동대학가연령성별응용집계.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['$RECYCLE.BIN',\n",
       " '062. 서울시 행정동단위 월별 KT 유동인구',\n",
       " '063. 서울시민의 업종별 카드소비 패턴 데이터',\n",
       " '069. 서울시 상권발달 개별지수',\n",
       " 'df.csv',\n",
       " 'TBGIS_BLCK_RELM_INFO.xlsx',\n",
       " '블록_성별연령대별_201901.txt',\n",
       " '서울시민 카드소비 업종코드.csv',\n",
       " '수광']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path='E:\\\\'\n",
    "os.listdir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>서울시민업종코드</th>\n",
       "      <th>|</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>|.1</th>\n",
       "      <th>고객주소블록코드</th>\n",
       "      <th>|.2</th>\n",
       "      <th>성별</th>\n",
       "      <th>|.3</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>|.4</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>|.5</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>Unnamed: 14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS001</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>158138</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>1582560</td>\n",
       "      <td>|</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS002</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>344052</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>506520</td>\n",
       "      <td>|</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS002</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>417018</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>987840</td>\n",
       "      <td>|</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>227572</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>2074968</td>\n",
       "      <td>|</td>\n",
       "      <td>207</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>207901</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>3469435</td>\n",
       "      <td>|</td>\n",
       "      <td>474</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS035</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>224894</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>1438920</td>\n",
       "      <td>|</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>8418</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>|</td>\n",
       "      <td>253966</td>\n",
       "      <td>|</td>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>216557</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>655200</td>\n",
       "      <td>|</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS004</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>352794</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>1000440</td>\n",
       "      <td>|</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS004</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>232382</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>379512</td>\n",
       "      <td>|</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS006</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>355154</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>287784</td>\n",
       "      <td>|</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS066</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>24159</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>705600</td>\n",
       "      <td>|</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>18377</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>3234773</td>\n",
       "      <td>|</td>\n",
       "      <td>353</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>269765</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>2225664</td>\n",
       "      <td>|</td>\n",
       "      <td>242</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS033</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>414790</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>190512</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS001</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>349243</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>6541920</td>\n",
       "      <td>|</td>\n",
       "      <td>267</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>355307</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>294840</td>\n",
       "      <td>|</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS055</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>157069</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>4158000</td>\n",
       "      <td>|</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS055</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>157735</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>1004976</td>\n",
       "      <td>|</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS021</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>152727</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>5426064</td>\n",
       "      <td>|</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>264864</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>773640</td>\n",
       "      <td>|</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>203333</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>1806790</td>\n",
       "      <td>|</td>\n",
       "      <td>348</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS082</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>408249</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>2293200</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS008</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>212332</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>1630440</td>\n",
       "      <td>|</td>\n",
       "      <td>121</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS013</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>333798</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>9816509</td>\n",
       "      <td>|</td>\n",
       "      <td>408</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS013</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>13021</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>7940520</td>\n",
       "      <td>|</td>\n",
       "      <td>474</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS001</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>218101</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>7794864</td>\n",
       "      <td>|</td>\n",
       "      <td>146</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS030</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>267620</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>3882312</td>\n",
       "      <td>|</td>\n",
       "      <td>796</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS001</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>230412</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>1974672</td>\n",
       "      <td>|</td>\n",
       "      <td>176</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS066</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>151927</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>1360800</td>\n",
       "      <td>|</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS001</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>213</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>10대</td>\n",
       "      <td>|</td>\n",
       "      <td>56952</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS043</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>231733</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>50400</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS067</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>11505</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>243760</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS064</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>152828</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>1401120</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS066</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>214031</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>151200</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS022</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>413401</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>104832</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS043</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>81274</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>218383</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS019</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>412882</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>96768</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS003</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>148718</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>128520</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS044</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>19148</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>196560</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>361949</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>50대</td>\n",
       "      <td>|</td>\n",
       "      <td>30240</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS032</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>217468</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>|</td>\n",
       "      <td>957600</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS036</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>229994</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>100800</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS007</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>12986</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>93240</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS066</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>216084</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>236880</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS070</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>232729</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>796320</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS015</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>153442</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>26712</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS019</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>12889</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>30240</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>501807</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>273168</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>18301</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>64512</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS016</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>223491</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>|</td>\n",
       "      <td>4788</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS041</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>12707</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>176400</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS047</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>209386</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>30대</td>\n",
       "      <td>|</td>\n",
       "      <td>120456</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>216707</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>|</td>\n",
       "      <td>225288</td>\n",
       "      <td>|</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>418337</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>|</td>\n",
       "      <td>464940</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>18004</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>194544</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>15875</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>40대</td>\n",
       "      <td>|</td>\n",
       "      <td>210067</td>\n",
       "      <td>|</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>212968</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>213444</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS042</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>364284</td>\n",
       "      <td>|</td>\n",
       "      <td>F</td>\n",
       "      <td>|</td>\n",
       "      <td>20대</td>\n",
       "      <td>|</td>\n",
       "      <td>136080</td>\n",
       "      <td>|</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SS049</td>\n",
       "      <td>|</td>\n",
       "      <td>201901</td>\n",
       "      <td>|</td>\n",
       "      <td>361500</td>\n",
       "      <td>|</td>\n",
       "      <td>M</td>\n",
       "      <td>|</td>\n",
       "      <td>60대</td>\n",
       "      <td>|</td>\n",
       "      <td>270850</td>\n",
       "      <td>|</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0 서울시민업종코드  |    기준년월 |.1  고객주소블록코드 |.2 성별 |.3   연령대별 |.4  \\\n",
       "0                NaN    SS001  |  201901   |    158138   |  M   |    60대   |   \n",
       "1                NaN    SS002  |  201901   |    344052   |  F   |    30대   |   \n",
       "2                NaN    SS002  |  201901   |    417018   |  M   |    30대   |   \n",
       "3                NaN    SS008  |  201901   |    227572   |  F   |    20대   |   \n",
       "4                NaN    SS016  |  201901   |    207901   |  F   |    30대   |   \n",
       "5                NaN    SS035  |  201901   |    224894   |  F   |    20대   |   \n",
       "6                NaN    SS016  |  201901   |      8418   |  M   |  70대이상   |   \n",
       "7                NaN    SS008  |  201901   |    216557   |  M   |    50대   |   \n",
       "8                NaN    SS004  |  201901   |    352794   |  M   |    50대   |   \n",
       "9                NaN    SS004  |  201901   |    232382   |  M   |    40대   |   \n",
       "10               NaN    SS006  |  201901   |    355154   |  F   |    30대   |   \n",
       "11               NaN    SS066  |  201901   |     24159   |  F   |    50대   |   \n",
       "12               NaN    SS008  |  201901   |     18377   |  M   |    30대   |   \n",
       "13               NaN    SS008  |  201901   |    269765   |  F   |    40대   |   \n",
       "14               NaN    SS033  |  201901   |    414790   |  F   |    60대   |   \n",
       "15               NaN    SS001  |  201901   |    349243   |  M   |    40대   |   \n",
       "16               NaN    SS008  |  201901   |    355307   |  F   |    50대   |   \n",
       "17               NaN    SS055  |  201901   |    157069   |  F   |    60대   |   \n",
       "18               NaN    SS055  |  201901   |    157735   |  F   |    40대   |   \n",
       "19               NaN    SS021  |  201901   |    152727   |  F   |    30대   |   \n",
       "20               NaN    SS016  |  201901   |    264864   |  M   |    60대   |   \n",
       "21               NaN    SS016  |  201901   |    203333   |  F   |    20대   |   \n",
       "22               NaN    SS082  |  201901   |    408249   |  F   |    40대   |   \n",
       "23               NaN    SS008  |  201901   |    212332   |  F   |    20대   |   \n",
       "24               NaN    SS013  |  201901   |    333798   |  F   |    40대   |   \n",
       "25               NaN    SS013  |  201901   |     13021   |  M   |    50대   |   \n",
       "26               NaN    SS001  |  201901   |    218101   |  M   |    50대   |   \n",
       "27               NaN    SS030  |  201901   |    267620   |  M   |    20대   |   \n",
       "28               NaN    SS001  |  201901   |    230412   |  M   |    20대   |   \n",
       "29               NaN    SS066  |  201901   |    151927   |  M   |    30대   |   \n",
       "...              ...      ... ..     ...  ..       ...  .. ..  ..    ...  ..   \n",
       "10683753         NaN    SS001  |  201901   |       213   |  M   |    10대   |   \n",
       "10683754         NaN    SS043  |  201901   |    231733   |  F   |    20대   |   \n",
       "10683755         NaN    SS067  |  201901   |     11505   |  M   |    20대   |   \n",
       "10683756         NaN    SS064  |  201901   |    152828   |  M   |    40대   |   \n",
       "10683757         NaN    SS066  |  201901   |    214031   |  M   |    50대   |   \n",
       "10683758         NaN    SS022  |  201901   |    413401   |  F   |    20대   |   \n",
       "10683759         NaN    SS043  |  201901   |     81274   |  F   |    30대   |   \n",
       "10683760         NaN    SS019  |  201901   |    412882   |  M   |    40대   |   \n",
       "10683761         NaN    SS003  |  201901   |    148718   |  F   |    50대   |   \n",
       "10683762         NaN    SS044  |  201901   |     19148   |  F   |    50대   |   \n",
       "10683763         NaN    SS016  |  201901   |    361949   |  F   |    50대   |   \n",
       "10683764         NaN    SS032  |  201901   |    217468   |  F   |  70대이상   |   \n",
       "10683765         NaN    SS036  |  201901   |    229994   |  F   |    20대   |   \n",
       "10683766         NaN    SS007  |  201901   |     12986   |  M   |    40대   |   \n",
       "10683767         NaN    SS066  |  201901   |    216084   |  M   |    60대   |   \n",
       "10683768         NaN    SS070  |  201901   |    232729   |  F   |    60대   |   \n",
