card.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import googlemaps\n",
    "gmaps_key = \"AIzaSyA4s1LkLROTQ3ExYOmAJKrrG12X6eQzaT4\"\n",
    "gmaps = googlemaps.Client(key=gmaps_key)\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import platform \n",
    "\n",
    "from matplotlib import font_manager, rc\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "if platform.system() == 'Darwin':\n",
    "    rc('font', family = 'AppleGothic')\n",
    "elif platform.system() == 'Windows':\n",
    "    path = \"c:/Windows/Fonts/malgun.ttf\"\n",
    "    font_name = font_manager.FontProperties(fname = path).get_mame()\n",
    "    rc('font',family= font_name)\n",
    "    \n",
    "else:\n",
    "    print('unknown~~ sorry')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyecharts\n",
    "from pyecharts import Bar, Line, Overlap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "import cufflinks as cf\n",
    "cf.go_offline(connected=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 데이터 불러오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "card = pd.read_csv(\"real_card.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "card['receipt_dttm'] = card['receipt_dttm'].astype(str)\n",
    "card[\"date\"] = card[\"receipt_dttm\"].str[0:4] + \"-\" + card[\"receipt_dttm\"].str[4:6] + \"-\" + card[\"receipt_dttm\"].str[6:8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ad = pd.read_csv(\"adstrd_master.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "scrolled": true
   },
   "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>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>brtc_nm</th>\n",
       "      <th>signgu_nm</th>\n",
       "      <th>ads</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>11740660.0</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>성내3동/강동구</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     adstrd_code adstrd_nm brtc_nm signgu_nm       ads\n",
       "421   11740660.0      성내3동   서울특별시       강동구  성내3동/강동구"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad[ad['adstrd_nm'] == '성내3동']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ad['ads'] = ad['adstrd_nm'] + '/' + ad['signgu_nm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ad = ad[ad['brtc_nm'] == '서울특별시']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "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>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>brtc_nm</th>\n",
       "      <th>signgu_nm</th>\n",
       "      <th>ads</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11110515.0</td>\n",
       "      <td>청운효자동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>종로구</td>\n",
       "      <td>청운효자동/종로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11110530.0</td>\n",
       "      <td>사직동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>종로구</td>\n",
       "      <td>사직동/종로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11110540.0</td>\n",
       "      <td>삼청동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>종로구</td>\n",
       "      <td>삼청동/종로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11110550.0</td>\n",
       "      <td>부암동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>종로구</td>\n",
       "      <td>부암동/종로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11110560.0</td>\n",
       "      <td>평창동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>종로구</td>\n",
       "      <td>평창동/종로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>11740650.0</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>성내2동/강동구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>11740660.0</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>성내3동/강동구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>11740685.0</td>\n",
       "      <td>길동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>길동/강동구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>11740690.0</td>\n",
       "      <td>둔촌1동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>둔촌1동/강동구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>11740700.0</td>\n",
       "      <td>둔촌2동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>강동구</td>\n",
       "      <td>둔촌2동/강동구</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>425 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     adstrd_code adstrd_nm brtc_nm signgu_nm        ads\n",
       "0     11110515.0     청운효자동   서울특별시       종로구  청운효자동/종로구\n",
       "1     11110530.0       사직동   서울특별시       종로구    사직동/종로구\n",
       "2     11110540.0       삼청동   서울특별시       종로구    삼청동/종로구\n",
       "3     11110550.0       부암동   서울특별시       종로구    부암동/종로구\n",
       "4     11110560.0       평창동   서울특별시       종로구    평창동/종로구\n",
       "..           ...       ...     ...       ...        ...\n",
       "420   11740650.0      성내2동   서울특별시       강동구   성내2동/강동구\n",
       "421   11740660.0      성내3동   서울특별시       강동구   성내3동/강동구\n",
       "422   11740685.0        길동   서울특별시       강동구     길동/강동구\n",
       "423   11740690.0      둔촌1동   서울특별시       강동구   둔촌1동/강동구\n",
       "424   11740700.0      둔촌2동   서울특별시       강동구   둔촌2동/강동구\n",
       "\n",
       "[425 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc = list(card['adstrd_nm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "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>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>mrhst_induty_cl_code</th>\n",
       "      <th>mrhst_induty_cl_nm</th>\n",
       "      <th>selng_cascnt</th>\n",
       "      <th>salamt</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7041</td>\n",
       "      <td>약국</td>\n",
       "      <td>463</td>\n",
       "      <td>5843230</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7022</td>\n",
       "      <td>치과의원</td>\n",
       "      <td>33</td>\n",
       "      <td>7835550</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7021</td>\n",
       "      <td>한의원</td>\n",
       "      <td>53</td>\n",
       "      <td>4589800</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7020</td>\n",
       "      <td>의원</td>\n",
       "      <td>339</td>\n",
       "      <td>9267240</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>6110</td>\n",
       "      <td>자동차정비</td>\n",
       "      <td>19</td>\n",
       "      <td>4441000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713947</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121586000</td>\n",
       "      <td>구의2동</td>\n",
       "      <td>4004</td>\n",
       "      <td>대형할인점</td>\n",
       "      <td>136</td>\n",
       "      <td>1195640</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713948</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121584700</td>\n",
       "      <td>자양4동</td>\n",
       "      <td>9010</td>\n",
       "      <td>인테 리어</td>\n",
       "      <td>2</td>\n",
       "      <td>13100</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713949</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1162052500</td>\n",
       "      <td>보라매동</td>\n",
       "      <td>6140</td>\n",
       "      <td>주 차 장</td>\n",
       "      <td>2</td>\n",
       "      <td>14500</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713950</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1135056000</td>\n",
       "      <td>월계1동</td>\n",
       "      <td>9998</td>\n",
       "      <td>기타전문점</td>\n",
       "      <td>1</td>\n",
       "      <td>38000</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713951</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1159060500</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>9204</td>\n",
       "      <td>사무통신기기수리</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3713952 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "0           20200104   1174066000      성내3동                  7041   \n",
       "1           20200104   1174066000      성내3동                  7022   \n",
       "2           20200104   1174066000      성내3동                  7021   \n",
       "3           20200104   1174066000      성내3동                  7020   \n",
       "4           20200104   1174066000      성내3동                  6110   \n",
       "...              ...          ...       ...                   ...   \n",
       "3713947     20200614   1121586000      구의2동                  4004   \n",
       "3713948     20200614   1121584700      자양4동                  9010   \n",
       "3713949     20200614   1162052500      보라매동                  6140   \n",
       "3713950     20200614   1135056000      월계1동                  9998   \n",
       "3713951     20200614   1159060500       흑석동                  9204   \n",
       "\n",
       "        mrhst_induty_cl_nm  selng_cascnt   salamt        date  \n",
       "0                       약국           463  5843230  2020-01-04  \n",
       "1                     치과의원            33  7835550  2020-01-04  \n",
       "2                      한의원            53  4589800  2020-01-04  \n",
       "3                       의원           339  9267240  2020-01-04  \n",
       "4                    자동차정비            19  4441000  2020-01-04  \n",
       "...                    ...           ...      ...         ...  \n",
       "3713947              대형할인점           136  1195640  2020-06-14  \n",
       "3713948              인테 리어             2    13100  2020-06-14  \n",
       "3713949              주 차 장             2    14500  2020-06-14  \n",
       "3713950              기타전문점             1    38000  2020-06-14  \n",
       "3713951           사무통신기기수리             1    20000  2020-06-14  \n",
       "\n",
       "[3713952 rows x 8 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_card = card[0:5000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
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       "      <th>250</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>6110</td>\n",
       "      <td>자동차정비</td>\n",
       "      <td>14</td>\n",
       "      <td>1166000</td>\n",
       "      <td>2020-01-04</td>\n",
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       "      <th>251</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>5199</td>\n",
       "      <td>기타 교육</td>\n",
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       "      <td>1262000</td>\n",
       "      <td>2020-01-04</td>\n",
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       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>5105</td>\n",
       "      <td>보습학원</td>\n",
       "      <td>24</td>\n",
       "      <td>8239600</td>\n",
       "      <td>2020-01-04</td>\n",
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       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>5104</td>\n",
       "      <td>예체능학원</td>\n",
       "      <td>11</td>\n",
       "      <td>2328400</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>4499</td>\n",
       "      <td>기타잡화</td>\n",
       "      <td>29</td>\n",
       "      <td>523480</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>4201</td>\n",
       "      <td>정장</td>\n",
       "      <td>16</td>\n",
       "      <td>1453000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>4020</td>\n",
       "      <td>슈퍼 마켓</td>\n",
       "      <td>566</td>\n",
       "      <td>7655690</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>4010</td>\n",
       "      <td>편 의 점</td>\n",
       "      <td>940</td>\n",
       "      <td>5915950</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>2130</td>\n",
       "      <td>노래방</td>\n",
       "      <td>23</td>\n",
       "      <td>1251000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>2121</td>\n",
       "      <td>당구장</td>\n",
       "      <td>16</td>\n",
       "      <td>184700</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174053000</td>\n",
       "      <td>명일1동</td>\n",
       "      <td>2114</td>\n",
       "      <td>헬스 크럽</td>\n",
       "      <td>7</td>\n",
       "      <td>4546000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8399</td>\n",
       "      <td>기타음료식품</td>\n",
       "      <td>36</td>\n",
       "      <td>310200</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8021</td>\n",
       "      <td>스넥</td>\n",
       "      <td>69</td>\n",
       "      <td>1509500</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8013</td>\n",
       "      <td>주점</td>\n",
       "      <td>17</td>\n",
       "      <td>485000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8006</td>\n",
       "      <td>서양음식</td>\n",
       "      <td>179</td>\n",
       "      <td>2087001</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8005</td>\n",
       "      <td>중국음식</td>\n",
       "      <td>39</td>\n",
       "      <td>962500</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8004</td>\n",
       "      <td>일식회집</td>\n",
       "      <td>23</td>\n",
       "      <td>1224500</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>8001</td>\n",
       "      <td>일반한식</td>\n",
       "      <td>396</td>\n",
       "      <td>10492700</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>7102</td>\n",
       "      <td>미 용 원</td>\n",
       "      <td>11</td>\n",
       "      <td>250000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>4010</td>\n",
       "      <td>편 의 점</td>\n",
       "      <td>555</td>\n",
       "      <td>4052320</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174052000</td>\n",
       "      <td>상일동</td>\n",
       "      <td>2230</td>\n",
       "      <td>화   원</td>\n",
       "      <td>12</td>\n",
       "      <td>3901500</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>9210</td>\n",
       "      <td>세탁소</td>\n",
       "      <td>13</td>\n",
       "      <td>157000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>8399</td>\n",
       "      <td>기타음료식품</td>\n",
