\"성별코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>기준년도</th>\n",
       "      <th>가입자 일련번호</th>\n",
       "      <th>진료내역일련번호</th>\n",
       "      <th>성별코드</th>\n",
       "      <th>연령대코드</th>\n",
       "      <th>시도코드</th>\n",
       "      <th>요양개시일자</th>\n",
       "      <th>서식코드</th>\n",
       "      <th>진료과목코드</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>부상병코드</th>\n",
       "      <th>요양일수</th>\n",
       "      <th>입내원일수</th>\n",
       "      <th>심결가산율</th>\n",
       "      <th>심결요양급여비용총액</th>\n",
       "      <th>심결본인부담금</th>\n",
       "      <th>심결보험자부담금</th>\n",
       "      <th>총처방일수</th>\n",
       "      <th>요양개시월</th>\n",
       "      <th>요양개시요일</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8040103</th>\n",
       "      <td>2017</td>\n",
       "      <td>639496</td>\n",
       "      <td>38515930</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>48</td>\n",
       "      <td>2017-07-11</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>N400</td>\n",
       "      <td>N411</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>10620</td>\n",
       "      <td>3100</td>\n",
       "      <td>7520</td>\n",
       "      <td>60</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         기준년도  가입자 일련번호  진료내역일련번호  성별코드  연령대코드  시도코드     요양개시일자  서식코드  진료과목코드  \\\n",
       "8040103  2017    639496  38515930     1     11    48 2017-07-11     3      15   \n",
       "\n",
       "        주상병코드 부상병코드  요양일수  입내원일수  심결가산율  심결요양급여비용총액  심결본인부담금  심결보험자부담금  총처방일수  \\\n",
       "8040103  N400  N411     1      1   0.15       10620     3100      7520     60   \n",
       "\n",
       "         요양개시월  요양개시요일  \n",
       "8040103      7       1  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x128185320>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7OkRER0S8q4KhfwD8z2rfT5KkuTYyVsx2bTD0Si2lFtuZnQD895kGRMSFwDuB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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 348,
       "width": 351
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "sns.lmplot(data=df[:1000], x=\"심결본인부담금\", y=\"심결보험자부담금\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x120fc4160>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q6liVdk+1OFatORIRs4H/CXw/pbS0SfuGImJlnUuv2JN+JUmSpLJpR6Wl8thU2sN7ivc2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\ngg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 406
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df[:1000][\"심결본인부담금\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 대체적으로 본인 부담금이 2만원 미만에 분포되어 있어서 2만원 미만 구간을 따로 봅니다.\n",
    "df_low = df[df[\"심결본인부담금\"] < 20000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x125e48a58>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AkO0GkT8VqlYi4qjRkMedkiVJUkVUYoteUkrLIuKvgOsjYiFwG9kb6rcBlwBv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\nwf8bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 265,
       "width": 400
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 전체를 다 그리기엔 너무 오래 걸리기 때문에 일부만 그려봅니다.\n",
    "sns.distplot(df_low[:1000][\"심결본인부담금\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(286938, 20)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 그럼 10만원 이상 구간을 봅니다.\n",
    "df_high = df[df[\"심결본인부담금\"] > 100000]\n",
    "df_high.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 한국표준 질병·사인 분류 : http://www.koicd.kr/2016/owlsearch/all.do"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A09.9': '상세불명 기원의 위장염 및 결장염',\n",
       " 'E11.9': '합병증을 동반하지 않은 2형 당뇨병',\n",
       " 'F00-F09': '증상성을 포함하는 기질성 정신장애',\n",
       " 'G20': '파킨슨병',\n",
       " 'I10.9': '기타 및 상세불명의 원발성 고혈압',\n",
       " 'I63.9': '상세불명의 뇌경색증',\n",
       " 'J02.9': '상세불명의 급성 인두염',\n",
       " 'J03.90': '재발성으로 명시되어 있지 않은 상세불명의 급성 편도염',\n",
       " 'J18.9': '상세불명의 폐렴',\n",
       " 'J20.9': '상세불명의 급성 기관지염',\n",
       " 'K63.59': '결장의 상세불명 폴립',\n",
       " 'K74.69': '간의 기타 및 상세불명의 경변증,상세불명',\n",
       " 'M48.06': '척추협착, 요추부',\n",
       " 'M51.1': '신경뿌리병증을 동반한 요추 및 기타 추간판장애',\n",
       " 'N': '비뇨생식계통의 질환',\n",
       " 'N20.1': '요관의 결석'}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 주상병코드 참고\n",
    "koicd[\"M51.1\"] = \"신경뿌리병증을 동반한 요추 및 기타 추간판장애\"\n",
    "koicd[\"A09.9\"] = \"상세불명 기원의 위장염 및 결장염\"\n",
    "koicd[\"J18.9\"] = \"상세불명의 폐렴\"\n",
    "koicd[\"I63.9\"] = \"상세불명의 뇌경색증\"\n",
    "koicd[\"M48.06\"] = \"척추협착, 요추부\"\n",
    "koicd[\"K63.59\"] = \"결장의 상세불명 폴립\"\n",
    "koicd[\"N20.1\"] = \"요관의 결석\"\n",
    "koicd[\"G20\"] = \"파킨슨병\"\n",