       "10683769         NaN    SS015  |  201901   |    153442   |  F   |    30대   |   \n",
       "10683770         NaN    SS019  |  201901   |     12889   |  M   |    20대   |   \n",
       "10683771         NaN    SS049  |  201901   |    501807   |  F   |    40대   |   \n",
       "10683772         NaN    SS049  |  201901   |     18301   |  M   |    30대   |   \n",
       "10683773         NaN    SS016  |  201901   |    223491   |  M   |  70대이상   |   \n",
       "10683774         NaN    SS041  |  201901   |     12707   |  F   |    60대   |   \n",
       "10683775         NaN    SS047  |  201901   |    209386   |  M   |    30대   |   \n",
       "10683776         NaN    SS049  |  201901   |    216707   |  F   |  70대이상   |   \n",
       "10683777         NaN    SS049  |  201901   |    418337   |  M   |  70대이상   |   \n",
       "10683778         NaN    SS049  |  201901   |     18004   |  M   |    40대   |   \n",
       "10683779         NaN    SS049  |  201901   |     15875   |  F   |    40대   |   \n",
       "10683780         NaN    SS049  |  201901   |    212968   |  F   |    60대   |   \n",
       "10683781         NaN    SS042  |  201901   |    364284   |  F   |    20대   |   \n",
       "10683782         NaN    SS049  |  201901   |    361500   |  M   |    60대   |   \n",
       "\n",
       "          카드이용금액계 |.5  카드이용건수계  Unnamed: 14  \n",
       "0         1582560   |       30          NaN  \n",
       "1          506520   |       10          NaN  \n",
       "2          987840   |       50          NaN  \n",
       "3         2074968   |      207          NaN  \n",
       "4         3469435   |      474          NaN  \n",
       "5         1438920   |       10          NaN  \n",
       "6          253966   |       66          NaN  \n",
       "7          655200   |       20          NaN  \n",
       "8         1000440   |       15          NaN  \n",
       "9          379512   |       20          NaN  \n",
       "10         287784   |       40          NaN  \n",
       "11         705600   |       15          NaN  \n",
       "12        3234773   |      353          NaN  \n",
       "13        2225664   |      242          NaN  \n",
       "14         190512   |        5          NaN  \n",
       "15        6541920   |      267          NaN  \n",
       "16         294840   |       25          NaN  \n",
       "17        4158000   |       25          NaN  \n",
       "18        1004976   |       55          NaN  \n",
       "19        5426064   |       40          NaN  \n",
       "20         773640   |      116          NaN  \n",
       "21        1806790   |      348          NaN  \n",
       "22        2293200   |        5          NaN  \n",
       "23        1630440   |      121          NaN  \n",
       "24        9816509   |      408          NaN  \n",
       "25        7940520   |      474          NaN  \n",
       "26        7794864   |      146          NaN  \n",
       "27        3882312   |      796          NaN  \n",
       "28        1974672   |      176          NaN  \n",
       "29        1360800   |       40          NaN  \n",
       "...           ...  ..      ...          ...  \n",
       "10683753    56952   |        5          NaN  \n",
       "10683754    50400   |        5          NaN  \n",
       "10683755   243760   |        5          NaN  \n",
       "10683756  1401120   |        5          NaN  \n",
       "10683757   151200   |        5          NaN  \n",
       "10683758   104832   |        5          NaN  \n",
       "10683759   218383   |        5          NaN  \n",
       "10683760    96768   |        5          NaN  \n",
       "10683761   128520   |        5          NaN  \n",
       "10683762   196560   |        5          NaN  \n",
       "10683763    30240   |        5          NaN  \n",
       "10683764   957600   |        5          NaN  \n",
       "10683765   100800   |        5          NaN  \n",
       "10683766    93240   |        5          NaN  \n",
       "10683767   236880   |        5          NaN  \n",
       "10683768   796320   |        5          NaN  \n",
       "10683769    26712   |        5          NaN  \n",
       "10683770    30240   |        5          NaN  \n",
       "10683771   273168   |        5          NaN  \n",
       "10683772    64512   |        5          NaN  \n",
       "10683773     4788   |        5          NaN  \n",
       "10683774   176400   |        5          NaN  \n",
       "10683775   120456   |        5          NaN  \n",
       "10683776   225288   |       10          NaN  \n",
       "10683777   464940   |        5          NaN  \n",
       "10683778   194544   |        5          NaN  \n",
       "10683779   210067   |       10          NaN  \n",
       "10683780   213444   |        5          NaN  \n",
       "10683781   136080   |        5          NaN  \n",
       "10683782   270850   |       10          NaN  \n",
       "\n",
       "[10683783 rows x 15 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UPJONG_Df=pd.read_csv(os.path.join(path, '블록_성별연령대별_201901.txt'),encoding='utf-8', sep='`')\n",
    "UPJONG_Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": 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>서울시민업종코드</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>고객주소블록코드</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>158138</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>1582560</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>344052</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>506520</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>417018</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>987840</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>227572</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>2074968</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>207901</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>3469435</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SS035</td>\n",
       "      <td>201901</td>\n",
       "      <td>224894</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1438920</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>8418</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>253966</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>216557</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>655200</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>352794</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>1000440</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>232382</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>379512</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SS006</td>\n",
       "      <td>201901</td>\n",
       "      <td>355154</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>287784</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>24159</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>705600</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>18377</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>3234773</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>269765</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2225664</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SS033</td>\n",
       "      <td>201901</td>\n",
       "      <td>414790</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>190512</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>349243</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>6541920</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>355307</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>294840</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157069</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>4158000</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157735</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>1004976</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SS021</td>\n",
       "      <td>201901</td>\n",
       "      <td>152727</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>5426064</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>264864</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>773640</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>203333</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1806790</td>\n",
       "      <td>348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SS082</td>\n",
       "      <td>201901</td>\n",
       "      <td>408249</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2293200</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>212332</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1630440</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>333798</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>9816509</td>\n",
       "      <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>13021</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7940520</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>218101</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7794864</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SS030</td>\n",
       "      <td>201901</td>\n",
       "      <td>267620</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>3882312</td>\n",
       "      <td>796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>230412</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>1974672</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>151927</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>1360800</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>213</td>\n",
       "      <td>M</td>\n",
       "      <td>10대</td>\n",
       "      <td>56952</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>231733</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>50400</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>SS067</td>\n",
       "      <td>201901</td>\n",
       "      <td>11505</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>243760</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>SS064</td>\n",
       "      <td>201901</td>\n",
       "      <td>152828</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>1401120</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>214031</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>151200</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>SS022</td>\n",
       "      <td>201901</td>\n",
       "      <td>413401</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>104832</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>81274</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>218383</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>412882</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>96768</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>SS003</td>\n",
       "      <td>201901</td>\n",
       "      <td>148718</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>128520</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>SS044</td>\n",
       "      <td>201901</td>\n",
       "      <td>19148</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>196560</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>361949</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>SS032</td>\n",
       "      <td>201901</td>\n",
       "      <td>217468</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>957600</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>SS036</td>\n",
       "      <td>201901</td>\n",
       "      <td>229994</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>100800</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>SS007</td>\n",
       "      <td>201901</td>\n",
       "      <td>12986</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>93240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>216084</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>236880</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>SS070</td>\n",
       "      <td>201901</td>\n",
       "      <td>232729</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>796320</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>SS015</td>\n",
       "      <td>201901</td>\n",
       "      <td>153442</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>26712</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>12889</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>501807</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>273168</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18301</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>64512</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>223491</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>4788</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>SS041</td>\n",
       "      <td>201901</td>\n",
       "      <td>12707</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>176400</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>SS047</td>\n",
       "      <td>201901</td>\n",
       "      <td>209386</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>120456</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>216707</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>225288</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>418337</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>464940</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18004</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>194544</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>15875</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>210067</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>212968</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>213444</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>SS042</td>\n",
       "      <td>201901</td>\n",
       "      <td>364284</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>136080</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>361500</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>270850</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         서울시민업종코드    기준년월  고객주소블록코드 성별   연령대별  카드이용금액계  카드이용건수계\n",
       "0           SS001  201901    158138  M    60대  1582560       30\n",
       "1           SS002  201901    344052  F    30대   506520       10\n",
       "2           SS002  201901    417018  M    30대   987840       50\n",
       "3           SS008  201901    227572  F    20대  2074968      207\n",
       "4           SS016  201901    207901  F    30대  3469435      474\n",
       "5           SS035  201901    224894  F    20대  1438920       10\n",
       "6           SS016  201901      8418  M  70대이상   253966       66\n",
       "7           SS008  201901    216557  M    50대   655200       20\n",
       "8           SS004  201901    352794  M    50대  1000440       15\n",
       "9           SS004  201901    232382  M    40대   379512       20\n",
       "10          SS006  201901    355154  F    30대   287784       40\n",
       "11          SS066  201901     24159  F    50대   705600       15\n",
       "12          SS008  201901     18377  M    30대  3234773      353\n",
       "13          SS008  201901    269765  F    40대  2225664      242\n",
       "14          SS033  201901    414790  F    60대   190512        5\n",
       "15          SS001  201901    349243  M    40대  6541920      267\n",
       "16          SS008  201901    355307  F    50대   294840       25\n",
       "17          SS055  201901    157069  F    60대  4158000       25\n",
       "18          SS055  201901    157735  F    40대  1004976       55\n",
       "19          SS021  201901    152727  F    30대  5426064       40\n",
       "20          SS016  201901    264864  M    60대   773640      116\n",
       "21          SS016  201901    203333  F    20대  1806790      348\n",
       "22          SS082  201901    408249  F    40대  2293200        5\n",
       "23          SS008  201901    212332  F    20대  1630440      121\n",
       "24          SS013  201901    333798  F    40대  9816509      408\n",
       "25          SS013  201901     13021  M    50대  7940520      474\n",
       "26          SS001  201901    218101  M    50대  7794864      146\n",
       "27          SS030  201901    267620  M    20대  3882312      796\n",
       "28          SS001  201901    230412  M    20대  1974672      176\n",
       "29          SS066  201901    151927  M    30대  1360800       40\n",
       "...           ...     ...       ... ..    ...      ...      ...\n",
       "10683753    SS001  201901       213  M    10대    56952        5\n",
       "10683754    SS043  201901    231733  F    20대    50400        5\n",
       "10683755    SS067  201901     11505  M    20대   243760        5\n",
       "10683756    SS064  201901    152828  M    40대  1401120        5\n",
       "10683757    SS066  201901    214031  M    50대   151200        5\n",
       "10683758    SS022  201901    413401  F    20대   104832        5\n",
       "10683759    SS043  201901     81274  F    30대   218383        5\n",
       "10683760    SS019  201901    412882  M    40대    96768        5\n",
       "10683761    SS003  201901    148718  F    50대   128520        5\n",
       "10683762    SS044  201901     19148  F    50대   196560        5\n",
       "10683763    SS016  201901    361949  F    50대    30240        5\n",