       "      <td>129</td>\n",
       "      <td>726070</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>8301</td>\n",
       "      <td>제과점</td>\n",
       "      <td>195</td>\n",
       "      <td>1642650</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>8021</td>\n",
       "      <td>스넥</td>\n",
       "      <td>254</td>\n",
       "      <td>3055400</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>8006</td>\n",
       "      <td>서양음식</td>\n",
       "      <td>520</td>\n",
       "      <td>3997260</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>8001</td>\n",
       "      <td>일반한식</td>\n",
       "      <td>330</td>\n",
       "      <td>6740300</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>7102</td>\n",
       "      <td>미 용 원</td>\n",
       "      <td>42</td>\n",
       "      <td>1176200</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>7041</td>\n",
       "      <td>약국</td>\n",
       "      <td>180</td>\n",
       "      <td>1780400</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>7022</td>\n",
       "      <td>치과의원</td>\n",
       "      <td>25</td>\n",
       "      <td>2364700</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>7020</td>\n",
       "      <td>의원</td>\n",
       "      <td>99</td>\n",
       "      <td>1249480</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>5123</td>\n",
       "      <td>유아원</td>\n",
       "      <td>22</td>\n",
       "      <td>3238000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>5105</td>\n",
       "      <td>보습학원</td>\n",
       "      <td>12</td>\n",
       "      <td>3168000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>5104</td>\n",
       "      <td>예체능학원</td>\n",
       "      <td>11</td>\n",
       "      <td>1820000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>5101</td>\n",
       "      <td>외국어학원</td>\n",
       "      <td>13</td>\n",
       "      <td>4042000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>4020</td>\n",
       "      <td>슈퍼 마켓</td>\n",
       "      <td>692</td>\n",
       "      <td>11008380</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174051500</td>\n",
       "      <td>강일동</td>\n",
       "      <td>4010</td>\n",
       "      <td>편 의 점</td>\n",
       "      <td>1208</td>\n",
       "      <td>8559850</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171072000</td>\n",
       "      <td>잠실7동</td>\n",
       "      <td>8001</td>\n",
       "      <td>일반한식</td>\n",
       "      <td>58</td>\n",
       "      <td>480800</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8399</td>\n",
       "      <td>기타음료식품</td>\n",
       "      <td>361</td>\n",
       "      <td>3108950</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8301</td>\n",
       "      <td>제과점</td>\n",
       "      <td>254</td>\n",
       "      <td>1967430</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8021</td>\n",
       "      <td>스넥</td>\n",
       "      <td>305</td>\n",
       "      <td>3710100</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8006</td>\n",
       "      <td>서양음식</td>\n",
       "      <td>2336</td>\n",
       "      <td>22718650</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8005</td>\n",
       "      <td>중국음식</td>\n",
       "      <td>147</td>\n",
       "      <td>4169715</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8004</td>\n",
       "      <td>일식회집</td>\n",
       "      <td>153</td>\n",
       "      <td>4367200</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>8001</td>\n",
       "      <td>일반한식</td>\n",
       "      <td>1499</td>\n",
       "      <td>42204695</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>7110</td>\n",
       "      <td>화 장 품</td>\n",
       "      <td>214</td>\n",
       "      <td>2493370</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>7103</td>\n",
       "      <td>피부미용실</td>\n",
       "      <td>8</td>\n",
       "      <td>3477000</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>7102</td>\n",
       "      <td>미 용 원</td>\n",
       "      <td>59</td>\n",
       "      <td>3915750</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>7041</td>\n",
       "      <td>약국</td>\n",
       "      <td>702</td>\n",
       "      <td>11311560</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1171071000</td>\n",
       "      <td>잠실6동</td>\n",
       "      <td>7022</td>\n",
       "      <td>치과의원</td>\n",
       "      <td>62</td>\n",
       "      <td>6999700</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "250     20200104   1174053000      명일1동                  6110   \n",
       "251     20200104   1174053000      명일1동                  5199   \n",
       "252     20200104   1174053000      명일1동                  5105   \n",
       "253     20200104   1174053000      명일1동                  5104   \n",
       "254     20200104   1174053000      명일1동                  4499   \n",
       "255     20200104   1174053000      명일1동                  4201   \n",
       "256     20200104   1174053000      명일1동                  4020   \n",
       "257     20200104   1174053000      명일1동                  4010   \n",
       "258     20200104   1174053000      명일1동                  2130   \n",
       "259     20200104   1174053000      명일1동                  2121   \n",
       "260     20200104   1174053000      명일1동                  2114   \n",
       "261     20200104   1174052000       상일동                  8399   \n",
       "262     20200104   1174052000       상일동                  8021   \n",
       "263     20200104   1174052000       상일동                  8013   \n",
       "264     20200104   1174052000       상일동                  8006   \n",
       "265     20200104   1174052000       상일동                  8005   \n",
       "266     20200104   1174052000       상일동                  8004   \n",
       "267     20200104   1174052000       상일동                  8001   \n",
       "268     20200104   1174052000       상일동                  7102   \n",
       "269     20200104   1174052000       상일동                  4010   \n",
       "270     20200104   1174052000       상일동                  2230   \n",
       "271     20200104   1174051500       강일동                  9210   \n",
       "272     20200104   1174051500       강일동                  8399   \n",
       "273     20200104   1174051500       강일동                  8301   \n",
       "274     20200104   1174051500       강일동                  8021   \n",
       "275     20200104   1174051500       강일동                  8006   \n",
       "276     20200104   1174051500       강일동                  8001   \n",
       "277     20200104   1174051500       강일동                  7102   \n",
       "278     20200104   1174051500       강일동                  7041   \n",
       "279     20200104   1174051500       강일동                  7022   \n",
       "280     20200104   1174051500       강일동                  7020   \n",
       "281     20200104   1174051500       강일동                  5123   \n",
       "282     20200104   1174051500       강일동                  5105   \n",
       "283     20200104   1174051500       강일동                  5104   \n",
       "284     20200104   1174051500       강일동                  5101   \n",
       "285     20200104   1174051500       강일동                  4020   \n",
       "286     20200104   1174051500       강일동                  4010   \n",
       "287     20200104   1171072000      잠실7동                  8001   \n",
       "288     20200104   1171071000      잠실6동                  8399   \n",
       "289     20200104   1171071000      잠실6동                  8301   \n",
       "290     20200104   1171071000      잠실6동                  8021   \n",
       "291     20200104   1171071000      잠실6동                  8006   \n",
       "292     20200104   1171071000      잠실6동                  8005   \n",
       "293     20200104   1171071000      잠실6동                  8004   \n",
       "294     20200104   1171071000      잠실6동                  8001   \n",
       "295     20200104   1171071000      잠실6동                  7110   \n",
       "296     20200104   1171071000      잠실6동                  7103   \n",
       "297     20200104   1171071000      잠실6동                  7102   \n",
       "298     20200104   1171071000      잠실6동                  7041   \n",
       "299     20200104   1171071000      잠실6동                  7022   \n",
       "\n",
       "    mrhst_induty_cl_nm  selng_cascnt    salamt        date  \n",
       "250              자동차정비            14   1166000  2020-01-04  \n",
       "251              기타 교육            17   1262000  2020-01-04  \n",
       "252               보습학원            24   8239600  2020-01-04  \n",
       "253              예체능학원            11   2328400  2020-01-04  \n",
       "254               기타잡화            29    523480  2020-01-04  \n",
       "255                 정장            16   1453000  2020-01-04  \n",
       "256              슈퍼 마켓           566   7655690  2020-01-04  \n",
       "257              편 의 점           940   5915950  2020-01-04  \n",
       "258                노래방            23   1251000  2020-01-04  \n",
       "259                당구장            16    184700  2020-01-04  \n",
       "260              헬스 크럽             7   4546000  2020-01-04  \n",
       "261             기타음료식품            36    310200  2020-01-04  \n",
       "262                 스넥            69   1509500  2020-01-04  \n",
       "263                 주점            17    485000  2020-01-04  \n",
       "264               서양음식           179   2087001  2020-01-04  \n",
       "265               중국음식            39    962500  2020-01-04  \n",
       "266               일식회집            23   1224500  2020-01-04  \n",
       "267               일반한식           396  10492700  2020-01-04  \n",
       "268              미 용 원            11    250000  2020-01-04  \n",
       "269              편 의 점           555   4052320  2020-01-04  \n",
       "270              화   원            12   3901500  2020-01-04  \n",
       "271                세탁소            13    157000  2020-01-04  \n",
       "272             기타음료식품           129    726070  2020-01-04  \n",
       "273                제과점           195   1642650  2020-01-04  \n",
       "274                 스넥           254   3055400  2020-01-04  \n",
       "275               서양음식           520   3997260  2020-01-04  \n",
       "276               일반한식           330   6740300  2020-01-04  \n",
       "277              미 용 원            42   1176200  2020-01-04  \n",
       "278                 약국           180   1780400  2020-01-04  \n",
       "279               치과의원            25   2364700  2020-01-04  \n",
       "280                 의원            99   1249480  2020-01-04  \n",
       "281                유아원            22   3238000  2020-01-04  \n",
       "282               보습학원            12   3168000  2020-01-04  \n",
       "283              예체능학원            11   1820000  2020-01-04  \n",
       "284              외국어학원            13   4042000  2020-01-04  \n",
       "285              슈퍼 마켓           692  11008380  2020-01-04  \n",
       "286              편 의 점          1208   8559850  2020-01-04  \n",
       "287               일반한식            58    480800  2020-01-04  \n",
       "288             기타음료식품           361   3108950  2020-01-04  \n",
       "289                제과점           254   1967430  2020-01-04  \n",
       "290                 스넥           305   3710100  2020-01-04  \n",
       "291               서양음식          2336  22718650  2020-01-04  \n",
       "292               중국음식           147   4169715  2020-01-04  \n",
       "293               일식회집           153   4367200  2020-01-04  \n",
       "294               일반한식          1499  42204695  2020-01-04  \n",
       "295              화 장 품           214   2493370  2020-01-04  \n",
       "296              피부미용실             8   3477000  2020-01-04  \n",
       "297              미 용 원            59   3915750  2020-01-04  \n",
       "298                 약국           702  11311560  2020-01-04  \n",
       "299               치과의원            62   6999700  2020-01-04  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_card[250:300]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>mrhst_induty_cl_code</th>\n",
       "      <th>mrhst_induty_cl_nm</th>\n",
       "      <th>selng_cascnt</th>\n",
       "      <th>salamt</th>\n",
       "      <th>date</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7041</td>\n",
       "      <td>약국</td>\n",
       "      <td>463</td>\n",
       "      <td>5843230</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7022</td>\n",
       "      <td>치과의원</td>\n",
       "      <td>33</td>\n",
       "      <td>7835550</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7021</td>\n",
       "      <td>한의원</td>\n",
       "      <td>53</td>\n",
       "      <td>4589800</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7020</td>\n",
       "      <td>의원</td>\n",
       "      <td>339</td>\n",
       "      <td>9267240</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>6110</td>\n",
       "      <td>자동차정비</td>\n",
       "      <td>19</td>\n",
       "      <td>4441000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713947</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121586000</td>\n",
       "      <td>구의2동</td>\n",
       "      <td>4004</td>\n",
       "      <td>대형할인점</td>\n",
       "      <td>136</td>\n",
       "      <td>1195640</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713948</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121584700</td>\n",
       "      <td>자양4동</td>\n",
       "      <td>9010</td>\n",
       "      <td>인테 리어</td>\n",
       "      <td>2</td>\n",
       "      <td>13100</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713949</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1162052500</td>\n",