    "koicd[\"K74.69\"] = \"간의 기타 및 상세불명의 경변증,상세불명\"\n",
    "koicd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>코드</th>\n",
       "      <th>주상병명</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J20.9</td>\n",
       "      <td>상세불명의 급성 기관지염</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I10.9</td>\n",
       "      <td>기타 및 상세불명의 원발성 고혈압</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E11.9</td>\n",
       "      <td>합병증을 동반하지 않은 2형 당뇨병</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>J03.90</td>\n",
       "      <td>재발성으로 명시되어 있지 않은 상세불명의 급성 편도염</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J02.9</td>\n",
       "      <td>상세불명의 급성 인두염</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F00-F09</td>\n",
       "      <td>증상성을 포함하는 기질성 정신장애</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>N</td>\n",
       "      <td>비뇨생식계통의 질환</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M51.1</td>\n",
       "      <td>신경뿌리병증을 동반한 요추 및 기타 추간판장애</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A09.9</td>\n",
       "      <td>상세불명 기원의 위장염 및 결장염</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>J18.9</td>\n",
       "      <td>상세불명의 폐렴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I63.9</td>\n",
       "      <td>상세불명의 뇌경색증</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M48.06</td>\n",
       "      <td>척추협착, 요추부</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>K63.59</td>\n",
       "      <td>결장의 상세불명 폴립</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N20.1</td>\n",
       "      <td>요관의 결석</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>G20</td>\n",
       "      <td>파킨슨병</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         코드                           주상병명\n",
       "0     J20.9                  상세불명의 급성 기관지염\n",
       "1     I10.9             기타 및 상세불명의 원발성 고혈압\n",
       "2     E11.9            합병증을 동반하지 않은 2형 당뇨병\n",
       "3    J03.90  재발성으로 명시되어 있지 않은 상세불명의 급성 편도염\n",
       "4     J02.9                   상세불명의 급성 인두염\n",
       "5   F00-F09             증상성을 포함하는 기질성 정신장애\n",
       "6         N                     비뇨생식계통의 질환\n",
       "7     M51.1      신경뿌리병증을 동반한 요추 및 기타 추간판장애\n",
       "8     A09.9             상세불명 기원의 위장염 및 결장염\n",
       "9     J18.9                       상세불명의 폐렴\n",
       "10    I63.9                     상세불명의 뇌경색증\n",
       "11   M48.06                      척추협착, 요추부\n",
       "12   K63.59                    결장의 상세불명 폴립\n",
       "13    N20.1                         요관의 결석\n",
       "14      G20                           파킨슨병"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "koi_cd_name = pd.DataFrame.from_dict(koicd, orient=\"index\").reset_index()\n",
    "koi_cd_name.columns = [\"코드\", \"주상병명\"]\n",
    "koi_cd_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>코드</th>\n",
       "      <th>주상병명</th>\n",
       "      <th>주상병코드</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J20.9</td>\n",
       "      <td>상세불명의 급성 기관지염</td>\n",
       "      <td>J209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I10.9</td>\n",
       "      <td>기타 및 상세불명의 원발성 고혈압</td>\n",
       "      <td>I109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E11.9</td>\n",
       "      <td>합병증을 동반하지 않은 2형 당뇨병</td>\n",
       "      <td>E119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>J03.90</td>\n",
       "      <td>재발성으로 명시되어 있지 않은 상세불명의 급성 편도염</td>\n",
       "      <td>J0390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J02.9</td>\n",
       "      <td>상세불명의 급성 인두염</td>\n",
       "      <td>J029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F00-F09</td>\n",
       "      <td>증상성을 포함하는 기질성 정신장애</td>\n",
       "      <td>F00-F09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>N</td>\n",
       "      <td>비뇨생식계통의 질환</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M51.1</td>\n",
       "      <td>신경뿌리병증을 동반한 요추 및 기타 추간판장애</td>\n",
       "      <td>M511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A09.9</td>\n",
       "      <td>상세불명 기원의 위장염 및 결장염</td>\n",
       "      <td>A099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>J18.9</td>\n",
       "      <td>상세불명의 폐렴</td>\n",
       "      <td>J189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I63.9</td>\n",
       "      <td>상세불명의 뇌경색증</td>\n",
       "      <td>I639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M48.06</td>\n",
       "      <td>척추협착, 요추부</td>\n",
       "      <td>M4806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>K63.59</td>\n",