       "10683764    SS032  201901    217468  F  70대이상   957600        5\n",
       "10683765    SS036  201901    229994  F    20대   100800        5\n",
       "10683766    SS007  201901     12986  M    40대    93240        5\n",
       "10683767    SS066  201901    216084  M    60대   236880        5\n",
       "10683768    SS070  201901    232729  F    60대   796320        5\n",
       "10683769    SS015  201901    153442  F    30대    26712        5\n",
       "10683770    SS019  201901     12889  M    20대    30240        5\n",
       "10683771    SS049  201901    501807  F    40대   273168        5\n",
       "10683772    SS049  201901     18301  M    30대    64512        5\n",
       "10683773    SS016  201901    223491  M  70대이상     4788        5\n",
       "10683774    SS041  201901     12707  F    60대   176400        5\n",
       "10683775    SS047  201901    209386  M    30대   120456        5\n",
       "10683776    SS049  201901    216707  F  70대이상   225288       10\n",
       "10683777    SS049  201901    418337  M  70대이상   464940        5\n",
       "10683778    SS049  201901     18004  M    40대   194544        5\n",
       "10683779    SS049  201901     15875  F    40대   210067       10\n",
       "10683780    SS049  201901    212968  F    60대   213444        5\n",
       "10683781    SS042  201901    364284  F    20대   136080        5\n",
       "10683782    SS049  201901    361500  M    60대   270850       10\n",
       "\n",
       "[10683783 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UPJONG_Df=UPJONG_Df.drop(UPJONG_Df.columns[[0,2,4,6,8,10,12,14]],axis=1)\n",
    "UPJONG_Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UPJONG_CD</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>고객주소블록코드</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>158138</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>1582560</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>344052</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>506520</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>417018</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>987840</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>227572</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>2074968</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>207901</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>3469435</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SS035</td>\n",
       "      <td>201901</td>\n",
       "      <td>224894</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1438920</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>8418</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>253966</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>216557</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>655200</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>352794</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>1000440</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>232382</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>379512</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SS006</td>\n",
       "      <td>201901</td>\n",
       "      <td>355154</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>287784</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>24159</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>705600</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>18377</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>3234773</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>269765</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2225664</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SS033</td>\n",
       "      <td>201901</td>\n",
       "      <td>414790</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>190512</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>349243</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>6541920</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>355307</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>294840</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157069</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>4158000</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157735</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>1004976</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SS021</td>\n",
       "      <td>201901</td>\n",
       "      <td>152727</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>5426064</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>264864</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>773640</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>203333</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1806790</td>\n",
       "      <td>348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SS082</td>\n",
       "      <td>201901</td>\n",
       "      <td>408249</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2293200</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>212332</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1630440</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>333798</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>9816509</td>\n",
       "      <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>13021</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7940520</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>218101</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7794864</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SS030</td>\n",
       "      <td>201901</td>\n",
       "      <td>267620</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>3882312</td>\n",
       "      <td>796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>230412</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>1974672</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>151927</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>1360800</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>213</td>\n",
       "      <td>M</td>\n",
       "      <td>10대</td>\n",
       "      <td>56952</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>231733</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>50400</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>SS067</td>\n",
       "      <td>201901</td>\n",
       "      <td>11505</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>243760</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>SS064</td>\n",
       "      <td>201901</td>\n",
       "      <td>152828</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>1401120</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>214031</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>151200</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>SS022</td>\n",
       "      <td>201901</td>\n",
       "      <td>413401</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>104832</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>81274</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>218383</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>412882</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>96768</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>SS003</td>\n",
       "      <td>201901</td>\n",
       "      <td>148718</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>128520</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>SS044</td>\n",
       "      <td>201901</td>\n",
       "      <td>19148</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>196560</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>361949</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>SS032</td>\n",
       "      <td>201901</td>\n",
       "      <td>217468</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>957600</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>SS036</td>\n",
       "      <td>201901</td>\n",
       "      <td>229994</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>100800</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>SS007</td>\n",
       "      <td>201901</td>\n",
       "      <td>12986</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>93240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>216084</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>236880</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>SS070</td>\n",
       "      <td>201901</td>\n",
       "      <td>232729</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>796320</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>SS015</td>\n",
       "      <td>201901</td>\n",
       "      <td>153442</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>26712</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>12889</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>501807</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>273168</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18301</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>64512</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>223491</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>4788</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>SS041</td>\n",
       "      <td>201901</td>\n",
       "      <td>12707</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>176400</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>SS047</td>\n",
       "      <td>201901</td>\n",
       "      <td>209386</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>120456</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>216707</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>225288</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>418337</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>464940</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18004</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>194544</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>15875</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>210067</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>212968</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>213444</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>SS042</td>\n",
       "      <td>201901</td>\n",
       "      <td>364284</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>136080</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>361500</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>270850</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         UPJONG_CD    기준년월  고객주소블록코드 성별   연령대별  카드이용금액계  카드이용건수계\n",
       "0            SS001  201901    158138  M    60대  1582560       30\n",
       "1            SS002  201901    344052  F    30대   506520       10\n",
       "2            SS002  201901    417018  M    30대   987840       50\n",
       "3            SS008  201901    227572  F    20대  2074968      207\n",
       "4            SS016  201901    207901  F    30대  3469435      474\n",
       "5            SS035  201901    224894  F    20대  1438920       10\n",
       "6            SS016  201901      8418  M  70대이상   253966       66\n",
       "7            SS008  201901    216557  M    50대   655200       20\n",
       "8            SS004  201901    352794  M    50대  1000440       15\n",
       "9            SS004  201901    232382  M    40대   379512       20\n",
       "10           SS006  201901    355154  F    30대   287784       40\n",
       "11           SS066  201901     24159  F    50대   705600       15\n",
       "12           SS008  201901     18377  M    30대  3234773      353\n",
       "13           SS008  201901    269765  F    40대  2225664      242\n",
       "14           SS033  201901    414790  F    60대   190512        5\n",
       "15           SS001  201901    349243  M    40대  6541920      267\n",
       "16           SS008  201901    355307  F    50대   294840       25\n",
       "17           SS055  201901    157069  F    60대  4158000       25\n",
       "18           SS055  201901    157735  F    40대  1004976       55\n",
       "19           SS021  201901    152727  F    30대  5426064       40\n",
       "20           SS016  201901    264864  M    60대   773640      116\n",
       "21           SS016  201901    203333  F    20대  1806790      348\n",
       "22           SS082  201901    408249  F    40대  2293200        5\n",
       "23           SS008  201901    212332  F    20대  1630440      121\n",
       "24           SS013  201901    333798  F    40대  9816509      408\n",
       "25           SS013  201901     13021  M    50대  7940520      474\n",
       "26           SS001  201901    218101  M    50대  7794864      146\n",
       "27           SS030  201901    267620  M    20대  3882312      796\n",
       "28           SS001  201901    230412  M    20대  1974672      176\n",
       "29           SS066  201901    151927  M    30대  1360800       40\n",
       "...            ...     ...       ... ..    ...      ...      ...\n",
       "10683753     SS001  201901       213  M    10대    56952        5\n",
       "10683754     SS043  201901    231733  F    20대    50400        5\n",
       "10683755     SS067  201901     11505  M    20대   243760        5\n",
       "10683756     SS064  201901    152828  M    40대  1401120        5\n",
       "10683757     SS066  201901    214031  M    50대   151200        5\n",
       "10683758     SS022  201901    413401  F    20대   104832        5\n",
       "10683759     SS043  201901     81274  F    30대   218383        5\n",
       "10683760     SS019  201901    412882  M    40대    96768        5\n",
       "10683761     SS003  201901    148718  F    50대   128520        5\n",
       "10683762     SS044  201901     19148  F    50대   196560        5\n",
       "10683763     SS016  201901    361949  F    50대    30240        5\n",
       "10683764     SS032  201901    217468  F  70대이상   957600        5\n",
       "10683765     SS036  201901    229994  F    20대   100800        5\n",
       "10683766     SS007  201901     12986  M    40대    93240        5\n",
       "10683767     SS066  201901    216084  M    60대   236880        5\n",
       "10683768     SS070  201901    232729  F    60대   796320        5\n",
       "10683769     SS015  201901    153442  F    30대    26712        5\n",
       "10683770     SS019  201901     12889  M    20대    30240        5\n",
       "10683771     SS049  201901    501807  F    40대   273168        5\n",
       "10683772     SS049  201901     18301  M    30대    64512        5\n",
       "10683773     SS016  201901    223491  M  70대이상     4788        5\n",
       "10683774     SS041  201901     12707  F    60대   176400        5\n",
       "10683775     SS047  201901    209386  M    30대   120456        5\n",
       "10683776     SS049  201901    216707  F  70대이상   225288       10\n",
       "10683777     SS049  201901    418337  M  70대이상   464940        5\n",
       "10683778     SS049  201901     18004  M    40대   194544        5\n",
       "10683779     SS049  201901     15875  F    40대   210067       10\n",
       "10683780     SS049  201901    212968  F    60대   213444        5\n",
       "10683781     SS042  201901    364284  F    20대   136080        5\n",
       "10683782     SS049  201901    361500  M    60대   270850       10\n",
       "\n",
       "[10683783 rows x 7 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UPJONG_Df.rename(columns={'서울시민업종코드':'UPJONG_CD'},inplace=True)\n",
    "UPJONG_Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['$RECYCLE.BIN',\n",
       " '062. 서울시 행정동단위 월별 KT 유동인구',\n",
       " '063. 서울시민의 업종별 카드소비 패턴 데이터',\n",
       " '069. 서울시 상권발달 개별지수',\n",
       " 'df.csv',\n",
       " 'TBGIS_BLCK_RELM_INFO.xlsx',\n",
       " '블록_성별연령대별_201901.txt',\n",
       " '서울시민 카드소비 업종코드.csv',\n",
       " '수광']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path2='E:\\\\063. 서울시민의 업종별 카드소비 패턴 데이터\\\\2. 파일데이터'\n",
    "os.listdir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BLCK_CD,C,6</th>\n",
       "      <th>BLCK_NM,C,30</th>\n",
       "      <th>XCNTS,N,10,0</th>\n",
       "      <th>YCNTS,N,10,0</th>\n",
       "      <th>ADSTRD_CD,C,10</th>\n",
       "      <th>SIGNGU_CD,C,5</th>\n",
       "      <th>LCLAS_CD,C,10</th>\n",
       "      <th>MLSFC_CD,C,10</th>\n",
       "      <th>SCLAS_CD,C,10</th>\n",
       "      <th>RASTSP_AT,C,1</th>\n",
       "      <th>UNVTW_AT,C,1</th>\n",
       "      <th>H_LCLAS_CD,C,10</th>\n",
       "      <th>H_MLSFC_CD,C,10</th>\n",
       "      <th>H_SCLAS_CD,C,10</th>\n",
       "      <th>STDR_YM_CD,C,6</th>\n",
       "      <th>BLCK_NM</th>\n",
       "      <th>BLCK</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>154307</td>\n",
       "      <td>가락1동-E-1</td>\n",
       "      <td>321661</td>\n",
       "      <td>544349</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>154281</td>\n",
       "      <td>가락1동-E-10</td>\n",
       "      <td>321757</td>\n",
       "      <td>544350</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>20101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>154316</td>\n",
       "      <td>가락1동-E-2</td>\n",
       "      <td>321569</td>\n",
       "      <td>544233</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>106319</td>\n",
       "      <td>가락1동-E-3</td>\n",