       "      <td>보라매동</td>\n",
       "      <td>6140</td>\n",
       "      <td>주 차 장</td>\n",
       "      <td>2</td>\n",
       "      <td>14500</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713950</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1135056000</td>\n",
       "      <td>월계1동</td>\n",
       "      <td>9998</td>\n",
       "      <td>기타전문점</td>\n",
       "      <td>1</td>\n",
       "      <td>38000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713951</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1159060500</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>9204</td>\n",
       "      <td>사무통신기기수리</td>\n",
       "      <td>1</td>\n",
       "      <td>20000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3713952 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "0           20200104   1174066000      성내3동                  7041   \n",
       "1           20200104   1174066000      성내3동                  7022   \n",
       "2           20200104   1174066000      성내3동                  7021   \n",
       "3           20200104   1174066000      성내3동                  7020   \n",
       "4           20200104   1174066000      성내3동                  6110   \n",
       "...              ...          ...       ...                   ...   \n",
       "3713947     20200614   1121586000      구의2동                  4004   \n",
       "3713948     20200614   1121584700      자양4동                  9010   \n",
       "3713949     20200614   1162052500      보라매동                  6140   \n",
       "3713950     20200614   1135056000      월계1동                  9998   \n",
       "3713951     20200614   1159060500       흑석동                  9204   \n",
       "\n",
       "        mrhst_induty_cl_nm  selng_cascnt   salamt        date month  \n",
       "0                       약국           463  5843230  2020-01-04   01월  \n",
       "1                     치과의원            33  7835550  2020-01-04   01월  \n",
       "2                      한의원            53  4589800  2020-01-04   01월  \n",
       "3                       의원           339  9267240  2020-01-04   01월  \n",
       "4                    자동차정비            19  4441000  2020-01-04   01월  \n",
       "...                    ...           ...      ...         ...   ...  \n",
       "3713947              대형할인점           136  1195640  2020-06-14   06월  \n",
       "3713948              인테 리어             2    13100  2020-06-14   06월  \n",
       "3713949              주 차 장             2    14500  2020-06-14   06월  \n",
       "3713950              기타전문점             1    38000  2020-06-14   06월  \n",
       "3713951           사무통신기기수리             1    20000  2020-06-14   06월  \n",
       "\n",
       "[3713952 rows x 9 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3727594"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3713952, 8)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "k = [0,1,2,3,4,5,11,20,90,6,7,12]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "m.reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5069"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.3076923076923075"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "69/13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = card['adstrd_nm'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "card['month'] = card['date'].str[5:7] + '월'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>mrhst_induty_cl_code</th>\n",
       "      <th>mrhst_induty_cl_nm</th>\n",
       "      <th>selng_cascnt</th>\n",
       "      <th>salamt</th>\n",
       "      <th>date</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7041</td>\n",
       "      <td>약국</td>\n",
       "      <td>463</td>\n",
       "      <td>5843230</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7022</td>\n",
       "      <td>치과의원</td>\n",
       "      <td>33</td>\n",
       "      <td>7835550</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7021</td>\n",
       "      <td>한의원</td>\n",
       "      <td>53</td>\n",
       "      <td>4589800</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>7020</td>\n",
       "      <td>의원</td>\n",
       "      <td>339</td>\n",
       "      <td>9267240</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>6110</td>\n",
       "      <td>자동차정비</td>\n",
       "      <td>19</td>\n",
       "      <td>4441000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713947</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121586000</td>\n",
       "      <td>구의2동</td>\n",
       "      <td>4004</td>\n",
       "      <td>대형할인점</td>\n",
       "      <td>136</td>\n",
       "      <td>1195640</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713948</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1121584700</td>\n",
       "      <td>자양4동</td>\n",
       "      <td>9010</td>\n",
       "      <td>인테 리어</td>\n",
       "      <td>2</td>\n",
       "      <td>13100</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713949</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1162052500</td>\n",
       "      <td>보라매동</td>\n",
       "      <td>6140</td>\n",
       "      <td>주 차 장</td>\n",
       "      <td>2</td>\n",
       "      <td>14500</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713950</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1135056000</td>\n",
       "      <td>월계1동</td>\n",
       "      <td>9998</td>\n",
       "      <td>기타전문점</td>\n",
       "      <td>1</td>\n",
       "      <td>38000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713951</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1159060500</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>9204</td>\n",
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       "      <td>20000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>3713952 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "0           20200104   1174066000      성내3동                  7041   \n",
       "1           20200104   1174066000      성내3동                  7022   \n",
       "2           20200104   1174066000      성내3동                  7021   \n",
       "3           20200104   1174066000      성내3동                  7020   \n",
       "4           20200104   1174066000      성내3동                  6110   \n",
       "...              ...          ...       ...                   ...   \n",
       "3713947     20200614   1121586000      구의2동                  4004   \n",
       "3713948     20200614   1121584700      자양4동                  9010   \n",
       "3713949     20200614   1162052500      보라매동                  6140   \n",
       "3713950     20200614   1135056000      월계1동                  9998   \n",
       "3713951     20200614   1159060500       흑석동                  9204   \n",
       "\n",
       "        mrhst_induty_cl_nm  selng_cascnt   salamt        date month  \n",
       "0                       약국           463  5843230  2020-01-04   01월  \n",
       "1                     치과의원            33  7835550  2020-01-04   01월  \n",
       "2                      한의원            53  4589800  2020-01-04   01월  \n",
       "3                       의원           339  9267240  2020-01-04   01월  \n",
       "4                    자동차정비            19  4441000  2020-01-04   01월  \n",
       "...                    ...           ...      ...         ...   ...  \n",
       "3713947              대형할인점           136  1195640  2020-06-14   06월  \n",
       "3713948              인테 리어             2    13100  2020-06-14   06월  \n",
       "3713949              주 차 장             2    14500  2020-06-14   06월  \n",
       "3713950              기타전문점             1    38000  2020-06-14   06월  \n",
       "3713951           사무통신기기수리             1    20000  2020-06-14   06월  \n",
       "\n",
       "[3713952 rows x 9 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "가락 = card[card['adstrd_nm'] == '가락1동']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "카드분류 = card.groupby(['month','adstrd_nm','mrhst_induty_cl_nm'])['salamt'].sum().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "카드분류['gu'] = d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th rowspan=\"5\" valign=\"top\">01월</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>8.810000e+05</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">06월</th>\n",
       "      <th>효창동</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.200000e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7493000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666000.0</td>\n",
       "      <td>1302400.0</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>3950000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>924000.0</td>\n",
       "      <td>5274900.0</td>\n",
       "      <td>479000.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휘경1동</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8768983.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.050020e+07</td>\n",
       "      <td>40088300.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6315000.0</td>\n",
       "      <td>192000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101000.0</td>\n",
       "      <td>20654150.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휘경2동</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3005000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6874200.0</td>\n",
       "      <td>1817150.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>흑석동</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.000000e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10770933.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1871000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2887000.0</td>\n",
       "      <td>14103970.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2541 rows × 260 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "mrhst_induty_cl_nm  1급 호텔       2급 호텔  CATV  CATV홈쇼핑      L P G  P2P송금  \\\n",
       "month adstrd_nm                                                          \n",
       "01월   가락1동            NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      가락2동            NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      가락본동            NaN  12662000.0   NaN      NaN        NaN    NaN   \n",
       "      가리봉동            NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      가산동             NaN   1960000.0   NaN      NaN  4170839.0    NaN   \n",
       "...                   ...         ...   ...      ...        ...    ...   \n",
       "06월   효창동             NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      후암동             NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      휘경1동            NaN         NaN   NaN      NaN  8768983.0    NaN   \n",
       "      휘경2동            NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "      흑석동             NaN         NaN   NaN      NaN        NaN    NaN   \n",
       "\n",
       "mrhst_induty_cl_nm    PG 상품권     가   방         가전 제품      가정용품수리  ...  항 공 사  \\\n",
       "month adstrd_nm                                                   ...          \n",
       "01월   가락1동               NaN  150000.0           NaN         NaN  ...    NaN   \n",
       "      가락2동               NaN       NaN  1.961435e+07         NaN  ...    NaN   \n",
       "      가락본동               NaN       NaN  3.571700e+06         NaN  ...    NaN   \n",
       "      가리봉동               NaN       NaN  8.810000e+05         NaN  ...    NaN   \n",
       "      가산동           993900.0  330000.0  6.984385e+09  16010200.0  ...    NaN   \n",
       "...                      ...       ...           ...         ...  ...    ...   \n",
       "06월   효창동                NaN       NaN  2.200000e+06         NaN  ...    NaN   \n",
       "      후암동                NaN       NaN  4.365000e+05         NaN  ...    NaN   \n",
       "      휘경1동               NaN       NaN  2.050020e+07  40088300.0  ...    NaN   \n",
       "      휘경2동               NaN       NaN           NaN         NaN  ...    NaN   \n",
       "      흑석동                NaN       NaN  3.000000e+04         NaN  ...    NaN   \n",
       "\n",
       "mrhst_induty_cl_nm       헬스 크럽     혼례서비스  혼수전문점      홍삼 제품       화   랑  \\\n",
       "month adstrd_nm                                                          \n",
       "01월   가락1동           4191020.0 -500000.0    NaN  2037500.0         NaN   \n",
       "      가락2동          16943250.0       NaN    NaN  7483785.0         NaN   \n",
       "      가락본동          55482300.0       NaN    NaN        NaN         NaN   \n",
       "      가리봉동                 NaN       NaN    NaN   500000.0         NaN   \n",
       "      가산동           93267200.0       NaN    NaN   421600.0  14066200.0   \n",
       "...                        ...       ...    ...        ...         ...   \n",
       "06월   효창동            7493000.0       NaN    NaN        NaN         NaN   \n",
       "      후암동            3950000.0       NaN    NaN        NaN         NaN   \n",
       "      휘경1동           6315000.0  192000.0    NaN        NaN         NaN   \n",
       "      휘경2동           3005000.0       NaN    NaN        NaN         NaN   \n",
       "      흑석동           10770933.0       NaN    NaN  1871000.0         NaN   \n",
       "\n",
       "mrhst_induty_cl_nm       화   원        화 장 품       화물 운송  화방표구점  \n",
       "month adstrd_nm                                                 \n",
       "01월   가락1동            317000.0    2475140.0         NaN    NaN  \n",
       "      가락2동           1677000.0   16093270.0         NaN    NaN  \n",
       "      가락본동           1723000.0   30059600.0    107800.0    NaN  \n",
       "      가리봉동            180000.0    9269000.0         NaN    NaN  \n",
       "      가산동           15682900.0  122598852.0  33776480.0    NaN  \n",