       "      <td>결장의 상세불명 폴립</td>\n",
       "      <td>K6359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N20.1</td>\n",
       "      <td>요관의 결석</td>\n",
       "      <td>N201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>G20</td>\n",
       "      <td>파킨슨병</td>\n",
       "      <td>G20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         코드                           주상병명    주상병코드\n",
       "0     J20.9                  상세불명의 급성 기관지염     J209\n",
       "1     I10.9             기타 및 상세불명의 원발성 고혈압     I109\n",
       "2     E11.9            합병증을 동반하지 않은 2형 당뇨병     E119\n",
       "3    J03.90  재발성으로 명시되어 있지 않은 상세불명의 급성 편도염    J0390\n",
       "4     J02.9                   상세불명의 급성 인두염     J029\n",
       "5   F00-F09             증상성을 포함하는 기질성 정신장애  F00-F09\n",
       "6         N                     비뇨생식계통의 질환        N\n",
       "7     M51.1      신경뿌리병증을 동반한 요추 및 기타 추간판장애     M511\n",
       "8     A09.9             상세불명 기원의 위장염 및 결장염     A099\n",
       "9     J18.9                       상세불명의 폐렴     J189\n",
       "10    I63.9                     상세불명의 뇌경색증     I639\n",
       "11   M48.06                      척추협착, 요추부    M4806\n",
       "12   K63.59                    결장의 상세불명 폴립    K6359\n",
       "13    N20.1                         요관의 결석     N201\n",
       "14      G20                           파킨슨병      G20"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "koi_cd_name[\"주상병코드\"] = koi_cd_name[\"코드\"].str.replace(\".\", \"\")\n",
    "koi_cd_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>주상병코드</th>\n",
       "      <th>내역 수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F_</td>\n",
       "      <td>25598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I639</td>\n",
       "      <td>4906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>J189</td>\n",
       "      <td>4164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>K6359</td>\n",
       "      <td>4120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>O_</td>\n",
       "      <td>3877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>N201</td>\n",
       "      <td>3782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>N_</td>\n",
       "      <td>3691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>C_</td>\n",
       "      <td>3523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>G20</td>\n",
       "      <td>3413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B_</td>\n",
       "      <td>3180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   주상병코드   내역 수\n",
       "0     F_  25598\n",
       "1   I639   4906\n",
       "2   J189   4164\n",
       "3  K6359   4120\n",
       "4     O_   3877\n",
       "5   N201   3782\n",
       "6     N_   3691\n",
       "7     C_   3523\n",
       "8    G20   3413\n",
       "9     B_   3180"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 본인부담금이 10만원 이상인 주요 질병코드\n",
    "df_high_count = df_high[\"주상병코드\"].value_counts().reset_index().head(10)\n",
    "df_high_count.columns = [\"주상병코드\", \"내역 수\"]\n",
    "df_high_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        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>코드</th>\n",
       "      <th>주상병명</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>내역 수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F_</td>\n",
       "      <td>25598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I63.9</td>\n",
       "      <td>상세불명의 뇌경색증</td>\n",
       "      <td>I639</td>\n",
       "      <td>4906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J18.9</td>\n",
       "      <td>상세불명의 폐렴</td>\n",
       "      <td>J189</td>\n",
       "      <td>4164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K63.59</td>\n",
       "      <td>결장의 상세불명 폴립</td>\n",
       "      <td>K6359</td>\n",
       "      <td>4120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>O_</td>\n",
       "      <td>3877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N20.1</td>\n",
       "      <td>요관의 결석</td>\n",
       "      <td>N201</td>\n",
       "      <td>3782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N_</td>\n",
       "      <td>3691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C_</td>\n",
       "      <td>3523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>G20</td>\n",
       "      <td>파킨슨병</td>\n",
       "      <td>G20</td>\n",
       "      <td>3413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B_</td>\n",