       "      <td>321596</td>\n",
       "      <td>544244</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>154330</td>\n",
       "      <td>가락1동-E-4</td>\n",
       "      <td>321668</td>\n",
       "      <td>544316</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>154322</td>\n",
       "      <td>가락1동-E-5</td>\n",
       "      <td>321804</td>\n",
       "      <td>543914</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>20101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>115197</td>\n",
       "      <td>가락1동-E-6</td>\n",
       "      <td>321480</td>\n",
       "      <td>544193</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>154019</td>\n",
       "      <td>가락1동-E-7</td>\n",
       "      <td>321541</td>\n",
       "      <td>544222</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>154339</td>\n",
       "      <td>가락1동-E-8</td>\n",
       "      <td>321645</td>\n",
       "      <td>544242</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>154022</td>\n",
       "      <td>가락1동-E-9</td>\n",
       "      <td>321513</td>\n",
       "      <td>544210</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>20401.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>154289</td>\n",
       "      <td>가락1동-N-1</td>\n",
       "      <td>321642</td>\n",
       "      <td>544390</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>153841</td>\n",
       "      <td>가락1동-N-10</td>\n",
       "      <td>321450</td>\n",
       "      <td>544661</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>154264</td>\n",
       "      <td>가락1동-N-11</td>\n",
       "      <td>321333</td>\n",
       "      <td>544479</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>154256</td>\n",
       "      <td>가락1동-N-12</td>\n",
       "      <td>321427</td>\n",
       "      <td>544546</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>154265</td>\n",
       "      <td>가락1동-N-13</td>\n",
       "      <td>321448</td>\n",
       "      <td>544494</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>153848</td>\n",
       "      <td>가락1동-N-14</td>\n",
       "      <td>321198</td>\n",
       "      <td>544566</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>154255</td>\n",
       "      <td>가락1동-N-15</td>\n",
       "      <td>321583</td>\n",
       "      <td>544545</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>154259</td>\n",
       "      <td>가락1동-N-16</td>\n",
       "      <td>321374</td>\n",
       "      <td>544495</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>154031</td>\n",
       "      <td>가락1동-N-17</td>\n",
       "      <td>321246</td>\n",
       "      <td>544209</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>154042</td>\n",
       "      <td>가락1동-N-18</td>\n",
       "      <td>321255</td>\n",
       "      <td>544143</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>20101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>154272</td>\n",
       "      <td>가락1동-N-19</td>\n",
       "      <td>321623</td>\n",
       "      <td>544449</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>154296</td>\n",
       "      <td>가락1동-N-2</td>\n",
       "      <td>321101</td>\n",
       "      <td>544398</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>154299</td>\n",
       "      <td>가락1동-N-20</td>\n",
       "      <td>321346</td>\n",
       "      <td>544390</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>154325</td>\n",
       "      <td>가락1동-N-21</td>\n",
       "      <td>321123</td>\n",
       "      <td>544340</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>153987</td>\n",
       "      <td>가락1동-N-22</td>\n",
       "      <td>321133</td>\n",
       "      <td>544313</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>154271</td>\n",
       "      <td>가락1동-N-23</td>\n",
       "      <td>321233</td>\n",
       "      <td>544479</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>154284</td>\n",
       "      <td>가락1동-N-24</td>\n",
       "      <td>321549</td>\n",
       "      <td>544419</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>20101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154306</td>\n",
       "      <td>가락1동-N-25</td>\n",
       "      <td>321028</td>\n",
       "      <td>544372</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>154310</td>\n",
       "      <td>가락1동-N-26</td>\n",
       "      <td>321364</td>\n",
       "      <td>544349</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>154288</td>\n",
       "      <td>가락1동-N-27</td>\n",
       "      <td>321336</td>\n",
       "      <td>544417</td>\n",
       "      <td>11710631</td>\n",
       "      <td>11710</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>가락1동</td>\n",
       "      <td>가락동</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",
       "      <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>68186</th>\n",
       "      <td>22862</td>\n",
       "      <td>흑석동-W-47</td>\n",
       "      <td>308050</td>\n",
       "      <td>545740</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68187</th>\n",
       "      <td>23072</td>\n",
       "      <td>흑석동-W-48</td>\n",
       "      <td>308431</td>\n",
       "      <td>545564</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68188</th>\n",
       "      <td>23074</td>\n",
       "      <td>흑석동-W-49</td>\n",
       "      <td>308294</td>\n",
       "      <td>545418</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>5.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>50401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68189</th>\n",
       "      <td>23113</td>\n",
       "      <td>흑석동-W-5</td>\n",
       "      <td>308546</td>\n",
       "      <td>545423</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68190</th>\n",
       "      <td>23077</td>\n",
       "      <td>흑석동-W-50</td>\n",
       "      <td>307960</td>\n",
       "      <td>545508</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68191</th>\n",
       "      <td>22891</td>\n",
       "      <td>흑석동-W-51</td>\n",
       "      <td>308054</td>\n",
       "      <td>545861</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68192</th>\n",
       "      <td>331198</td>\n",
       "      <td>흑석동-W-52</td>\n",
       "      <td>307981</td>\n",
       "      <td>545629</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68193</th>\n",
       "      <td>418208</td>\n",
       "      <td>흑석동-W-53</td>\n",
       "      <td>308416</td>\n",
       "      <td>545410</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68194</th>\n",
       "      <td>23066</td>\n",
       "      <td>흑석동-W-54</td>\n",
       "      <td>307856</td>\n",
       "      <td>545562</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68195</th>\n",
       "      <td>23063</td>\n",
       "      <td>흑석동-W-55</td>\n",
       "      <td>308307</td>\n",
       "      <td>545594</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68196</th>\n",
       "      <td>331424</td>\n",
       "      <td>흑석동-W-56</td>\n",
       "      <td>308138</td>\n",
       "      <td>545619</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68197</th>\n",
       "      <td>418196</td>\n",
       "      <td>흑석동-W-57</td>\n",
       "      <td>308355</td>\n",
       "      <td>545332</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>20302.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68198</th>\n",
       "      <td>22996</td>\n",
       "      <td>흑석동-W-58</td>\n",
       "      <td>308186</td>\n",
       "      <td>545481</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68199</th>\n",
       "      <td>283444</td>\n",
       "      <td>흑석동-W-59</td>\n",
       "      <td>308190</td>\n",
       "      <td>545539</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68200</th>\n",
       "      <td>418263</td>\n",
       "      <td>흑석동-W-6</td>\n",
       "      <td>308438</td>\n",
       "      <td>545448</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68201</th>\n",
       "      <td>418254</td>\n",
       "      <td>흑석동-W-60</td>\n",
       "      <td>308138</td>\n",
       "      <td>545200</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68202</th>\n",
       "      <td>23126</td>\n",
       "      <td>흑석동-W-61</td>\n",
       "      <td>307914</td>\n",
       "      <td>545367</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68203</th>\n",
       "      <td>112</td>\n",
       "      <td>흑석동-W-62</td>\n",
       "      <td>308493</td>\n",
       "      <td>545453</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>20302.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68204</th>\n",
       "      <td>283439</td>\n",
       "      <td>흑석동-W-63</td>\n",
       "      <td>308263</td>\n",
       "      <td>545568</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68205</th>\n",
       "      <td>23079</td>\n",
       "      <td>흑석동-W-64</td>\n",
       "      <td>308117</td>\n",
       "      <td>545528</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>20301.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68206</th>\n",
       "      <td>331120</td>\n",
       "      <td>흑석동-W-65</td>\n",
       "      <td>308335</td>\n",
       "      <td>545639</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68207</th>\n",
       "      <td>23108</td>\n",
       "      <td>흑석동-W-66</td>\n",
       "      <td>308441</td>\n",
       "      <td>545381</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68208</th>\n",
       "      <td>23064</td>\n",
       "      <td>흑석동-W-67</td>\n",
       "      <td>308158</td>\n",
       "      <td>545555</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68209</th>\n",
       "      <td>23086</td>\n",
       "      <td>흑석동-W-68</td>\n",
       "      <td>308439</td>\n",
       "      <td>545514</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68210</th>\n",
       "      <td>418190</td>\n",
       "      <td>흑석동-W-69</td>\n",
       "      <td>308387</td>\n",
       "      <td>545409</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>20302.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68211</th>\n",
       "      <td>23119</td>\n",
       "      <td>흑석동-W-7</td>\n",
       "      <td>307959</td>\n",
       "      <td>545394</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>40401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68212</th>\n",
       "      <td>331359</td>\n",
       "      <td>흑석동-W-70</td>\n",
       "      <td>308046</td>\n",
       "      <td>545599</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>20301.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68213</th>\n",
       "      <td>418223</td>\n",
       "      <td>흑석동-W-71</td>\n",
       "      <td>307949</td>\n",
       "      <td>545197</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>5.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>50401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68214</th>\n",
       "      <td>23060</td>\n",
       "      <td>흑석동-W-8</td>\n",
       "      <td>307790</td>\n",
       "      <td>545559</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>2.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>40101.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68215</th>\n",
       "      <td>23116</td>\n",
       "      <td>흑석동-W-9</td>\n",
       "      <td>308498</td>\n",
       "      <td>545386</td>\n",
       "      <td>11590605</td>\n",
       "      <td>11590</td>\n",
       "      <td>4.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>40201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>40301.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>흑석동</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68216 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       BLCK_CD,C,6 BLCK_NM,C,30  XCNTS,N,10,0  YCNTS,N,10,0  ADSTRD_CD,C,10  \\\n",
       "0           154307     가락1동-E-1        321661        544349        11710631   \n",
       "1           154281    가락1동-E-10        321757        544350        11710631   \n",
       "2           154316     가락1동-E-2        321569        544233        11710631   \n",
       "3           106319     가락1동-E-3        321596        544244        11710631   \n",
       "4           154330     가락1동-E-4        321668        544316        11710631   \n",
       "5           154322     가락1동-E-5        321804        543914        11710631   \n",
       "6           115197     가락1동-E-6        321480        544193        11710631   \n",
       "7           154019     가락1동-E-7        321541        544222        11710631   \n",
       "8           154339     가락1동-E-8        321645        544242        11710631   \n",
       "9           154022     가락1동-E-9        321513        544210        11710631   \n",
       "10          154289     가락1동-N-1        321642        544390        11710631   \n",
       "11          153841    가락1동-N-10        321450        544661        11710631   \n",
       "12          154264    가락1동-N-11        321333        544479        11710631   \n",
       "13          154256    가락1동-N-12        321427        544546        11710631   \n",
       "14          154265    가락1동-N-13        321448        544494        11710631   \n",
       "15          153848    가락1동-N-14        321198        544566        11710631   \n",
       "16          154255    가락1동-N-15        321583        544545        11710631   \n",
       "17          154259    가락1동-N-16        321374        544495        11710631   \n",
       "18          154031    가락1동-N-17        321246        544209        11710631   \n",
       "19          154042    가락1동-N-18        321255        544143        11710631   \n",
       "20          154272    가락1동-N-19        321623        544449        11710631   \n",
       "21          154296     가락1동-N-2        321101        544398        11710631   \n",
       "22          154299    가락1동-N-20        321346        544390        11710631   \n",
       "23          154325    가락1동-N-21        321123        544340        11710631   \n",
       "24          153987    가락1동-N-22        321133        544313        11710631   \n",
       "25          154271    가락1동-N-23        321233        544479        11710631   \n",
       "26          154284    가락1동-N-24        321549        544419        11710631   \n",
       "27          154306    가락1동-N-25        321028        544372        11710631   \n",
       "28          154310    가락1동-N-26        321364        544349        11710631   \n",
       "29          154288    가락1동-N-27        321336        544417        11710631   \n",
       "...            ...          ...           ...           ...             ...   \n",
       "68186        22862     흑석동-W-47        308050        545740        11590605   \n",
       "68187        23072     흑석동-W-48        308431        545564        11590605   \n",
       "68188        23074     흑석동-W-49        308294        545418        11590605   \n",
       "68189        23113      흑석동-W-5        308546        545423        11590605   \n",
       "68190        23077     흑석동-W-50        307960        545508        11590605   \n",
       "68191        22891     흑석동-W-51        308054        545861        11590605   \n",
       "68192       331198     흑석동-W-52        307981        545629        11590605   \n",
       "68193       418208     흑석동-W-53        308416        545410        11590605   \n",
       "68194        23066     흑석동-W-54        307856        545562        11590605   \n",
       "68195        23063     흑석동-W-55        308307        545594        11590605   \n",
       "68196       331424     흑석동-W-56        308138        545619        11590605   \n",
       "68197       418196     흑석동-W-57        308355        545332        11590605   \n",
       "68198        22996     흑석동-W-58        308186        545481        11590605   \n",
       "68199       283444     흑석동-W-59        308190        545539        11590605   \n",
       "68200       418263      흑석동-W-6        308438        545448        11590605   \n",
       "68201       418254     흑석동-W-60        308138        545200        11590605   \n",
       "68202        23126     흑석동-W-61        307914        545367        11590605   \n",
       "68203          112     흑석동-W-62        308493        545453        11590605   \n",
       "68204       283439     흑석동-W-63        308263        545568        11590605   \n",
       "68205        23079     흑석동-W-64        308117        545528        11590605   \n",
       "68206       331120     흑석동-W-65        308335        545639        11590605   \n",
       "68207        23108     흑석동-W-66        308441        545381        11590605   \n",
       "68208        23064     흑석동-W-67        308158        545555        11590605   \n",
       "68209        23086     흑석동-W-68        308439        545514        11590605   \n",
       "68210       418190     흑석동-W-69        308387        545409        11590605   \n",
       "68211        23119      흑석동-W-7        307959        545394        11590605   \n",
       "68212       331359     흑석동-W-70        308046        545599        11590605   \n",
       "68213       418223     흑석동-W-71        307949        545197        11590605   \n",