       "...                        ...          ...         ...    ...  \n",
       "06월   효창동             666000.0    1302400.0         NaN    NaN  \n",
       "      후암동             924000.0    5274900.0    479000.0    NaN  \n",
       "      휘경1동            101000.0   20654150.0         NaN    NaN  \n",
       "      휘경2동           6874200.0    1817150.0         NaN    NaN  \n",
       "      흑석동            2887000.0   14103970.0         NaN    NaN  \n",
       "\n",
       "[2541 rows x 260 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "카드분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {
    "scrolled": true
   },
   "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>adstrd_nm</th>\n",
       "      <th>가락1동</th>\n",
       "      <th>가락2동</th>\n",
       "      <th>가락본동</th>\n",
       "      <th>가리봉동</th>\n",
       "      <th>가산동</th>\n",
       "      <th>가양1동</th>\n",
       "      <th>가양2동</th>\n",
       "      <th>가양3동</th>\n",
       "      <th>가회동</th>\n",
       "      <th>갈현1동</th>\n",
       "      <th>...</th>\n",
       "      <th>화곡본동</th>\n",
       "      <th>화양동</th>\n",
       "      <th>황학동</th>\n",
       "      <th>회기동</th>\n",
       "      <th>회현동</th>\n",
       "      <th>효창동</th>\n",
       "      <th>후암동</th>\n",
       "      <th>휘경1동</th>\n",
       "      <th>휘경2동</th>\n",
       "      <th>흑석동</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01월</th>\n",
       "      <td>135859.0</td>\n",
       "      <td>134831.0</td>\n",
       "      <td>225935.0</td>\n",
       "      <td>40709.0</td>\n",
       "      <td>807014.0</td>\n",
       "      <td>1170577.0</td>\n",
       "      <td>44342.0</td>\n",
       "      <td>42452.0</td>\n",
       "      <td>49662.0</td>\n",
       "      <td>149767.0</td>\n",
       "      <td>...</td>\n",
       "      <td>123960.0</td>\n",
       "      <td>443048.0</td>\n",
       "      <td>97819.0</td>\n",
       "      <td>156597.0</td>\n",
       "      <td>11512411.0</td>\n",
       "      <td>28726.0</td>\n",
       "      <td>81399.0</td>\n",
       "      <td>110584.0</td>\n",
       "      <td>76093.0</td>\n",
       "      <td>223855.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02월</th>\n",
       "      <td>111537.0</td>\n",
       "      <td>115410.0</td>\n",
       "      <td>187337.0</td>\n",
       "      <td>30459.0</td>\n",
       "      <td>676176.0</td>\n",
       "      <td>980860.0</td>\n",
       "      <td>47699.0</td>\n",
       "      <td>52682.0</td>\n",
       "      <td>39700.0</td>\n",
       "      <td>112848.0</td>\n",
       "      <td>...</td>\n",
       "      <td>97700.0</td>\n",
       "      <td>325612.0</td>\n",
       "      <td>88138.0</td>\n",
       "      <td>136574.0</td>\n",
       "      <td>7732378.0</td>\n",
       "      <td>26475.0</td>\n",
       "      <td>66831.0</td>\n",
       "      <td>90661.0</td>\n",
       "      <td>73051.0</td>\n",
       "      <td>180355.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03월</th>\n",
       "      <td>166470.0</td>\n",
       "      <td>166471.0</td>\n",
       "      <td>259001.0</td>\n",
       "      <td>42111.0</td>\n",
       "      <td>888209.0</td>\n",
       "      <td>1353562.0</td>\n",
       "      <td>68828.0</td>\n",
       "      <td>76918.0</td>\n",
       "      <td>53631.0</td>\n",
       "      <td>155658.0</td>\n",
       "      <td>...</td>\n",
       "      <td>146366.0</td>\n",
       "      <td>434173.0</td>\n",
       "      <td>133715.0</td>\n",
       "      <td>174501.0</td>\n",
       "      <td>9745670.0</td>\n",
       "      <td>38796.0</td>\n",
       "      <td>98884.0</td>\n",
       "      <td>117450.0</td>\n",
       "      <td>98956.0</td>\n",
       "      <td>233614.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04월</th>\n",
       "      <td>174533.0</td>\n",
       "      <td>165851.0</td>\n",
       "      <td>262698.0</td>\n",
       "      <td>45174.0</td>\n",
       "      <td>976418.0</td>\n",
       "      <td>1374072.0</td>\n",
       "      <td>65475.0</td>\n",
       "      <td>75907.0</td>\n",
       "      <td>60783.0</td>\n",
       "      <td>157689.0</td>\n",
       "      <td>...</td>\n",
       "      <td>147092.0</td>\n",
       "      <td>449278.0</td>\n",
       "      <td>129290.0</td>\n",
       "      <td>199332.0</td>\n",
       "      <td>9888421.0</td>\n",
       "      <td>38978.0</td>\n",
       "      <td>99106.0</td>\n",
       "      <td>119926.0</td>\n",
       "      <td>99781.0</td>\n",
       "      <td>254848.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05월</th>\n",
       "      <td>186526.0</td>\n",
       "      <td>174390.0</td>\n",
       "      <td>274853.0</td>\n",
       "      <td>52765.0</td>\n",
       "      <td>1042749.0</td>\n",
       "      <td>1379959.0</td>\n",
       "      <td>68174.0</td>\n",
       "      <td>80335.0</td>\n",
       "      <td>65864.0</td>\n",
       "      <td>171652.0</td>\n",
       "      <td>...</td>\n",
       "      <td>156119.0</td>\n",
       "      <td>488534.0</td>\n",
       "      <td>137135.0</td>\n",
       "      <td>215135.0</td>\n",
       "      <td>11253338.0</td>\n",
       "      <td>39296.0</td>\n",
       "      <td>103169.0</td>\n",
       "      <td>130621.0</td>\n",
       "      <td>107580.0</td>\n",
       "      <td>276431.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06월</th>\n",
       "      <td>82002.0</td>\n",
       "      <td>81477.0</td>\n",
       "      <td>129164.0</td>\n",
       "      <td>24952.0</td>\n",
       "      <td>518864.0</td>\n",
       "      <td>652385.0</td>\n",
       "      <td>32467.0</td>\n",
       "      <td>39552.0</td>\n",
       "      <td>30901.0</td>\n",
       "      <td>77364.0</td>\n",
       "      <td>...</td>\n",
       "      <td>71937.0</td>\n",
       "      <td>220922.0</td>\n",
       "      <td>64441.0</td>\n",
       "      <td>107106.0</td>\n",
       "      <td>5375299.0</td>\n",
       "      <td>18295.0</td>\n",
       "      <td>46480.0</td>\n",
       "      <td>63035.0</td>\n",
       "      <td>53303.0</td>\n",
       "      <td>133153.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 424 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "adstrd_nm      가락1동      가락2동      가락본동     가리봉동        가산동       가양1동  \\\n",
       "month                                                                    \n",
       "01월        135859.0  134831.0  225935.0  40709.0   807014.0  1170577.0   \n",
       "02월        111537.0  115410.0  187337.0  30459.0   676176.0   980860.0   \n",
       "03월        166470.0  166471.0  259001.0  42111.0   888209.0  1353562.0   \n",
       "04월        174533.0  165851.0  262698.0  45174.0   976418.0  1374072.0   \n",
       "05월        186526.0  174390.0  274853.0  52765.0  1042749.0  1379959.0   \n",
       "06월         82002.0   81477.0  129164.0  24952.0   518864.0   652385.0   \n",
       "\n",
       "adstrd_nm     가양2동     가양3동      가회동      갈현1동  ...      화곡본동       화양동  \\\n",
       "month                                           ...                       \n",
       "01월        44342.0  42452.0  49662.0  149767.0  ...  123960.0  443048.0   \n",
       "02월        47699.0  52682.0  39700.0  112848.0  ...   97700.0  325612.0   \n",
       "03월        68828.0  76918.0  53631.0  155658.0  ...  146366.0  434173.0   \n",
       "04월        65475.0  75907.0  60783.0  157689.0  ...  147092.0  449278.0   \n",
       "05월        68174.0  80335.0  65864.0  171652.0  ...  156119.0  488534.0   \n",
       "06월        32467.0  39552.0  30901.0   77364.0  ...   71937.0  220922.0   \n",
       "\n",
       "adstrd_nm       황학동       회기동         회현동      효창동       후암동      휘경1동  \\\n",
       "month                                                                    \n",
       "01월         97819.0  156597.0  11512411.0  28726.0   81399.0  110584.0   \n",
       "02월         88138.0  136574.0   7732378.0  26475.0   66831.0   90661.0   \n",
       "03월        133715.0  174501.0   9745670.0  38796.0   98884.0  117450.0   \n",
       "04월        129290.0  199332.0   9888421.0  38978.0   99106.0  119926.0   \n",
       "05월        137135.0  215135.0  11253338.0  39296.0  103169.0  130621.0   \n",
       "06월         64441.0  107106.0   5375299.0  18295.0   46480.0   63035.0   \n",
       "\n",
       "adstrd_nm      휘경2동       흑석동  \n",
       "month                          \n",
       "01월         76093.0  223855.0  \n",
       "02월         73051.0  180355.0  \n",
       "03월         98956.0  233614.0  \n",
       "04월         99781.0  254848.0  \n",
       "05월        107580.0  276431.0  \n",
       "06월         53303.0  133153.0  \n",
       "\n",
       "[6 rows x 424 columns]"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = pd.read_csv('card_gumonth.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [],
   "source": [
    "a2 = a.groupby(by ='gu').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
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     "metadata": {},
     "output_type": "display_data"
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   "source": [
    "a2.iplot(kind = 'line')"
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  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "card2 = card.groupby(by = 'adstrd_nm').count().reset_index()"
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  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "card2['gu'] = l"
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  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "gucard = card2.groupby(by='gu').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "geo_path = '02. skorea_municipalities_geo_simple.json'\n",
    "geo_str = json.load(open(geo_path, encoding= 'utf-8'))"
   ]
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   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
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      "The choropleth  method has been deprecated. Instead use the new Choropleth class, which has the same arguments. See the example notebook 'GeoJSON_and_choropleth' for how to do this.\n",
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    color_map_2c75c9166d6848ef92967e4becee95aa.x = d3.scale.linear()
              .domain([81565.0, 254250.0])
              .range([0, 400]);

    color_map_2c75c9166d6848ef92967e4becee95aa.legend = L.control({position: 'topright'});
    color_map_2c75c9166d6848ef92967e4becee95aa.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
    color_map_2c75c9166d6848ef92967e4becee95aa.legend.addTo(map_1fa93ff7cb3e4999b8a2af751ba53d84);

    color_map_2c75c9166d6848ef92967e4becee95aa.xAxis = d3.svg.axis()
        .scale(color_map_2c75c9166d6848ef92967e4becee95aa.x)
        .orient("top")
        .tickSize(1)
        .tickValues([81565.0, 110345.83333333333, 139126.66666666666, 167907.5, 196688.3333333333, 225469.16666666666, 254250.0]);

    color_map_2c75c9166d6848ef92967e4becee95aa.svg = d3.select(".legend.leaflet-control").append("svg")
        .attr("id", 'legend')
        .attr("width", 450)
        .attr("height", 40);

    color_map_2c75c9166d6848ef92967e4becee95aa.g = color_map_2c75c9166d6848ef92967e4becee95aa.svg.append("g")
        .attr("class", "key")
        .attr("transform", "translate(25,16)");

    color_map_2c75c9166d6848ef92967e4becee95aa.g.selectAll("rect")
        .data(color_map_2c75c9166d6848ef92967e4becee95aa.color.range().map(function(d, i) {
          return {
            x0: i ? color_map_2c75c9166d6848ef92967e4becee95aa.x(color_map_2c75c9166d6848ef92967e4becee95aa.color.domain()[i - 1]) : color_map_2c75c9166d6848ef92967e4becee95aa.x.range()[0],
            x1: i < color_map_2c75c9166d6848ef92967e4becee95aa.color.domain().length ? color_map_2c75c9166d6848ef92967e4becee95aa.x(color_map_2c75c9166d6848ef92967e4becee95aa.color.domain()[i]) : color_map_2c75c9166d6848ef92967e4becee95aa.x.range()[1],
            z: d
          };
        }))
      .enter().append("rect")
        .attr("height", 10)
        .attr("x", function(d) { return d.x0; })
        .attr("width", function(d) { return d.x1 - d.x0; })
        .style("fill", function(d) { return d.z; });

    color_map_2c75c9166d6848ef92967e4becee95aa.g.call(color_map_2c75c9166d6848ef92967e4becee95aa.xAxis).append("text")
        .attr("class", "caption")
        .attr("y", 21)
        .text('');
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f98e79db650>"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map = folium.Map(location=[37.5502, 126.982], zoom_start=11,\n",
    "                tiles='stamentoner')\n",
    "map.choropleth(geo_data=geo_str,\n",
    "              data=gucard['selng_cascnt'],\n",
    "              columns=[gucard.index, gucard['selng_cascnt']],\n",
    "              fill_color='PuRd',\n",
    "              key_on='feature.id')\n",
    "\n",
    "map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 결과\n",
    "(송파구 , 강남구) - 서초구, 관악구,강서구,강동구 가 높게 나타남"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": false
   },
   "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>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>brtc_nm</th>\n",
       "      <th>signgu_nm</th>\n",
       "      <th>ads</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>11710631.0</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>송파구</td>\n",
       "      <td>가락1동/송파구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>11710632.0</td>\n",
       "      <td>가락2동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>송파구</td>\n",
       "      <td>가락2동/송파구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>11710620.0</td>\n",
       "      <td>가락본동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>송파구</td>\n",