       "      <td>3180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       코드         주상병명  주상병코드   내역 수\n",
       "5     NaN          NaN     F_  25598\n",
       "1   I63.9   상세불명의 뇌경색증   I639   4906\n",
       "0   J18.9     상세불명의 폐렴   J189   4164\n",
       "2  K63.59  결장의 상세불명 폴립  K6359   4120\n",
       "6     NaN          NaN     O_   3877\n",
       "3   N20.1       요관의 결석   N201   3782\n",
       "7     NaN          NaN     N_   3691\n",
       "8     NaN          NaN     C_   3523\n",
       "4     G20         파킨슨병    G20   3413\n",
       "9     NaN          NaN     B_   3180"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "koi_cd_name.merge(df_high_count, how=\"right\").sort_values(by=\"내역 수\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>기준년도</th>\n",
       "      <th>가입자 일련번호</th>\n",
       "      <th>진료내역일련번호</th>\n",
       "      <th>성별코드</th>\n",
       "      <th>연령대코드</th>\n",
       "      <th>시도코드</th>\n",
       "      <th>요양개시일자</th>\n",
       "      <th>서식코드</th>\n",
       "      <th>진료과목코드</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>부상병코드</th>\n",
       "      <th>요양일수</th>\n",
       "      <th>입내원일수</th>\n",
       "      <th>심결가산율</th>\n",
       "      <th>심결요양급여비용총액</th>\n",
       "      <th>심결본인부담금</th>\n",
       "      <th>심결보험자부담금</th>\n",
       "      <th>총처방일수</th>\n",
       "      <th>요양개시월</th>\n",
       "      <th>요양개시요일</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12188359</th>\n",
       "      <td>2017</td>\n",
       "      <td>969517</td>\n",
       "      <td>39468380</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>41</td>\n",
       "      <td>2017-08-23</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>K7469</td>\n",
       "      <td>Z944</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>0.3</td>\n",
       "      <td>146435520</td>\n",
       "      <td>14836730</td>\n",
       "      <td>131598790</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          기준년도  가입자 일련번호  진료내역일련번호  성별코드  연령대코드  시도코드     요양개시일자  서식코드  \\\n",
       "12188359  2017    969517  39468380     2      8    41 2017-08-23     2   \n",
       "\n",
       "          진료과목코드  주상병코드 부상병코드  요양일수  입내원일수  심결가산율  심결요양급여비용총액   심결본인부담금  \\\n",
       "12188359       4  K7469  Z944    52     52    0.3   146435520  14836730   \n",
       "\n",
       "           심결보험자부담금  총처방일수  요양개시월  요양개시요일  \n",
       "12188359  131598790      0      8       2  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 본인부담금이 가장 큰 주상병은?\n",
    "# K74.69\t간의 기타 및 상세불명의 경변증,상세불명\n",
    "# 부상병코드 : Z94.4\t간이식상태\n",
    "df[df[\"심결본인부담금\"] == df[\"심결본인부담금\"].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3629046, 20)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 65세 이상 연령대의 진료내역을 봅니다.\n",
    "df_senior = df[df[\"연령대코드\"] >= 14]\n",
    "df_senior.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>주상병코드</th>\n",
       "      <th>내역 수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I109</td>\n",
       "      <td>353885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F_</td>\n",
       "      <td>136407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>J209</td>\n",
       "      <td>113304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M170</td>\n",
       "      <td>100659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4806</td>\n",
       "      <td>100002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>E119</td>\n",
       "      <td>91264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M5456</td>\n",
       "      <td>59025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>N185</td>\n",
       "      <td>54634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M511</td>\n",
       "      <td>42588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>N400</td>\n",
       "      <td>40695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   주상병코드    내역 수\n",
       "0   I109  353885\n",
       "1     F_  136407\n",
       "2   J209  113304\n",
       "3   M170  100659\n",
       "4  M4806  100002\n",
       "5   E119   91264\n",
       "6  M5456   59025\n",
       "7   N185   54634\n",
       "8   M511   42588\n",
       "9   N400   40695"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_senior_koicd = df_senior[\"주상병코드\"].value_counts().reset_index().head(10)\n",
    "df_senior_koicd.columns = [\"주상병코드\", \"내역 수\"]\n",
    "df_senior_koicd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>코드</th>\n",
       "      <th>주상병명</th>\n",
       "      <th>주상병코드</th>\n",