       "68214        23060      흑석동-W-8        307790        545559        11590605   \n",
       "68215        23116      흑석동-W-9        308498        545386        11590605   \n",
       "\n",
       "       SIGNGU_CD,C,5  LCLAS_CD,C,10  MLSFC_CD,C,10  SCLAS_CD,C,10  \\\n",
       "0              11710            4.0          401.0        40101.0   \n",
       "1              11710            4.0          401.0        40101.0   \n",
       "2              11710            4.0          401.0        40101.0   \n",
       "3              11710            4.0          401.0        40101.0   \n",
       "4              11710            4.0          401.0        40101.0   \n",
       "5              11710            2.0          202.0        20201.0   \n",
       "6              11710            4.0          401.0        40101.0   \n",
       "7              11710            4.0          401.0        40101.0   \n",
       "8              11710            4.0          401.0        40101.0   \n",
       "9              11710            4.0          401.0        40101.0   \n",
       "10             11710            4.0          401.0        40101.0   \n",
       "11             11710            4.0          401.0        40101.0   \n",
       "12             11710            4.0          401.0        40101.0   \n",
       "13             11710            4.0          401.0        40101.0   \n",
       "14             11710            4.0          401.0        40101.0   \n",
       "15             11710            4.0          401.0        40101.0   \n",
       "16             11710            4.0          401.0        40101.0   \n",
       "17             11710            4.0          401.0        40101.0   \n",
       "18             11710            4.0          401.0        40101.0   \n",
       "19             11710            4.0          401.0        40101.0   \n",
       "20             11710            4.0          401.0        40101.0   \n",
       "21             11710            4.0          401.0        40101.0   \n",
       "22             11710            4.0          401.0        40101.0   \n",
       "23             11710            4.0          401.0        40101.0   \n",
       "24             11710            4.0          401.0        40101.0   \n",
       "25             11710            4.0          401.0        40101.0   \n",
       "26             11710            4.0          401.0        40101.0   \n",
       "27             11710            4.0          401.0        40101.0   \n",
       "28             11710            4.0          401.0        40101.0   \n",
       "29             11710            4.0          401.0        40101.0   \n",
       "...              ...            ...            ...            ...   \n",
       "68186          11590            4.0          404.0        40401.0   \n",
       "68187          11590            2.0          202.0        20201.0   \n",
       "68188          11590            5.0          504.0        50401.0   \n",
       "68189          11590            4.0          404.0        40401.0   \n",
       "68190          11590            4.0          402.0        40201.0   \n",
       "68191          11590            2.0          202.0        20201.0   \n",
       "68192          11590            4.0          402.0        40201.0   \n",
       "68193          11590            2.0          202.0        20201.0   \n",
       "68194          11590            4.0          403.0        40301.0   \n",
       "68195          11590            2.0          202.0        20201.0   \n",
       "68196          11590            4.0          403.0        40301.0   \n",
       "68197          11590            2.0          203.0        20302.0   \n",
       "68198          11590            2.0          202.0        20201.0   \n",
       "68199          11590            2.0          202.0        20201.0   \n",
       "68200          11590            4.0          401.0        40101.0   \n",
       "68201          11590            4.0          404.0        40401.0   \n",
       "68202          11590            4.0          404.0        40401.0   \n",
       "68203          11590            2.0          203.0        20302.0   \n",
       "68204          11590            2.0          202.0        20201.0   \n",
       "68205          11590            2.0          203.0        20301.0   \n",
       "68206          11590            2.0          202.0        20201.0   \n",
       "68207          11590            2.0          202.0        20201.0   \n",
       "68208          11590            4.0          404.0        40401.0   \n",
       "68209          11590            4.0          401.0        40101.0   \n",
       "68210          11590            2.0          203.0        20302.0   \n",
       "68211          11590            4.0          404.0        40401.0   \n",
       "68212          11590            2.0          203.0        20301.0   \n",
       "68213          11590            5.0          504.0        50401.0   \n",
       "68214          11590            2.0          202.0        20201.0   \n",
       "68215          11590            4.0          402.0        40201.0   \n",
       "\n",
       "       RASTSP_AT,C,1  UNVTW_AT,C,1  H_LCLAS_CD,C,10  H_MLSFC_CD,C,10  \\\n",
       "0                0.0           0.0              4.0            402.0   \n",
       "1                0.0           0.0              2.0            201.0   \n",
       "2                0.0           0.0              2.0            204.0   \n",
       "3                0.0           0.0              2.0            204.0   \n",
       "4                0.0           0.0              4.0            402.0   \n",
       "5                0.0           0.0              2.0            201.0   \n",
       "6                0.0           0.0              2.0            204.0   \n",
       "7                0.0           0.0              2.0            204.0   \n",
       "8                0.0           0.0              2.0            204.0   \n",
       "9                0.0           0.0              2.0            204.0   \n",
       "10               0.0           0.0              4.0            402.0   \n",
       "11               0.0           0.0              4.0            402.0   \n",
       "12               0.0           0.0              4.0            402.0   \n",
       "13               0.0           0.0              4.0            402.0   \n",
       "14               0.0           0.0              4.0            402.0   \n",
       "15               0.0           0.0              4.0            403.0   \n",
       "16               0.0           0.0              4.0            402.0   \n",
       "17               0.0           0.0              4.0            402.0   \n",
       "18               0.0           0.0              4.0            402.0   \n",
       "19               0.0           0.0              2.0            201.0   \n",
       "20               0.0           0.0              4.0            402.0   \n",
       "21               0.0           0.0              4.0            403.0   \n",
       "22               0.0           0.0              4.0            402.0   \n",
       "23               0.0           0.0              4.0            403.0   \n",
       "24               0.0           0.0              4.0            403.0   \n",
       "25               0.0           0.0              4.0            403.0   \n",
       "26               0.0           0.0              2.0            201.0   \n",
       "27               0.0           0.0              4.0            401.0   \n",
       "28               0.0           0.0              4.0            402.0   \n",
       "29               0.0           0.0              4.0            402.0   \n",
       "...              ...           ...              ...              ...   \n",
       "68186            0.0           1.0              4.0            402.0   \n",
       "68187            0.0           1.0              4.0            402.0   \n",
       "68188            0.0           1.0              4.0            403.0   \n",
       "68189            0.0           1.0              4.0            403.0   \n",
       "68190            0.0           1.0              4.0            403.0   \n",
       "68191            0.0           1.0              4.0            403.0   \n",
       "68192            0.0           1.0              4.0            403.0   \n",
       "68193            0.0           1.0              4.0            402.0   \n",
       "68194            0.0           1.0              4.0            403.0   \n",
       "68195            0.0           1.0              4.0            402.0   \n",
       "68196            0.0           1.0              4.0            402.0   \n",
       "68197            0.0           1.0              4.0            403.0   \n",
       "68198            0.0           1.0              4.0            402.0   \n",
       "68199            0.0           1.0              4.0            402.0   \n",
       "68200            0.0           1.0              4.0            402.0   \n",
       "68201            0.0           1.0              4.0            403.0   \n",
       "68202            0.0           1.0              4.0            403.0   \n",
       "68203            0.0           1.0              4.0            402.0   \n",
       "68204            0.0           1.0              4.0            402.0   \n",
       "68205            0.0           1.0              4.0            402.0   \n",
       "68206            0.0           1.0              4.0            402.0   \n",
       "68207            0.0           1.0              4.0            403.0   \n",
       "68208            0.0           1.0              4.0            402.0   \n",
       "68209            0.0           1.0              4.0            402.0   \n",
       "68210            0.0           1.0              4.0            402.0   \n",
       "68211            0.0           1.0              4.0            403.0   \n",
       "68212            0.0           1.0              4.0            403.0   \n",
       "68213            0.0           1.0              4.0            401.0   \n",
       "68214            0.0           1.0              4.0            401.0   \n",
       "68215            0.0           1.0              4.0            403.0   \n",
       "\n",
       "       H_SCLAS_CD,C,10  STDR_YM_CD,C,6 BLCK_NM BLCK  \n",
       "0              40201.0            2016    가락1동  가락동  \n",
       "1              20101.0            2016    가락1동  가락동  \n",
       "2              20401.0            2016    가락1동  가락동  \n",
       "3              20401.0            2016    가락1동  가락동  \n",
       "4              40201.0            2016    가락1동  가락동  \n",
       "5              20101.0            2016    가락1동  가락동  \n",
       "6              20401.0            2016    가락1동  가락동  \n",
       "7              20401.0            2016    가락1동  가락동  \n",
       "8              20401.0            2016    가락1동  가락동  \n",
       "9              20401.0            2016    가락1동  가락동  \n",
       "10             40201.0            2016    가락1동  가락동  \n",
       "11             40201.0            2016    가락1동  가락동  \n",
       "12             40201.0            2016    가락1동  가락동  \n",
       "13             40201.0            2016    가락1동  가락동  \n",
       "14             40201.0            2016    가락1동  가락동  \n",
       "15             40301.0            2016    가락1동  가락동  \n",
       "16             40201.0            2016    가락1동  가락동  \n",
       "17             40201.0            2016    가락1동  가락동  \n",
       "18             40201.0            2016    가락1동  가락동  \n",
       "19             20101.0            2016    가락1동  가락동  \n",
       "20             40201.0            2016    가락1동  가락동  \n",
       "21             40301.0            2016    가락1동  가락동  \n",
       "22             40201.0            2016    가락1동  가락동  \n",
       "23             40301.0            2016    가락1동  가락동  \n",
       "24             40301.0            2016    가락1동  가락동  \n",
       "25             40301.0            2016    가락1동  가락동  \n",
       "26             20101.0            2016    가락1동  가락동  \n",
       "27             40101.0            2016    가락1동  가락동  \n",
       "28             40201.0            2016    가락1동  가락동  \n",
       "29             40201.0            2016    가락1동  가락동  \n",
       "...                ...             ...     ...  ...  \n",
       "68186          40201.0            2016     흑석동  흑석동  \n",
       "68187          40201.0            2016     흑석동  흑석동  \n",
       "68188          40301.0            2016     흑석동  흑석동  \n",
       "68189          40301.0            2016     흑석동  흑석동  \n",
       "68190          40301.0            2016     흑석동  흑석동  \n",
       "68191          40301.0            2016     흑석동  흑석동  \n",
       "68192          40301.0            2016     흑석동  흑석동  \n",
       "68193          40201.0            2016     흑석동  흑석동  \n",
       "68194          40301.0            2016     흑석동  흑석동  \n",
       "68195          40201.0            2016     흑석동  흑석동  \n",
       "68196          40201.0            2016     흑석동  흑석동  \n",
       "68197          40301.0            2016     흑석동  흑석동  \n",
       "68198          40201.0            2016     흑석동  흑석동  \n",
       "68199          40201.0            2016     흑석동  흑석동  \n",
       "68200          40201.0            2016     흑석동  흑석동  \n",
       "68201          40301.0            2016     흑석동  흑석동  \n",
       "68202          40301.0            2016     흑석동  흑석동  \n",
       "68203          40201.0            2016     흑석동  흑석동  \n",
       "68204          40201.0            2016     흑석동  흑석동  \n",
       "68205          40201.0            2016     흑석동  흑석동  \n",
       "68206          40201.0            2016     흑석동  흑석동  \n",
       "68207          40301.0            2016     흑석동  흑석동  \n",
       "68208          40201.0            2016     흑석동  흑석동  \n",
       "68209          40201.0            2016     흑석동  흑석동  \n",
       "68210          40201.0            2016     흑석동  흑석동  \n",
       "68211          40301.0            2016     흑석동  흑석동  \n",
       "68212          40301.0            2016     흑석동  흑석동  \n",
       "68213          40101.0            2016     흑석동  흑석동  \n",
       "68214          40101.0            2016     흑석동  흑석동  \n",
       "68215          40301.0            2016     흑석동  흑석동  \n",
       "\n",
       "[68216 rows x 17 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blockDf=pd.read_excel(os.path.join(path2, '블록코드정리표.xlsx'))\n",
    "blockDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BLCK_CD</th>\n",
       "      <th>BLCK</th>\n",
       "      <th>UNVTW_AT</th>\n",
       "      <th>RASTSP_AT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>154307</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>154281</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>154316</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>106319</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>154330</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>154322</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>115197</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>154019</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>154339</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>154022</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>154289</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>153841</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>154264</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>154256</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>154265</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>153848</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>154255</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>154259</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>154031</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>154042</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>154272</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>154296</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>154299</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>154325</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>153987</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>154271</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>154284</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154306</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>154310</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>154288</td>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68186</th>\n",
       "      <td>22862</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68187</th>\n",
       "      <td>23072</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68188</th>\n",
       "      <td>23074</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68189</th>\n",
       "      <td>23113</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68190</th>\n",
       "      <td>23077</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68191</th>\n",