       "      <td>가락본동/송파구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>11530595.0</td>\n",
       "      <td>가리봉동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>구로구</td>\n",
       "      <td>가리봉동/구로구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>11545510.0</td>\n",
       "      <td>가산동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>금천구</td>\n",
       "      <td>가산동/금천구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>11170580.0</td>\n",
       "      <td>효창동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>용산구</td>\n",
       "      <td>효창동/용산구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>11170510.0</td>\n",
       "      <td>후암동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>용산구</td>\n",
       "      <td>후암동/용산구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>11230720.0</td>\n",
       "      <td>휘경1동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>동대문구</td>\n",
       "      <td>휘경1동/동대문구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>11230730.0</td>\n",
       "      <td>휘경2동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>동대문구</td>\n",
       "      <td>휘경2동/동대문구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>11590605.0</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>동작구</td>\n",
       "      <td>흑석동/동작구</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>425 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     adstrd_code adstrd_nm brtc_nm signgu_nm        ads\n",
       "395   11710631.0      가락1동   서울특별시       송파구   가락1동/송파구\n",
       "396   11710632.0      가락2동   서울특별시       송파구   가락2동/송파구\n",
       "394   11710620.0      가락본동   서울특별시       송파구   가락본동/송파구\n",
       "266   11530595.0      가리봉동   서울특별시       구로구   가리봉동/구로구\n",
       "276   11545510.0       가산동   서울특별시       금천구    가산동/금천구\n",
       "..           ...       ...     ...       ...        ...\n",
       "38    11170580.0       효창동   서울특별시       용산구    효창동/용산구\n",
       "32    11170510.0       후암동   서울특별시       용산구    후암동/용산구\n",
       "90    11230720.0      휘경1동   서울특별시      동대문구  휘경1동/동대문구\n",
       "91    11230730.0      휘경2동   서울특별시      동대문구  휘경2동/동대문구\n",
       "310   11590605.0       흑석동   서울특별시       동작구    흑석동/동작구\n",
       "\n",
       "[425 rows x 5 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad.sort_values(by ='adstrd_nm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "ad_list = list(ad['ads'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "가락1동/송파구\n",
      "가락2동/송파구\n",
      "가락본동/송파구\n",
      "가리봉동/구로구\n",
      "가산동/금천구\n",
      "가양1동/강서구\n",
      "가양2동/강서구\n",
      "가양3동/강서구\n",
      "가회동/종로구\n",
      "갈현1동/은평구\n",
      "갈현2동/은평구\n",
      "강일동/강동구\n",
      "개봉1동/구로구\n",
      "개봉2동/구로구\n",
      "개봉3동/구로구\n",
      "개포1동/강남구\n",
      "개포2동/강남구\n",
      "개포4동/강남구\n",
      "거여1동/송파구\n",
      "거여2동/송파구\n",
      "고덕1동/강동구\n",
      "고덕2동/강동구\n",
      "고척1동/구로구\n",
      "고척2동/구로구\n",
      "공덕동/마포구\n",
      "공릉1동/노원구\n",
      "공릉2동/노원구\n",
      "공항동/강서구\n",
      "광장동/광진구\n",
      "광희동/중구\n",
      "교남동/종로구\n",
      "구로1동/구로구\n",
      "구로2동/구로구\n",
      "구로3동/구로구\n",
      "구로4동/구로구\n",
      "구로5동/구로구\n",
      "구산동/은평구\n",
      "구의1동/광진구\n",
      "구의2동/광진구\n",
      "구의3동/광진구\n",
      "군자동/광진구\n",
      "금호1가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호4가동/성동구\n",
      "길동/강동구\n",
      "길음1동/성북구\n",
      "길음2동/성북구\n",
      "낙성대동/관악구\n",
      "난곡동/관악구\n",
      "난향동/관악구\n",
      "남가좌1동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남영동/용산구\n",
      "남현동/관악구\n",
      "내곡동/서초구\n",
      "노량진1동/동작구\n",
      "노량진2동/동작구\n",
      "녹번동/은평구\n",
      "논현1동/강남구\n",
      "논현2동/강남구\n",
      "능동/광진구\n",
      "다산동/중구\n",
      "답십리1동/동대문구\n",
      "답십리2동/동대문구\n",
      "당산1동/영등포구\n",
      "당산2동/영등포구\n",
      "대림1동/영등포구\n",
      "대림2동/영등포구\n",
      "대림3동/영등포구\n",
      "대방동/동작구\n",
      "대조동/은평구\n",
      "대치1동/강남구\n",
      "대치2동/강남구\n",
      "대치4동/강남구\n",
      "대학동/관악구\n",
      "대흥동/마포구\n",
      "도곡1동/강남구\n",
      "도곡2동/강남구\n",
      "도림동/영등포구\n",
      "도봉1동/도봉구\n",
      "도봉2동/도봉구\n",
      "도화동/마포구\n",
      "독산1동/금천구\n",
      "독산2동/금천구\n",
      "독산3동/금천구\n",
      "독산4동/금천구\n",
      "돈암1동/성북구\n",
      "돈암2동/성북구\n",
      "동선동/성북구\n",
      "동화동/중구\n",
      "둔촌1동/강동구\n",
      "둔촌2동/강동구\n",
      "등촌1동/강서구\n",
      "등촌2동/강서구\n",
      "등촌3동/강서구\n",
      "마장동/성동구\n",
      "마천1동/송파구\n",
      "마천2동/송파구\n",
      "망우3동/중랑구\n",
      "망우본동/중랑구\n",
      "망원1동/마포구\n",
      "망원2동/마포구\n",
      "면목2동/중랑구\n",
      "면목4동/중랑구\n",
      "면목5동/중랑구\n",
      "면목7동/중랑구\n",
      "면목본동/중랑구\n",
      "명동/중구\n",
      "명일1동/강동구\n",
      "명일2동/강동구\n",
      "목1동/양천구\n",
      "목2동/양천구\n",
      "목3동/양천구\n",
      "목4동/양천구\n",
      "목5동/양천구\n",
      "무악동/종로구\n",
      "묵1동/중랑구\n",
      "묵2동/중랑구\n",
      "문래동/영등포구\n",
      "문정1동/송파구\n",
      "문정2동/송파구\n",
      "미성동/관악구\n",
      "미아동/강북구\n",
      "반포1동/서초구\n",
      "반포2동/서초구\n",
      "반포3동/서초구\n",
      "반포4동/서초구\n",
      "반포본동/서초구\n",
      "발산1동/강서구\n",
      "방배1동/서초구\n",
      "방배2동/서초구\n",
      "방배3동/서초구\n",
      "방배4동/서초구\n",
      "방배본동/서초구\n",
      "방이1동/송파구\n",
      "방이2동/송파구\n",
      "방학1동/도봉구\n",
      "방학2동/도봉구\n",
      "방학3동/도봉구\n",
      "방화1동/강서구\n",
      "방화2동/강서구\n",
      "방화3동/강서구\n",
      "번1동/강북구\n",
      "번2동/강북구\n",
      "번3동/강북구\n",
      "보광동/용산구\n",
      "보라매동/관악구\n",
      "보문동/성북구\n",
      "부암동/종로구\n",
      "북가좌1동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북아현동/서대문구\n",
      "불광1동/은평구\n",
      "불광2동/은평구\n",
      "사근동/성동구\n",
      "사당1동/동작구\n",
      "사당2동/동작구\n",
      "사당3동/동작구\n",
      "사당4동/동작구\n",
      "사당5동/동작구\n",
      "사직동/종로구\n",
      "삼각산동/강북구\n",
      "삼선동/성북구\n",
      "삼성1동/강남구\n",
      "삼성2동/강남구\n",
      "삼성동/관악구\n",
      "삼양동/강북구\n",
      "삼전동/송파구\n",
      "삼청동/종로구\n",
      "상계10동/노원구\n",
      "상계1동/노원구\n",
      "상계2동/노원구\n",
      "상계3.4동/노원구\n",
      "상계5동/노원구\n",
      "상계6.7동/노원구\n",
      "상계8동/노원구\n",
      "상계9동/노원구\n",
      "상도1동/동작구\n",
      "상도2동/동작구\n",
      "상도3동/동작구\n",
      "상도4동/동작구\n",
      "상봉1동/중랑구\n",
      "상봉2동/중랑구\n",
      "상암동/마포구\n",
      "상일동/강동구\n",
      "서강동/마포구\n",
      "서교동/마포구\n",
      "서림동/관악구\n",
      "서빙고동/용산구\n",
      "서원동/관악구\n",
      "서초1동/서초구\n",
      "서초2동/서초구\n",
      "서초3동/서초구\n",
      "서초4동/서초구\n",
      "석관동/성북구\n",
      "석촌동/송파구\n",
      "성내1동/강동구\n",
      "성내2동/강동구\n",
      "성내3동/강동구\n",
      "성북동/성북구\n",
      "성산1동/마포구\n",
      "성산2동/마포구\n",
      "성수1가1동/성동구\n",
      "성수1가2동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가3동/성동구\n",
      "성현동/관악구\n",
      "세곡동/강남구\n",
      "소공동/중구\n",
      "송정동/성동구\n",
      "송중동/강북구\n",
      "송천동/강북구\n",
      "송파1동/송파구\n",
      "송파2동/송파구\n",
      "수궁동/구로구\n",
      "수색동/은평구\n",
      "수서동/강남구\n",
      "수유1동/강북구\n",
      "수유2동/강북구\n",
      "수유3동/강북구\n",
      "숭인1동/종로구\n",
      "숭인2동/종로구\n",
      "시흥1동/금천구\n",
      "시흥2동/금천구\n",
      "시흥3동/금천구\n",
      "시흥4동/금천구\n",
      "시흥5동/금천구\n",
      "신길1동/영등포구\n",
      "신길3동/영등포구\n",
      "신길4동/영등포구\n",
      "신길5동/영등포구\n",
      "신길6동/영등포구\n",
      "신길7동/영등포구\n",
      "신내1동/중랑구\n",
      "신내2동/중랑구\n",
      "신당5동/중구\n",
      "신당동/중구\n",
      "신대방1동/동작구\n",
      "신대방2동/동작구\n",
      "신도림동/구로구\n",
      "신림동/관악구\n",
      "신사1동/은평구\n",
      "신사2동/은평구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신수동/마포구\n",
      "신원동/관악구\n",
      "신월1동/양천구\n",
      "신월2동/양천구\n",
      "신월3동/양천구\n",
      "신월4동/양천구\n",
      "신월5동/양천구\n",
      "신월6동/양천구\n",
      "신월7동/양천구\n",
      "신정1동/양천구\n",
      "신정2동/양천구\n",
      "신정3동/양천구\n",
      "신정4동/양천구\n",
      "신정6동/양천구\n",
      "신정7동/양천구\n",
      "신촌동/서대문구\n",
      "쌍문1동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문4동/도봉구\n",
      "아현동/마포구\n",
      "안암동/성북구\n",
      "암사1동/강동구\n",
      "암사2동/강동구\n",
      "암사3동/강동구\n",
      "압구정동/강남구\n",
      "약수동/중구\n",
      "양재1동/서초구\n",
      "양재2동/서초구\n",
      "양평1동/영등포구\n",
      "양평2동/영등포구\n",
      "여의동/영등포구\n",
      "역삼1동/강남구\n",
      "역삼2동/강남구\n",
      "역촌동/은평구\n",
      "연남동/마포구\n",
      "연희동/서대문구\n",
      "염리동/마포구\n",
      "염창동/강서구\n",
      "영등포동/영등포구\n",
      "영등포본동/영등포구\n",
      "오금동/송파구\n",
      "오류1동/구로구\n",
      "오류2동/구로구\n",
      "오륜동/송파구\n",
      "옥수동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리도선동/성동구\n",
      "용강동/마포구\n",
      "용답동/성동구\n",
      "용문동/용산구\n",
      "용산2가동/용산구\n",
      "용신동/동대문구\n",
      "우이동/강북구\n",
      "우장산동/강서구\n",
      "원효로1동/용산구\n",
      "원효로2동/용산구\n",
      "월계1동/노원구\n",
      "월계2동/노원구\n",
      "월계3동/노원구\n",
      "월곡1동/성북구\n",
      "월곡2동/성북구\n",
      "위례동/송파구\n",
      "은천동/관악구\n",
      "을지로동/중구\n",
      "응봉동/성동구\n",
      "응암1동/은평구\n",
      "응암2동/은평구\n",
      "응암3동/은평구\n",
      "이문1동/동대문구\n",
      "이문2동/동대문구\n",
      "이촌1동/용산구\n",
      "이촌2동/용산구\n",
      "이태원1동/용산구\n",
      "이태원2동/용산구\n",
      "이화동/종로구\n",
      "인수동/강북구\n",
      "인헌동/관악구\n",
      "일원1동/강남구\n",
      "일원2동/강남구\n",
      "일원본동/강남구\n",
      "자양1동/광진구\n",
      "자양2동/광진구\n",
      "자양3동/광진구\n",
      "자양4동/광진구\n",
      "잠실2동/송파구\n",
      "잠실3동/송파구\n",
      "잠실4동/송파구\n",
      "잠실6동/송파구\n",
      "잠실7동/송파구\n",
      "잠실본동/송파구\n",
      "잠원동/서초구\n",
      "장안1동/동대문구\n",
      "장안2동/동대문구\n",
      "장위1동/성북구\n",
      "장위2동/성북구\n",
      "장위3동/성북구\n",
      "장지동/송파구\n",
      "장충동/중구\n",
      "전농1동/동대문구\n",
      "전농2동/동대문구\n",
      "정릉1동/성북구\n",
      "정릉2동/성북구\n",
      "정릉3동/성북구\n",
      "정릉4동/성북구\n",
      "제기동/동대문구\n",
      "조원동/관악구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종암동/성북구\n",
      "중계1동/노원구\n",
      "중계2.3동/노원구\n",
      "중계4동/노원구\n",
      "중계본동/노원구\n",
      "중곡1동/광진구\n",
      "중곡2동/광진구\n",
      "중곡3동/광진구\n",
      "중곡4동/광진구\n",
      "중림동/중구\n",
      "중앙동/관악구\n",
      "중화1동/중랑구\n",
      "중화2동/중랑구\n",
      "증산동/은평구\n",
      "진관동/은평구\n",
      "창1동/도봉구\n",
      "창2동/도봉구\n",
      "창3동/도봉구\n",
      "창4동/도봉구\n",
      "창5동/도봉구\n",
      "창신1동/종로구\n",
      "창신2동/종로구\n",
      "창신3동/종로구\n",
      "천연동/서대문구\n",
      "천호1동/강동구\n",
      "천호2동/강동구\n",
      "천호3동/강동구\n",
      "청구동/중구\n",
      "청담동/강남구\n",
      "청량리동/동대문구\n",
      "청룡동/관악구\n",
      "청림동/관악구\n",
      "청운효자동/종로구\n",
      "청파동/용산구\n",
      "충현동/서대문구\n",
      "평창동/종로구\n",
      "풍납1동/송파구\n",
      "풍납2동/송파구\n",
      "필동/중구\n",
      "하계1동/노원구\n",
      "하계2동/노원구\n",
      "한강로동/용산구\n",
      "한남동/용산구\n",
      "합정동/마포구\n",
      "항동/구로구\n",
      "행당1동/성동구\n",
      "행당2동/성동구\n",
      "행운동/관악구\n",
      "혜화동/종로구\n",
      "홍은1동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제3동/서대문구\n",
      "화곡1동/강서구\n",
      "화곡2동/강서구\n",
      "화곡3동/강서구\n",
      "화곡4동/강서구\n",
      "화곡6동/강서구\n",
      "화곡8동/강서구\n",
      "화곡본동/강서구\n",
      "화양동/광진구\n",
      "황학동/중구\n",
      "회기동/동대문구\n",
      "회현동/중구\n",
      "효창동/용산구\n",
      "후암동/용산구\n",
      "휘경1동/동대문구\n",
      "휘경2동/동대문구\n",
      "흑석동/동작구\n"
     ]
    }
   ],
   "source": [
    "ll = []\n",
    "for i in a2: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            print(j)\n",
    "            ll.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "dd = card.groupby(by = 'adstrd_nm').sum().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 식품"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [],
   "source": [
    "food = card[card['mrhst_induty_cl_nm'].str.contains('식')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "metadata": {},
   "outputs": [],
   "source": [
    "food = food[-food['mrhst_induty_cl_nm'].str.contains('식기|건강|급식')].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {
    "scrolled": true
   },
   "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>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>mrhst_induty_cl_code</th>\n",
       "      <th>mrhst_induty_cl_nm</th>\n",
       "      <th>selng_cascnt</th>\n",
       "      <th>salamt</th>\n",
       "      <th>date</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174065000</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>8399</td>\n",
       "      <td>기타음료식품</td>\n",
       "      <td>53</td>\n",
       "      <td>617700</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174065000</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>8006</td>\n",
       "      <td>서양음식</td>\n",
       "      <td>403</td>\n",
       "      <td>3888210</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174065000</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>8005</td>\n",
       "      <td>중국음식</td>\n",
       "      <td>90</td>\n",
       "      <td>1881190</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174065000</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>8004</td>\n",
       "      <td>일식회집</td>\n",
       "      <td>70</td>\n",
       "      <td>1980800</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174065000</td>\n",
       "      <td>성내2동</td>\n",
       "      <td>8001</td>\n",
       "      <td>일반한식</td>\n",
       "      <td>932</td>\n",
       "      <td>28931200</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "18     20200104   1174065000      성내2동                  8399   \n",
       "24     20200104   1174065000      성내2동                  8006   \n",
       "25     20200104   1174065000      성내2동                  8005   \n",
       "26     20200104   1174065000      성내2동                  8004   \n",
       "27     20200104   1174065000      성내2동                  8001   \n",
       "\n",
       "   mrhst_induty_cl_nm  selng_cascnt    salamt        date month  \n",
       "18             기타음료식품            53    617700  2020-01-04   01월  \n",
       "24               서양음식           403   3888210  2020-01-04   01월  \n",
       "25               중국음식            90   1881190  2020-01-04   01월  \n",
       "26               일식회집            70   1980800  2020-01-04   01월  \n",