       "      <th>내역 수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I10.9</td>\n",
       "      <td>기타 및 상세불명의 원발성 고혈압</td>\n",
       "      <td>I109</td>\n",
       "      <td>353885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F_</td>\n",
       "      <td>136407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J20.9</td>\n",
       "      <td>상세불명의 급성 기관지염</td>\n",
       "      <td>J209</td>\n",
       "      <td>113304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M170</td>\n",
       "      <td>100659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M48.06</td>\n",
       "      <td>척추협착, 요추부</td>\n",
       "      <td>M4806</td>\n",
       "      <td>100002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E11.9</td>\n",
       "      <td>합병증을 동반하지 않은 2형 당뇨병</td>\n",
       "      <td>E119</td>\n",
       "      <td>91264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M5456</td>\n",
       "      <td>59025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N185</td>\n",
       "      <td>54634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M51.1</td>\n",
       "      <td>신경뿌리병증을 동반한 요추 및 기타 추간판장애</td>\n",
       "      <td>M511</td>\n",
       "      <td>42588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N400</td>\n",
       "      <td>40695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       코드                       주상병명  주상병코드    내역 수\n",
       "1   I10.9         기타 및 상세불명의 원발성 고혈압   I109  353885\n",
       "5     NaN                        NaN     F_  136407\n",
       "0   J20.9              상세불명의 급성 기관지염   J209  113304\n",
       "6     NaN                        NaN   M170  100659\n",
       "4  M48.06                  척추협착, 요추부  M4806  100002\n",
       "2   E11.9        합병증을 동반하지 않은 2형 당뇨병   E119   91264\n",
       "7     NaN                        NaN  M5456   59025\n",
       "8     NaN                        NaN   N185   54634\n",
       "3   M51.1  신경뿌리병증을 동반한 요추 및 기타 추간판장애   M511   42588\n",
       "9     NaN                        NaN   N400   40695"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "koi_cd_name.merge(\n",
    "    df_senior_koicd, how=\"right\").sort_values(by=\"내역 수\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{2: '의과 입원',\n",
       " 3: '의과 외래',\n",
       " 6: '조산원 입원',\n",
       " 7: '보건기관 입원',\n",
       " 8: '보건기관 외래',\n",
       " 9: '정신과 낮병동',\n",
       " 10: '정신과 입원',\n",
       " 11: '정신과 외래'}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "form_cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(680425, 20)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_I109 = df[df[\"주상병코드\"] == \"I109\"]\n",
    "df_I109.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114374, 20)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_M511 = df[df[\"주상병코드\"] == \"M511\"]\n",
    "df_M511.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x126e7f320>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ppZwoLCpm67HUs8nP3uNVU6ks2u5de1WaiPDXi7vRuJEP//55X6nrhcWGBz7f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\nyTmWCBljjDHGGGNyzv8HnViifJWeXUMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 417
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(data=df_M511, \n",
    "              x=\"요양개시월\", \n",
    "              y=\"심결요양급여비용총액\", hue=\"서식코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1103359, 20)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_J209 = df[df[\"주상병코드\"] == \"J209\"]\n",
    "df_J209.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x126e7f940>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gOnEr8pPzTIwZA+ocyYrv5lO9cJa0srrW8tgYM5GCMPJpS6nPXR8lmqW+W+EI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/3qu2TwHbS8Xi5+Xy3WG3wftGnNaYZXtq5r2bg9R5oicVrJflcd8+raihh+pkNtrzKmaf6G9Wt0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\nSZIkSZ1mUiNJkiSp00xqJEmSJHXa/wfHf1Hy3dpmoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 410
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=df_J209, \n",
    "              x=\"요양개시월\", \n",
    "              y=\"심결요양급여비용총액\", hue=\"서식코드\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121a0d320>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vBp5BE2g+3Ck9ANgYuCjJkcCVwFOA/Wg2O9hzSK8lba8v0eyodhywFHgusBtw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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 410
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df_J209, x=\"요양개시월\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.1"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}