       "      <td>22891</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68192</th>\n",
       "      <td>331198</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68193</th>\n",
       "      <td>418208</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68194</th>\n",
       "      <td>23066</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68195</th>\n",
       "      <td>23063</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68196</th>\n",
       "      <td>331424</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68197</th>\n",
       "      <td>418196</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68198</th>\n",
       "      <td>22996</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68199</th>\n",
       "      <td>283444</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68200</th>\n",
       "      <td>418263</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68201</th>\n",
       "      <td>418254</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68202</th>\n",
       "      <td>23126</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68203</th>\n",
       "      <td>112</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68204</th>\n",
       "      <td>283439</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68205</th>\n",
       "      <td>23079</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68206</th>\n",
       "      <td>331120</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68207</th>\n",
       "      <td>23108</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68208</th>\n",
       "      <td>23064</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68209</th>\n",
       "      <td>23086</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68210</th>\n",
       "      <td>418190</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68211</th>\n",
       "      <td>23119</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68212</th>\n",
       "      <td>331359</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68213</th>\n",
       "      <td>418223</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68214</th>\n",
       "      <td>23060</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68215</th>\n",
       "      <td>23116</td>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68216 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       BLCK_CD BLCK  UNVTW_AT  RASTSP_AT\n",
       "0       154307  가락동       0.0        0.0\n",
       "1       154281  가락동       0.0        0.0\n",
       "2       154316  가락동       0.0        0.0\n",
       "3       106319  가락동       0.0        0.0\n",
       "4       154330  가락동       0.0        0.0\n",
       "5       154322  가락동       0.0        0.0\n",
       "6       115197  가락동       0.0        0.0\n",
       "7       154019  가락동       0.0        0.0\n",
       "8       154339  가락동       0.0        0.0\n",
       "9       154022  가락동       0.0        0.0\n",
       "10      154289  가락동       0.0        0.0\n",
       "11      153841  가락동       0.0        0.0\n",
       "12      154264  가락동       0.0        0.0\n",
       "13      154256  가락동       0.0        0.0\n",
       "14      154265  가락동       0.0        0.0\n",
       "15      153848  가락동       0.0        0.0\n",
       "16      154255  가락동       0.0        0.0\n",
       "17      154259  가락동       0.0        0.0\n",
       "18      154031  가락동       0.0        0.0\n",
       "19      154042  가락동       0.0        0.0\n",
       "20      154272  가락동       0.0        0.0\n",
       "21      154296  가락동       0.0        0.0\n",
       "22      154299  가락동       0.0        0.0\n",
       "23      154325  가락동       0.0        0.0\n",
       "24      153987  가락동       0.0        0.0\n",
       "25      154271  가락동       0.0        0.0\n",
       "26      154284  가락동       0.0        0.0\n",
       "27      154306  가락동       0.0        0.0\n",
       "28      154310  가락동       0.0        0.0\n",
       "29      154288  가락동       0.0        0.0\n",
       "...        ...  ...       ...        ...\n",
       "68186    22862  흑석동       1.0        0.0\n",
       "68187    23072  흑석동       1.0        0.0\n",
       "68188    23074  흑석동       1.0        0.0\n",
       "68189    23113  흑석동       1.0        0.0\n",
       "68190    23077  흑석동       1.0        0.0\n",
       "68191    22891  흑석동       1.0        0.0\n",
       "68192   331198  흑석동       1.0        0.0\n",
       "68193   418208  흑석동       1.0        0.0\n",
       "68194    23066  흑석동       1.0        0.0\n",
       "68195    23063  흑석동       1.0        0.0\n",
       "68196   331424  흑석동       1.0        0.0\n",
       "68197   418196  흑석동       1.0        0.0\n",
       "68198    22996  흑석동       1.0        0.0\n",
       "68199   283444  흑석동       1.0        0.0\n",
       "68200   418263  흑석동       1.0        0.0\n",
       "68201   418254  흑석동       1.0        0.0\n",
       "68202    23126  흑석동       1.0        0.0\n",
       "68203      112  흑석동       1.0        0.0\n",
       "68204   283439  흑석동       1.0        0.0\n",
       "68205    23079  흑석동       1.0        0.0\n",
       "68206   331120  흑석동       1.0        0.0\n",
       "68207    23108  흑석동       1.0        0.0\n",
       "68208    23064  흑석동       1.0        0.0\n",
       "68209    23086  흑석동       1.0        0.0\n",
       "68210   418190  흑석동       1.0        0.0\n",
       "68211    23119  흑석동       1.0        0.0\n",
       "68212   331359  흑석동       1.0        0.0\n",
       "68213   418223  흑석동       1.0        0.0\n",
       "68214    23060  흑석동       1.0        0.0\n",
       "68215    23116  흑석동       1.0        0.0\n",
       "\n",
       "[68216 rows x 4 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blockDf2=pd.DataFrame({\n",
    "    'BLCK_CD':blockDf['BLCK_CD,C,6'],\n",
    "    'BLCK':blockDf['BLCK'],\n",
    "    'UNVTW_AT':blockDf['UNVTW_AT,C,1'],\n",
    "    'RASTSP_AT':blockDf['RASTSP_AT,C,1']\n",
    "})\n",
    "blockDf2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": 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>UPJONG_CD</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>CLASS2</th>\n",
       "      <th>CLASS3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS003</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>양식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS004</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS005</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>제과점</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  UPJONG_CD CLASS1       CLASS2 CLASS3\n",
       "0     SS001  요식/유흥           한식     한식\n",
       "1     SS002  요식/유흥     일식/중식/양식     일식\n",
       "2     SS003  요식/유흥     일식/중식/양식     양식\n",
       "3     SS004  요식/유흥     일식/중식/양식     중식\n",
       "4     SS005  요식/유흥  제과/커피/패스트푸드    제과점"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sectorCodeDf=pd.read_csv(os.path.join(path, '서울시민 카드소비 업종코드.csv'), encoding='utf-8')\n",
    "sectorCodeDf['UPJONG_CD'] = sectorCodeDf['UPJONG_CD'].str.upper()\n",
    "sectorCodeDf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10683783 entries, 0 to 10683782\n",
      "Data columns (total 10 columns):\n",
      "UPJONG_CD    object\n",
      "기준년월         int64\n",
      "고객주소블록코드     int64\n",
      "성별           object\n",
      "연령대별         object\n",
      "카드이용금액계      int64\n",
      "카드이용건수계      int64\n",
      "CLASS1       object\n",
      "CLASS2       object\n",
      "CLASS3       object\n",
      "dtypes: int64(4), object(6)\n",
      "memory usage: 896.6+ MB\n"
     ]
    }
   ],
   "source": [
    "UPJONG_Df=pd.merge(UPJONG_Df, sectorCodeDf, how='left', on='UPJONG_CD')\n",
    "UPJONG_Df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UPJONG_CD</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>고객주소블록코드</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>CLASS2</th>\n",
       "      <th>CLASS3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>158138</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>1582560</td>\n",
       "      <td>30</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>344052</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>506520</td>\n",
       "      <td>10</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>417018</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>987840</td>\n",
       "      <td>50</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>227572</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>2074968</td>\n",
       "      <td>207</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>207901</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>3469435</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SS035</td>\n",
       "      <td>201901</td>\n",
       "      <td>224894</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1438920</td>\n",
       "      <td>10</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>호텔/콘도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>8418</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>253966</td>\n",
       "      <td>66</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>216557</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>655200</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>352794</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>1000440</td>\n",
       "      <td>15</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>232382</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>379512</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SS006</td>\n",
       "      <td>201901</td>\n",
       "      <td>355154</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>287784</td>\n",
       "      <td>40</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>커피전문점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>24159</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>705600</td>\n",
       "      <td>15</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>18377</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>3234773</td>\n",
       "      <td>353</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>269765</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2225664</td>\n",
       "      <td>242</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SS033</td>\n",
       "      <td>201901</td>\n",
       "      <td>414790</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>190512</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>문화용품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>349243</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>6541920</td>\n",
       "      <td>267</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>355307</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>294840</td>\n",
       "      <td>25</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157069</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>4158000</td>\n",
       "      <td>25</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157735</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>1004976</td>\n",
       "      <td>55</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SS021</td>\n",
       "      <td>201901</td>\n",
       "      <td>152727</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>5426064</td>\n",
       "      <td>40</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>의복/의류</td>\n",
       "      <td>의복/의류</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>264864</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>773640</td>\n",
       "      <td>116</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>203333</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1806790</td>\n",
       "      <td>348</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SS082</td>\n",
       "      <td>201901</td>\n",
       "      <td>408249</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2293200</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>헬스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>212332</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1630440</td>\n",
       "      <td>121</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>333798</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>9816509</td>\n",
       "      <td>408</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>13021</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7940520</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>218101</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7794864</td>\n",
       "      <td>146</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SS030</td>\n",
       "      <td>201901</td>\n",
       "      <td>267620</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>3882312</td>\n",
       "      <td>796</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>취미/오락</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>230412</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>1974672</td>\n",
       "      <td>176</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>151927</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>1360800</td>\n",
       "      <td>40</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>213</td>\n",
       "      <td>M</td>\n",
       "      <td>10대</td>\n",
       "      <td>56952</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>231733</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>50400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>SS067</td>\n",
       "      <td>201901</td>\n",
       "      <td>11505</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>243760</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>LPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>SS064</td>\n",
       "      <td>201901</td>\n",
       "      <td>152828</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>1401120</td>\n",
       "      <td>5</td>\n",
       "      <td>자동차</td>\n",
       "      <td>자동차서비스/용품</td>\n",
       "      <td>자동차서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>214031</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>151200</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>SS022</td>\n",
       "      <td>201901</td>\n",
       "      <td>413401</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>104832</td>\n",
       "      <td>5</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>81274</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>218383</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>412882</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>96768</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>SS003</td>\n",
       "      <td>201901</td>\n",
       "      <td>148718</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>128520</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>양식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>SS044</td>\n",
       "      <td>201901</td>\n",
       "      <td>19148</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>196560</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>서비스</td>\n",
       "      <td>생활서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>361949</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>SS032</td>\n",
       "      <td>201901</td>\n",
       "      <td>217468</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>957600</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>스포츠/레저용품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>SS036</td>\n",
       "      <td>201901</td>\n",
       "      <td>229994</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>100800</td>\n",
       "      <td>5</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>모텔/여관/기타숙박</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>SS007</td>\n",
       "      <td>201901</td>\n",
       "      <td>12986</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>93240</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>패스트푸드</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>216084</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>236880</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>SS070</td>\n",
       "      <td>201901</td>\n",
       "      <td>232729</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>796320</td>\n",
       "      <td>5</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>홈쇼핑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>SS015</td>\n",
       "      <td>201901</td>\n",
       "      <td>153442</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>26712</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>생활잡화</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>12889</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>501807</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>273168</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18301</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>64512</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>223491</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>4788</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>SS041</td>\n",
       "      <td>201901</td>\n",