       "27               일반한식           932  28931200  2020-01-04   01월  "
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "food.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "#중국음식', '일식회집', '서양음식', '기타음료식품', '일반한식','한정식'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nayoung/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning:\n",
      "\n",
      "Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "food2 = food.groupby(['adstrd_nm','month'])['salamt','selng_cascnt'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nayoung/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning:\n",
      "\n",
      "Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "food_date= food.groupby(['adstrd_nm','date'])['salamt','selng_cascnt'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [],
   "source": [
    "fdlist = list(food_date['adstrd_nm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [],
   "source": [
    "food2list = list(food2['adstrd_nm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_list = []\n",
    "for i in food2list: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            #print(j)\n",
    "            f_list.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_list2 = []\n",
    "for i in fdlist: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            #print(j)\n",
    "            f_list2.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "food2['gu'] = f_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "food_date['gu'] = f_list2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>03월</td>\n",
       "      <td>871955047</td>\n",
       "      <td>26036</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>04월</td>\n",
       "      <td>1097621546</td>\n",
       "      <td>29217</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>가락1동</td>\n",
       "      <td>05월</td>\n",
       "      <td>1235012563</td>\n",
       "      <td>34279</td>\n",
       "      <td>송파구</td>\n",
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       "  adstrd_nm month      salamt  selng_cascnt   gu\n",
       "0      가락1동   01월  1040607348         27955  송파구\n",
       "1      가락1동   02월   719945187         19125  송파구\n",
       "2      가락1동   03월   871955047         26036  송파구\n",
       "3      가락1동   04월  1097621546         29217  송파구\n",
       "4      가락1동   05월  1235012563         34279  송파구"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
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    "food2.head()"
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  },
  {
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       "      adstrd_nm        date    salamt  selng_cascnt   gu\n",
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  {
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   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
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  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
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   "source": [
    "foodgr = food.groupby(['month','mrhst_induty_cl_nm'])['selng_cascnt'].sum().unstack()"
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   "source": [
    "#### 미용+의류"
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   "source": [
    "beauty = card[card['mrhst_induty_cl_nm'].str.contains('화 장 품|미 용 원|의류')]"
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      "강일동/강동구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개포1동/강남구\n",
      "개포1동/강남구\n",
      "개포1동/강남구\n",
      "개포1동/강남구\n",
      "개포1동/강남구\n",
      "개포1동/강남구\n",
      "개포2동/강남구\n",
      "개포2동/강남구\n",
      "개포2동/강남구\n",
      "개포2동/강남구\n",
      "개포2동/강남구\n",
      "개포2동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "항동/구로구\n",
      "항동/구로구\n",
      "항동/구로구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n"
     ]
    }
   ],
   "source": [
    "b_list2 = []\n",
    "for i in blist2: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            print(j)\n",
    "            b_list2.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [],
   "source": [
    "beauty2['gu'] = b_list2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [],
   "source": [
    "beauty2.to_csv(\"card_미용.csv\",index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 병원 + 의료용품"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [],
   "source": [
    "med = card[card['mrhst_induty_cl_nm'].str.contains('병원|의료')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['동물병원', '병원', '의료 용품', '종합병원', '기타의료기관및기타의료기기', '치과병원', '한방병원'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "med['mrhst_induty_cl_nm'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "med = med[-med['mrhst_induty_cl_nm'].str.contains('동물|치과|한방')].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nayoung/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning:\n",
      "\n",
      "Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "med2 =  med.groupby(['adstrd_nm','month'])['salamt','selng_cascnt'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {},
   "outputs": [
    {
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       "      <td>02월</td>\n",
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       "2         가락2동   03월    34672530            33\n",
       "3         가락2동   04월    19528700            24\n",
       "4         가락2동   05월    31651000            37\n",
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     "execution_count": 365,
     "metadata": {},
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    "med2"
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  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "medgraph = med.groupby(['month','mrhst_induty_cl_nm'])['selng_cascnt'].sum().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
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       "mrhst_induty_cl_nm  기타의료기관및기타의료기기      병원  의료 용품    종합병원\n",
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       "                        [{\"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"\\uae30\\ud0c0\\uc758\\ub8cc\\uae30\\uad00\\ubc0f\\uae30\\ud0c0\\uc758\\ub8cc\\uae30\\uae30\", \"text\": \"\", \"type\": \"scatter\", \"uid\": \"99e9b0aa-07d5-4235-9061-8362693c8637\", \"x\": [\"01\\uc6d4\", \"02\\uc6d4\", \"03\\uc6d4\", \"04\\uc6d4\", \"05\\uc6d4\", \"06\\uc6d4\"], \"y\": [5252, 9446, 8459, 8388, 9383, 4050]}, {\"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"\\ubcd1\\uc6d0\", \"text\": \"\", \"type\": \"scatter\", \"uid\": \"8c38cbeb-ca7c-48a6-83e0-20b4018fb8ca\", \"x\": [\"01\\uc6d4\", \"02\\uc6d4\", \"03\\uc6d4\", \"04\\uc6d4\", \"05\\uc6d4\", \"06\\uc6d4\"], \"y\": [51470, 81683, 103672, 115412, 124557, 59951]}, {\"line\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"\\uc758\\ub8cc \\uc6a9\\ud488\", \"text\": \"\", \"type\": \"scatter\", \"uid\": \"4ce559c8-083f-4dd8-bc75-3b9824e23337\", \"x\": [\"01\\uc6d4\", \"02\\uc6d4\", \"03\\uc6d4\", \"04\\uc6d4\", \"05\\uc6d4\", \"06\\uc6d4\"], \"y\": [17148, 28205, 32006, 33819, 35529, 14438]}, {\"line\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"dash\": \"solid\", \"shape\": \"linear\", \"width\": 1.3}, \"mode\": \"lines\", \"name\": \"\\uc885\\ud569\\ubcd1\\uc6d0\", \"text\": \"\", \"type\": \"scatter\", \"uid\": \"d606451a-1592-4a47-b590-1ccb194f2ef5\", \"x\": [\"01\\uc6d4\", \"02\\uc6d4\", \"03\\uc6d4\", \"04\\uc6d4\", \"05\\uc6d4\", \"06\\uc6d4\"], \"y\": [416016, 572479, 696708, 799102, 816702, 399118]}],\n",
       "                        {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"title\": {\"font\": {\"color\": \"#4D5663\"}}, \"xaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"font\": {\"color\": \"#4D5663\"}, \"text\": \"\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
       "                        {\"showLink\": true, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('718d30d6-b2d5-4492-b977-66ba9de139df');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "medgraph.iplot(kind = 'line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [],
   "source": [
    "medlist = list(med2['adstrd_nm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "가락2동/송파구\n",
      "가락2동/송파구\n",
      "가락2동/송파구\n",
      "가락2동/송파구\n",
      "가락2동/송파구\n",
      "가락2동/송파구\n",
      "가락본동/송파구\n",
      "가락본동/송파구\n",
      "가락본동/송파구\n",
      "가락본동/송파구\n",
      "가락본동/송파구\n",
      "가락본동/송파구\n",
      "가리봉동/구로구\n",
      "가리봉동/구로구\n",
      "가리봉동/구로구\n",
      "가리봉동/구로구\n",
      "가리봉동/구로구\n",
      "가리봉동/구로구\n",
      "가산동/금천구\n",
      "가산동/금천구\n",
      "가산동/금천구\n",
      "가산동/금천구\n",
      "가산동/금천구\n",
      "가산동/금천구\n",
      "가양1동/강서구\n",
      "가양1동/강서구\n",
      "가양1동/강서구\n",
      "가양1동/강서구\n",
      "가양1동/강서구\n",
      "가양1동/강서구\n",
      "가양2동/강서구\n",
      "가양2동/강서구\n",
      "가양2동/강서구\n",
      "가양2동/강서구\n",
      "가양2동/강서구\n",
      "가양3동/강서구\n",
      "가양3동/강서구\n",
      "가양3동/강서구\n",
      "가양3동/강서구\n",
      "가양3동/강서구\n",
      "가양3동/강서구\n",
      "가회동/종로구\n",
      "가회동/종로구\n",
      "가회동/종로구\n",
      "가회동/종로구\n",
      "가회동/종로구\n",
      "가회동/종로구\n",
      "갈현1동/은평구\n",
      "갈현1동/은평구\n",
      "갈현1동/은평구\n",
      "갈현1동/은평구\n",
      "갈현1동/은평구\n",
      "갈현1동/은평구\n",
      "갈현2동/은평구\n",
      "갈현2동/은평구\n",
      "갈현2동/은평구\n",
      "갈현2동/은평구\n",
      "갈현2동/은평구\n",
      "갈현2동/은평구\n",
      "강일동/강동구\n",
      "강일동/강동구\n",
      "강일동/강동구\n",
      "강일동/강동구\n",
      "강일동/강동구\n",
      "강일동/강동구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉1동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉2동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개봉3동/구로구\n",
      "개포2동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "개포4동/강남구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여1동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "거여2동/송파구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕1동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고덕2동/강동구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척1동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "고척2동/구로구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공덕동/마포구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉1동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공릉2동/노원구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목4동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "부암동/종로구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서림동/관악구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "숭인1동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "시흥1동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
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      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문4동/도봉구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n"
     ]
    }
   ],
   "source": [
    "m_list2 = []\n",
    "for i in medlist: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            print(j)\n",
    "            m_list2.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [],
   "source": [
    "med2['gu'] = m_list2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [],
   "source": [
    "med2.to_csv(\"card_med2.csv\", index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 취미(운동+학원 등)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "hob = card[card['mrhst_induty_cl_nm'].str.contains('헬스|학원|취미')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "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>receipt_dttm</th>\n",
       "      <th>adstrd_code</th>\n",
       "      <th>adstrd_nm</th>\n",
       "      <th>mrhst_induty_cl_code</th>\n",
       "      <th>mrhst_induty_cl_nm</th>\n",
       "      <th>selng_cascnt</th>\n",
       "      <th>salamt</th>\n",
       "      <th>date</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>5105</td>\n",
       "      <td>보습학원</td>\n",
       "      <td>12</td>\n",
       "      <td>3876000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174066000</td>\n",
       "      <td>성내3동</td>\n",
       "      <td>2114</td>\n",
       "      <td>헬스 크럽</td>\n",
       "      <td>11</td>\n",
       "      <td>3566000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174064000</td>\n",
       "      <td>성내1동</td>\n",
       "      <td>5105</td>\n",
       "      <td>보습학원</td>\n",
       "      <td>10</td>\n",
       "      <td>3532000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174064000</td>\n",
       "      <td>성내1동</td>\n",
       "      <td>5104</td>\n",
       "      <td>예체능학원</td>\n",
       "      <td>9</td>\n",
       "      <td>1930000</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>20200104</td>\n",
       "      <td>1174061000</td>\n",
       "      <td>천호2동</td>\n",
       "      <td>2114</td>\n",
       "      <td>헬스 크럽</td>\n",
       "      <td>19</td>\n",
       "      <td>2582900</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>01월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713810</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1168061000</td>\n",
       "      <td>대치2동</td>\n",
       "      <td>5103</td>\n",
       "      <td>컴퓨터학원</td>\n",
       "      <td>4</td>\n",
       "      <td>2054000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713827</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1171057000</td>\n",
       "      <td>오금동</td>\n",
       "      <td>5101</td>\n",
       "      <td>외국어학원</td>\n",
       "      <td>2</td>\n",
       "      <td>380000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713838</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1120065000</td>\n",
       "      <td>성수1가1동</td>\n",
       "      <td>5105</td>\n",
       "      <td>보습학원</td>\n",
       "      <td>4</td>\n",
       "      <td>337500</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713862</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1162063000</td>\n",
       "      <td>남현동</td>\n",
       "      <td>5104</td>\n",
       "      <td>예체능학원</td>\n",
       "      <td>2</td>\n",
       "      <td>250000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3713864</th>\n",
       "      <td>20200614</td>\n",
       "      <td>1120065000</td>\n",
       "      <td>성수1가1동</td>\n",
       "      <td>9305</td>\n",
       "      <td>학원(회원제형태)</td>\n",
       "      <td>1</td>\n",
       "      <td>630000</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>06월</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>164359 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "        receipt_dttm  adstrd_code adstrd_nm  mrhst_induty_cl_code  \\\n",
       "6           20200104   1174066000      성내3동                  5105   \n",
       "14          20200104   1174066000      성내3동                  2114   \n",
       "58          20200104   1174064000      성내1동                  5105   \n",
       "59          20200104   1174064000      성내1동                  5104   \n",
       "122         20200104   1174061000      천호2동                  2114   \n",
       "...              ...          ...       ...                   ...   \n",
       "3713810     20200614   1168061000      대치2동                  5103   \n",
       "3713827     20200614   1171057000       오금동                  5101   \n",
       "3713838     20200614   1120065000    성수1가1동                  5105   \n",
       "3713862     20200614   1162063000       남현동                  5104   \n",
       "3713864     20200614   1120065000    성수1가1동                  9305   \n",
       "\n",
       "        mrhst_induty_cl_nm  selng_cascnt   salamt        date month  \n",
       "6                     보습학원            12  3876000  2020-01-04   01월  \n",
       "14                   헬스 크럽            11  3566000  2020-01-04   01월  \n",
       "58                    보습학원            10  3532000  2020-01-04   01월  \n",
       "59                   예체능학원             9  1930000  2020-01-04   01월  \n",
       "122                  헬스 크럽            19  2582900  2020-01-04   01월  \n",
       "...                    ...           ...      ...         ...   ...  \n",
       "3713810              컴퓨터학원             4  2054000  2020-06-14   06월  \n",
       "3713827              외국어학원             2   380000  2020-06-14   06월  \n",
       "3713838               보습학원             4   337500  2020-06-14   06월  \n",
       "3713862              예체능학원             2   250000  2020-06-14   06월  \n",
       "3713864          학원(회원제형태)             1   630000  2020-06-14   06월  \n",
       "\n",
       "[164359 rows x 9 columns]"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "hob"
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  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {
    "scrolled": true
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   "outputs": [],
   "source": [
    "hobgraph = hob.groupby([ 'month','mrhst_induty_cl_nm'])['selng_cascnt'].sum().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
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       "mrhst_induty_cl_nm   기능학원  문화취미기타   보습학원  예체능학원  외국어학원  유학원  컴퓨터학원  학원(회원제형태)  \\\n",
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   "cell_type": "code",
   "execution_count": 296,
   "metadata": {
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   "source": [
    "hb2 = hobgraph[8:9].reset_index()"
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  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
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       "month mrhst_induty_cl_nm    01월    02월    03월    04월    05월    06월\n",
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      "공릉2동/노원구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "공항동/강서구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광장동/광진구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "광희동/중구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "교남동/종로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로1동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로2동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로3동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로4동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구로5동/구로구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구산동/은평구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의1동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의2동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "구의3동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "군자동/광진구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호1가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호2.3가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "금호4가동/성동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길동/강동구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음1동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "길음2동/성북구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "낙성대동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난곡동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "난향동/관악구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌1동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남가좌2동/서대문구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남영동/용산구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "남현동/관악구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "내곡동/서초구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진1동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "노량진2동/동작구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "녹번동/은평구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현1동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "논현2동/강남구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "능동/광진구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "다산동/중구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리1동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "답십리2동/동대문구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산1동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "당산2동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림1동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림2동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대림3동/영등포구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대방동/동작구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대조동/은평구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치1동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치2동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대치4동/강남구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대학동/관악구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "대흥동/마포구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡1동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도곡2동/강남구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도림동/영등포구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉1동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도봉2동/도봉구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "도화동/마포구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산1동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산2동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산3동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "독산4동/금천구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암1동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "돈암2동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동선동/성북구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "동화동/중구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌1동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "둔촌2동/강동구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌1동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌2동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "등촌3동/강서구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마장동/성동구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천1동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "마천2동/송파구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우3동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망우본동/중랑구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원1동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "망원2동/마포구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목2동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목4동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목5동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목7동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "면목본동/중랑구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명동/중구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일1동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "명일2동/강동구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목1동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목2동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목3동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목4동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "목5동/양천구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "무악동/종로구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵1동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "묵2동/중랑구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문래동/영등포구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정1동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "문정2동/송파구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미성동/관악구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "미아동/강북구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포1동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포2동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포3동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포4동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "반포본동/서초구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "발산1동/강서구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배1동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배2동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배3동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배4동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방배본동/서초구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이1동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방이2동/송파구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학1동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학2동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방학3동/도봉구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화1동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화2동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "방화3동/강서구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번1동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번2동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "번3동/강북구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보광동/용산구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보라매동/관악구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "보문동/성북구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "부암동/종로구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌1동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북가좌2동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "북아현동/서대문구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광1동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "불광2동/은평구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사근동/성동구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당1동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당2동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당3동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당4동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사당5동/동작구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "사직동/종로구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼각산동/강북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼선동/성북구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성1동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성2동/강남구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼성동/관악구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼양동/강북구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼전동/송파구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "삼청동/종로구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계10동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계1동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계2동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계3.4동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계5동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계6.7동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계8동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상계9동/노원구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도1동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도2동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도3동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상도4동/동작구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉1동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상봉2동/중랑구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상암동/마포구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "상일동/강동구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서강동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서교동/마포구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서림동/관악구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서빙고동/용산구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서원동/관악구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초1동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초2동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초3동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "서초4동/서초구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석관동/성북구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "석촌동/송파구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내1동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내2동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성내3동/강동구