       "      <td>12707</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>176400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용실</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>SS047</td>\n",
       "      <td>201901</td>\n",
       "      <td>209386</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>120456</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>인테리어</td>\n",
       "      <td>인테리어</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>216707</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>225288</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>418337</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>464940</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18004</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>194544</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>15875</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>210067</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>212968</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>213444</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>SS042</td>\n",
       "      <td>201901</td>\n",
       "      <td>364284</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>136080</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>361500</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>270850</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         UPJONG_CD    기준년월  고객주소블록코드 성별   연령대별  카드이용금액계  카드이용건수계     CLASS1  \\\n",
       "0            SS001  201901    158138  M    60대  1582560       30      요식/유흥   \n",
       "1            SS002  201901    344052  F    30대   506520       10      요식/유흥   \n",
       "2            SS002  201901    417018  M    30대   987840       50      요식/유흥   \n",
       "3            SS008  201901    227572  F    20대  2074968      207      요식/유흥   \n",
       "4            SS016  201901    207901  F    30대  3469435      474         유통   \n",
       "5            SS035  201901    224894  F    20대  1438920       10      여행/교통   \n",
       "6            SS016  201901      8418  M  70대이상   253966       66         유통   \n",
       "7            SS008  201901    216557  M    50대   655200       20      요식/유흥   \n",
       "8            SS004  201901    352794  M    50대  1000440       15      요식/유흥   \n",
       "9            SS004  201901    232382  M    40대   379512       20      요식/유흥   \n",
       "10           SS006  201901    355154  F    30대   287784       40      요식/유흥   \n",
       "11           SS066  201901     24159  F    50대   705600       15         주유   \n",
       "12           SS008  201901     18377  M    30대  3234773      353      요식/유흥   \n",
       "13           SS008  201901    269765  F    40대  2225664      242      요식/유흥   \n",
       "14           SS033  201901    414790  F    60대   190512        5  스포츠/문화/레저   \n",
       "15           SS001  201901    349243  M    40대  6541920      267      요식/유흥   \n",
       "16           SS008  201901    355307  F    50대   294840       25      요식/유흥   \n",
       "17           SS055  201901    157069  F    60대  4158000       25         의료   \n",
       "18           SS055  201901    157735  F    40대  1004976       55         의료   \n",
       "19           SS021  201901    152727  F    30대  5426064       40      의류/잡화   \n",
       "20           SS016  201901    264864  M    60대   773640      116         유통   \n",
       "21           SS016  201901    203333  F    20대  1806790      348         유통   \n",
       "22           SS082  201901    408249  F    40대  2293200        5  스포츠/문화/레저   \n",
       "23           SS008  201901    212332  F    20대  1630440      121      요식/유흥   \n",
       "24           SS013  201901    333798  F    40대  9816509      408         유통   \n",
       "25           SS013  201901     13021  M    50대  7940520      474         유통   \n",
       "26           SS001  201901    218101  M    50대  7794864      146      요식/유흥   \n",
       "27           SS030  201901    267620  M    20대  3882312      796  스포츠/문화/레저   \n",
       "28           SS001  201901    230412  M    20대  1974672      176      요식/유흥   \n",
       "29           SS066  201901    151927  M    30대  1360800       40         주유   \n",
       "...            ...     ...       ... ..    ...      ...      ...        ...   \n",
       "10683753     SS001  201901       213  M    10대    56952        5      요식/유흥   \n",
       "10683754     SS043  201901    231733  F    20대    50400        5         미용   \n",
       "10683755     SS067  201901     11505  M    20대   243760        5         주유   \n",
       "10683756     SS064  201901    152828  M    40대  1401120        5        자동차   \n",
       "10683757     SS066  201901    214031  M    50대   151200        5         주유   \n",
       "10683758     SS022  201901    413401  F    20대   104832        5      의류/잡화   \n",
       "10683759     SS043  201901     81274  F    30대   218383        5         미용   \n",
       "10683760     SS019  201901    412882  M    40대    96768        5      음/식료품   \n",
       "10683761     SS003  201901    148718  F    50대   128520        5      요식/유흥   \n",
       "10683762     SS044  201901     19148  F    50대   196560        5   가정생활/서비스   \n",
       "10683763     SS016  201901    361949  F    50대    30240        5         유통   \n",
       "10683764     SS032  201901    217468  F  70대이상   957600        5  스포츠/문화/레저   \n",
       "10683765     SS036  201901    229994  F    20대   100800        5      여행/교통   \n",
       "10683766     SS007  201901     12986  M    40대    93240        5      요식/유흥   \n",
       "10683767     SS066  201901    216084  M    60대   236880        5         주유   \n",
       "10683768     SS070  201901    232729  F    60대   796320        5      전자상거래   \n",
       "10683769     SS015  201901    153442  F    30대    26712        5         유통   \n",
       "10683770     SS019  201901     12889  M    20대    30240        5      음/식료품   \n",
       "10683771     SS049  201901    501807  F    40대   273168        5   가정생활/서비스   \n",
       "10683772     SS049  201901     18301  M    30대    64512        5   가정생활/서비스   \n",
       "10683773     SS016  201901    223491  M  70대이상     4788        5         유통   \n",
       "10683774     SS041  201901     12707  F    60대   176400        5         미용   \n",
       "10683775     SS047  201901    209386  M    30대   120456        5   가정생활/서비스   \n",
       "10683776     SS049  201901    216707  F  70대이상   225288       10   가정생활/서비스   \n",
       "10683777     SS049  201901    418337  M  70대이상   464940        5   가정생활/서비스   \n",
       "10683778     SS049  201901     18004  M    40대   194544        5   가정생활/서비스   \n",
       "10683779     SS049  201901     15875  F    40대   210067       10   가정생활/서비스   \n",
       "10683780     SS049  201901    212968  F    60대   213444        5   가정생활/서비스   \n",
       "10683781     SS042  201901    364284  F    20대   136080        5         미용   \n",
       "10683782     SS049  201901    361500  M    60대   270850       10   가정생활/서비스   \n",
       "\n",
       "               CLASS2      CLASS3  \n",
       "0                  한식          한식  \n",
       "1            일식/중식/양식          일식  \n",
       "2            일식/중식/양식          일식  \n",
       "3                기타요식        기타요식  \n",
       "4                 편의점         편의점  \n",
       "5                  숙박       호텔/콘도  \n",
       "6                 편의점         편의점  \n",
       "7                기타요식        기타요식  \n",
       "8            일식/중식/양식          중식  \n",
       "9            일식/중식/양식          중식  \n",
       "10        제과/커피/패스트푸드       커피전문점  \n",
       "11                 주유         주유소  \n",
       "12               기타요식        기타요식  \n",
       "13               기타요식        기타요식  \n",
       "14        스포츠/문화/레저용품        문화용품  \n",
       "15                 한식          한식  \n",
       "16               기타요식        기타요식  \n",
       "17                 병원        일반병원  \n",
       "18                 병원        일반병원  \n",
       "19              의복/의류       의복/의류  \n",
       "20                편의점         편의점  \n",
       "21                편의점         편의점  \n",
       "22          스포츠/문화/레저          헬스  \n",
       "23               기타요식        기타요식  \n",
       "24           할인점/슈퍼마켓    할인점/슈퍼마켓  \n",
       "25           할인점/슈퍼마켓    할인점/슈퍼마켓  \n",
       "26                 한식          한식  \n",
       "27          스포츠/문화/레저       취미/오락  \n",
       "28                 한식          한식  \n",
       "29                 주유         주유소  \n",
       "...               ...         ...  \n",
       "10683753           한식          한식  \n",
       "10683754          화장품         화장품  \n",
       "10683755           주유         LPG  \n",
       "10683756    자동차서비스/용품      자동차서비스  \n",
       "10683757           주유         주유소  \n",
       "10683758        패션/잡화       패션/잡화  \n",
       "10683759          화장품         화장품  \n",
       "10683760        음/식료품        농수산물  \n",
       "10683761     일식/중식/양식          양식  \n",
       "10683762          서비스       생활서비스  \n",
       "10683763          편의점         편의점  \n",
       "10683764  스포츠/문화/레저용품    스포츠/레저용품  \n",
       "10683765           숙박  모텔/여관/기타숙박  \n",
       "10683766  제과/커피/패스트푸드       패스트푸드  \n",
       "10683767           주유         주유소  \n",
       "10683768        전자상거래         홈쇼핑  \n",
       "10683769     할인점/슈퍼마켓        생활잡화  \n",
       "10683770        음/식료품        농수산물  \n",
       "10683771         각종요금          보험  \n",
       "10683772         각종요금          보험  \n",
       "10683773          편의점         편의점  \n",
       "10683774        미용서비스         미용실  \n",
       "10683775         인테리어        인테리어  \n",
       "10683776         각종요금          보험  \n",
       "10683777         각종요금          보험  \n",
       "10683778         각종요금          보험  \n",
       "10683779         각종요금          보험  \n",
       "10683780         각종요금          보험  \n",
       "10683781        미용서비스       미용서비스  \n",
       "10683782         각종요금          보험  \n",
       "\n",
       "[10683783 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UPJONG_Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UPJONG_CD</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>BLCK_CD</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>CLASS2</th>\n",
       "      <th>CLASS3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>158138</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>1582560</td>\n",
       "      <td>30</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>344052</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>506520</td>\n",
       "      <td>10</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>417018</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>987840</td>\n",
       "      <td>50</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>227572</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>2074968</td>\n",
       "      <td>207</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>207901</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>3469435</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SS035</td>\n",
       "      <td>201901</td>\n",
       "      <td>224894</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1438920</td>\n",
       "      <td>10</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>호텔/콘도</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>8418</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>253966</td>\n",
       "      <td>66</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>216557</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>655200</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>352794</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>1000440</td>\n",
       "      <td>15</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>232382</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>379512</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SS006</td>\n",
       "      <td>201901</td>\n",
       "      <td>355154</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>287784</td>\n",
       "      <td>40</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>커피전문점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>24159</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>705600</td>\n",
       "      <td>15</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>18377</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>3234773</td>\n",
       "      <td>353</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>269765</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2225664</td>\n",
       "      <td>242</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SS033</td>\n",
       "      <td>201901</td>\n",
       "      <td>414790</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>190512</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>문화용품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>349243</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>6541920</td>\n",
       "      <td>267</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>355307</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>294840</td>\n",
       "      <td>25</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157069</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>4158000</td>\n",
       "      <td>25</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157735</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>1004976</td>\n",
       "      <td>55</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SS021</td>\n",
       "      <td>201901</td>\n",
       "      <td>152727</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>5426064</td>\n",
       "      <td>40</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>의복/의류</td>\n",
       "      <td>의복/의류</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>264864</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>773640</td>\n",
       "      <td>116</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>203333</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1806790</td>\n",
       "      <td>348</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SS082</td>\n",
       "      <td>201901</td>\n",
       "      <td>408249</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2293200</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>헬스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>212332</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1630440</td>\n",
       "      <td>121</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>333798</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>9816509</td>\n",
       "      <td>408</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>13021</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7940520</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>218101</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7794864</td>\n",
       "      <td>146</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SS030</td>\n",
       "      <td>201901</td>\n",
       "      <td>267620</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>3882312</td>\n",
       "      <td>796</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>취미/오락</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>230412</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>1974672</td>\n",
       "      <td>176</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>151927</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>1360800</td>\n",
       "      <td>40</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>213</td>\n",
       "      <td>M</td>\n",
       "      <td>10대</td>\n",
       "      <td>56952</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>231733</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>50400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>SS067</td>\n",
       "      <td>201901</td>\n",
       "      <td>11505</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>243760</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>LPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>SS064</td>\n",
       "      <td>201901</td>\n",
       "      <td>152828</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>1401120</td>\n",
       "      <td>5</td>\n",
       "      <td>자동차</td>\n",
       "      <td>자동차서비스/용품</td>\n",
       "      <td>자동차서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>214031</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>151200</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>SS022</td>\n",
       "      <td>201901</td>\n",
       "      <td>413401</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>104832</td>\n",
       "      <td>5</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>81274</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>218383</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>412882</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>96768</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>SS003</td>\n",
       "      <td>201901</td>\n",
       "      <td>148718</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>128520</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>양식</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>SS044</td>\n",
       "      <td>201901</td>\n",