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성북동/성북구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산1동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성산2동/마포구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가1동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수1가2동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가1동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성수2가3동/성동구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "성현동/관악구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "세곡동/강남구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "소공동/중구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송정동/성동구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송중동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송천동/강북구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파1동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "송파2동/송파구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수궁동/구로구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수색동/은평구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수서동/강남구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유1동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유2동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "수유3동/강북구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인1동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "숭인2동/종로구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥1동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥2동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥3동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥4동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "시흥5동/금천구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길1동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길3동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길4동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길5동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길6동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신길7동/영등포구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내1동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신내2동/중랑구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당5동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신당동/중구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방1동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신대방2동/동작구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신도림동/구로구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신림동/관악구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사1동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사2동/은평구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신사동/관악구\n",
      "신사동/강남구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신수동/마포구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신원동/관악구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월1동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월2동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월3동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월4동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월5동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월6동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신월7동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정1동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정2동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정3동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정4동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정6동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신정7동/양천구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "신촌동/서대문구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문1동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문2동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문3동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "쌍문4동/도봉구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "아현동/마포구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "안암동/성북구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사1동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사2동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "암사3동/강동구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "압구정동/강남구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "약수동/중구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재1동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양재2동/서초구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평1동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "양평2동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "여의동/영등포구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼1동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역삼2동/강남구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "역촌동/은평구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연남동/마포구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "연희동/서대문구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염리동/마포구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "염창동/강서구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "영등포본동/영등포구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오금동/송파구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류1동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오류2동/구로구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "오륜동/송파구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "옥수동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리2동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "왕십리도선동/성동구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용강동/마포구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용답동/성동구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용문동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용산2가동/용산구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "용신동/동대문구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우이동/강북구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "우장산동/강서구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로1동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "원효로2동/용산구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계1동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계2동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월계3동/노원구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡1동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "월곡2동/성북구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "위례동/송파구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "은천동/관악구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "을지로동/중구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응봉동/성동구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암1동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암2동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "응암3동/은평구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문1동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이문2동/동대문구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌1동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이촌2동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원1동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이태원2동/용산구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "이화동/종로구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인수동/강북구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "인헌동/관악구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원1동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원2동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "일원본동/강남구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양1동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양2동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양3동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "자양4동/광진구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실2동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실3동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실4동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실6동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실7동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠실본동/송파구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "잠원동/서초구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안1동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장안2동/동대문구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위1동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위2동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장위3동/성북구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장지동/송파구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "장충동/중구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농1동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "전농2동/동대문구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉1동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉2동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉3동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "정릉4동/성북구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "제기동/동대문구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "조원동/관악구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로1.2.3.4가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종로5.6가동/종로구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "종암동/성북구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계1동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계2.3동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계4동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중계본동/노원구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡1동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡2동/광진구\n",
      "중곡3동/광진구\n",
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      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡3동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중곡4동/광진구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중림동/중구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중앙동/관악구\n",
      "중화1동/중랑구\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화1동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "중화2동/중랑구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "증산동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "진관동/은평구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창1동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창2동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창3동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창4동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창5동/도봉구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신1동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신2동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "창신3동/종로구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천연동/서대문구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호1동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호2동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "천호3동/강동구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청구동/중구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청담동/강남구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청량리동/동대문구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청룡동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청림동/관악구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청운효자동/종로구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "청파동/용산구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "충현동/서대문구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "평창동/종로구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납1동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "풍납2동/송파구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "필동/중구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계1동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "하계2동/노원구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한강로동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "한남동/용산구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "합정동/마포구\n",
      "항동/구로구\n",
      "항동/구로구\n",
      "항동/구로구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당1동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행당2동/성동구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "행운동/관악구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "혜화동/종로구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은1동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍은2동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제1동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제2동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "홍제3동/서대문구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡1동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡2동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡3동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡4동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡6동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡8동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화곡본동/강서구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "화양동/광진구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "황학동/중구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회기동/동대문구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "회현동/중구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "효창동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "후암동/용산구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경1동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "휘경2동/동대문구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n",
      "흑석동/동작구\n"
     ]
    }
   ],
   "source": [
    "h_list = []\n",
    "for i in hlist: #구 추가할 동\n",
    "    for j in ad_list: #기준\n",
    "        if i == j.split('/')[0]:\n",
    "            print(j)\n",
    "            h_list.append(j.split('/')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "hob2['gu'] = h_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "hob2.to_csv(\"card_hobby.csv\", index = False)"
   ]
  },
  {
   "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": "3.7.4"
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 },
 "nbformat": 4,
 "nbformat_minor": 4
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