       "      <td>19148</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>196560</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>서비스</td>\n",
       "      <td>생활서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>361949</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>SS032</td>\n",
       "      <td>201901</td>\n",
       "      <td>217468</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>957600</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>스포츠/레저용품</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>SS036</td>\n",
       "      <td>201901</td>\n",
       "      <td>229994</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>100800</td>\n",
       "      <td>5</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>모텔/여관/기타숙박</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>SS007</td>\n",
       "      <td>201901</td>\n",
       "      <td>12986</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>93240</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>패스트푸드</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>216084</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>236880</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>SS070</td>\n",
       "      <td>201901</td>\n",
       "      <td>232729</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>796320</td>\n",
       "      <td>5</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>홈쇼핑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>SS015</td>\n",
       "      <td>201901</td>\n",
       "      <td>153442</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>26712</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>생활잡화</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>12889</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>501807</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>273168</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18301</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>64512</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>223491</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>4788</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>SS041</td>\n",
       "      <td>201901</td>\n",
       "      <td>12707</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>176400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용실</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>SS047</td>\n",
       "      <td>201901</td>\n",
       "      <td>209386</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>120456</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>인테리어</td>\n",
       "      <td>인테리어</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>216707</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>225288</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>418337</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>464940</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18004</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>194544</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>15875</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>210067</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>212968</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>213444</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>SS042</td>\n",
       "      <td>201901</td>\n",
       "      <td>364284</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>136080</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용서비스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>361500</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>270850</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         UPJONG_CD    기준년월  BLCK_CD 성별   연령대별  카드이용금액계  카드이용건수계     CLASS1  \\\n",
       "0            SS001  201901   158138  M    60대  1582560       30      요식/유흥   \n",
       "1            SS002  201901   344052  F    30대   506520       10      요식/유흥   \n",
       "2            SS002  201901   417018  M    30대   987840       50      요식/유흥   \n",
       "3            SS008  201901   227572  F    20대  2074968      207      요식/유흥   \n",
       "4            SS016  201901   207901  F    30대  3469435      474         유통   \n",
       "5            SS035  201901   224894  F    20대  1438920       10      여행/교통   \n",
       "6            SS016  201901     8418  M  70대이상   253966       66         유통   \n",
       "7            SS008  201901   216557  M    50대   655200       20      요식/유흥   \n",
       "8            SS004  201901   352794  M    50대  1000440       15      요식/유흥   \n",
       "9            SS004  201901   232382  M    40대   379512       20      요식/유흥   \n",
       "10           SS006  201901   355154  F    30대   287784       40      요식/유흥   \n",
       "11           SS066  201901    24159  F    50대   705600       15         주유   \n",
       "12           SS008  201901    18377  M    30대  3234773      353      요식/유흥   \n",
       "13           SS008  201901   269765  F    40대  2225664      242      요식/유흥   \n",
       "14           SS033  201901   414790  F    60대   190512        5  스포츠/문화/레저   \n",
       "15           SS001  201901   349243  M    40대  6541920      267      요식/유흥   \n",
       "16           SS008  201901   355307  F    50대   294840       25      요식/유흥   \n",
       "17           SS055  201901   157069  F    60대  4158000       25         의료   \n",
       "18           SS055  201901   157735  F    40대  1004976       55         의료   \n",
       "19           SS021  201901   152727  F    30대  5426064       40      의류/잡화   \n",
       "20           SS016  201901   264864  M    60대   773640      116         유통   \n",
       "21           SS016  201901   203333  F    20대  1806790      348         유통   \n",
       "22           SS082  201901   408249  F    40대  2293200        5  스포츠/문화/레저   \n",
       "23           SS008  201901   212332  F    20대  1630440      121      요식/유흥   \n",
       "24           SS013  201901   333798  F    40대  9816509      408         유통   \n",
       "25           SS013  201901    13021  M    50대  7940520      474         유통   \n",
       "26           SS001  201901   218101  M    50대  7794864      146      요식/유흥   \n",
       "27           SS030  201901   267620  M    20대  3882312      796  스포츠/문화/레저   \n",
       "28           SS001  201901   230412  M    20대  1974672      176      요식/유흥   \n",
       "29           SS066  201901   151927  M    30대  1360800       40         주유   \n",
       "...            ...     ...      ... ..    ...      ...      ...        ...   \n",
       "10683753     SS001  201901      213  M    10대    56952        5      요식/유흥   \n",
       "10683754     SS043  201901   231733  F    20대    50400        5         미용   \n",
       "10683755     SS067  201901    11505  M    20대   243760        5         주유   \n",
       "10683756     SS064  201901   152828  M    40대  1401120        5        자동차   \n",
       "10683757     SS066  201901   214031  M    50대   151200        5         주유   \n",
       "10683758     SS022  201901   413401  F    20대   104832        5      의류/잡화   \n",
       "10683759     SS043  201901    81274  F    30대   218383        5         미용   \n",
       "10683760     SS019  201901   412882  M    40대    96768        5      음/식료품   \n",
       "10683761     SS003  201901   148718  F    50대   128520        5      요식/유흥   \n",
       "10683762     SS044  201901    19148  F    50대   196560        5   가정생활/서비스   \n",
       "10683763     SS016  201901   361949  F    50대    30240        5         유통   \n",
       "10683764     SS032  201901   217468  F  70대이상   957600        5  스포츠/문화/레저   \n",
       "10683765     SS036  201901   229994  F    20대   100800        5      여행/교통   \n",
       "10683766     SS007  201901    12986  M    40대    93240        5      요식/유흥   \n",
       "10683767     SS066  201901   216084  M    60대   236880        5         주유   \n",
       "10683768     SS070  201901   232729  F    60대   796320        5      전자상거래   \n",
       "10683769     SS015  201901   153442  F    30대    26712        5         유통   \n",
       "10683770     SS019  201901    12889  M    20대    30240        5      음/식료품   \n",
       "10683771     SS049  201901   501807  F    40대   273168        5   가정생활/서비스   \n",
       "10683772     SS049  201901    18301  M    30대    64512        5   가정생활/서비스   \n",
       "10683773     SS016  201901   223491  M  70대이상     4788        5         유통   \n",
       "10683774     SS041  201901    12707  F    60대   176400        5         미용   \n",
       "10683775     SS047  201901   209386  M    30대   120456        5   가정생활/서비스   \n",
       "10683776     SS049  201901   216707  F  70대이상   225288       10   가정생활/서비스   \n",
       "10683777     SS049  201901   418337  M  70대이상   464940        5   가정생활/서비스   \n",
       "10683778     SS049  201901    18004  M    40대   194544        5   가정생활/서비스   \n",
       "10683779     SS049  201901    15875  F    40대   210067       10   가정생활/서비스   \n",
       "10683780     SS049  201901   212968  F    60대   213444        5   가정생활/서비스   \n",
       "10683781     SS042  201901   364284  F    20대   136080        5         미용   \n",
       "10683782     SS049  201901   361500  M    60대   270850       10   가정생활/서비스   \n",
       "\n",
       "               CLASS2      CLASS3  \n",
       "0                  한식          한식  \n",
       "1            일식/중식/양식          일식  \n",
       "2            일식/중식/양식          일식  \n",
       "3                기타요식        기타요식  \n",
       "4                 편의점         편의점  \n",
       "5                  숙박       호텔/콘도  \n",
       "6                 편의점         편의점  \n",
       "7                기타요식        기타요식  \n",
       "8            일식/중식/양식          중식  \n",
       "9            일식/중식/양식          중식  \n",
       "10        제과/커피/패스트푸드       커피전문점  \n",
       "11                 주유         주유소  \n",
       "12               기타요식        기타요식  \n",
       "13               기타요식        기타요식  \n",
       "14        스포츠/문화/레저용품        문화용품  \n",
       "15                 한식          한식  \n",
       "16               기타요식        기타요식  \n",
       "17                 병원        일반병원  \n",
       "18                 병원        일반병원  \n",
       "19              의복/의류       의복/의류  \n",
       "20                편의점         편의점  \n",
       "21                편의점         편의점  \n",
       "22          스포츠/문화/레저          헬스  \n",
       "23               기타요식        기타요식  \n",
       "24           할인점/슈퍼마켓    할인점/슈퍼마켓  \n",
       "25           할인점/슈퍼마켓    할인점/슈퍼마켓  \n",
       "26                 한식          한식  \n",
       "27          스포츠/문화/레저       취미/오락  \n",
       "28                 한식          한식  \n",
       "29                 주유         주유소  \n",
       "...               ...         ...  \n",
       "10683753           한식          한식  \n",
       "10683754          화장품         화장품  \n",
       "10683755           주유         LPG  \n",
       "10683756    자동차서비스/용품      자동차서비스  \n",
       "10683757           주유         주유소  \n",
       "10683758        패션/잡화       패션/잡화  \n",
       "10683759          화장품         화장품  \n",
       "10683760        음/식료품        농수산물  \n",
       "10683761     일식/중식/양식          양식  \n",
       "10683762          서비스       생활서비스  \n",
       "10683763          편의점         편의점  \n",
       "10683764  스포츠/문화/레저용품    스포츠/레저용품  \n",
       "10683765           숙박  모텔/여관/기타숙박  \n",
       "10683766  제과/커피/패스트푸드       패스트푸드  \n",
       "10683767           주유         주유소  \n",
       "10683768        전자상거래         홈쇼핑  \n",
       "10683769     할인점/슈퍼마켓        생활잡화  \n",
       "10683770        음/식료품        농수산물  \n",
       "10683771         각종요금          보험  \n",
       "10683772         각종요금          보험  \n",
       "10683773          편의점         편의점  \n",
       "10683774        미용서비스         미용실  \n",
       "10683775         인테리어        인테리어  \n",
       "10683776         각종요금          보험  \n",
       "10683777         각종요금          보험  \n",
       "10683778         각종요금          보험  \n",
       "10683779         각종요금          보험  \n",
       "10683780         각종요금          보험  \n",
       "10683781        미용서비스       미용서비스  \n",
       "10683782         각종요금          보험  \n",
       "\n",
       "[10683783 rows x 10 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UPJONG_Df.rename(columns={'고객주소블록코드':'BLCK_CD'},inplace=True)\n",
    "UPJONG_Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": 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>UPJONG_CD</th>\n",
       "      <th>기준년월</th>\n",
       "      <th>BLCK_CD</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>CLASS2</th>\n",
       "      <th>CLASS3</th>\n",
       "      <th>BLCK</th>\n",
       "      <th>UNVTW_AT</th>\n",
       "      <th>RASTSP_AT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>158138</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>1582560</td>\n",
       "      <td>30</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "      <td>천호동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>344052</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>506520</td>\n",
       "      <td>10</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "      <td>화곡동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SS002</td>\n",
       "      <td>201901</td>\n",
       "      <td>417018</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>987840</td>\n",
       "      <td>50</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>일식</td>\n",
       "      <td>화곡동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>227572</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>2074968</td>\n",
       "      <td>207</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>당산동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>207901</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>3469435</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>약수동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SS035</td>\n",
       "      <td>201901</td>\n",
       "      <td>224894</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1438920</td>\n",
       "      <td>10</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>호텔/콘도</td>\n",
       "      <td>염리동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>8418</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>253966</td>\n",
       "      <td>66</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>구산동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>216557</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>655200</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>정릉동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>352794</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>1000440</td>\n",
       "      <td>15</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "      <td>신월동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SS004</td>\n",
       "      <td>201901</td>\n",
       "      <td>232382</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>379512</td>\n",
       "      <td>20</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>중식</td>\n",
       "      <td>성현동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SS006</td>\n",
       "      <td>201901</td>\n",
       "      <td>355154</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>287784</td>\n",
       "      <td>40</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>커피전문점</td>\n",
       "      <td>방학동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>24159</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>705600</td>\n",
       "      <td>15</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "      <td>방배본동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>18377</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>3234773</td>\n",
       "      <td>353</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>구로동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>269765</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2225664</td>\n",
       "      <td>242</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>대치동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SS033</td>\n",
       "      <td>201901</td>\n",
       "      <td>414790</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>190512</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>문화용품</td>\n",
       "      <td>가양동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>349243</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>6541920</td>\n",
       "      <td>267</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "      <td>방학동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>355307</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>294840</td>\n",
       "      <td>25</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>개포동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157069</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>4158000</td>\n",
       "      <td>25</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "      <td>천호동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SS055</td>\n",
       "      <td>201901</td>\n",
       "      <td>157735</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>1004976</td>\n",
       "      <td>55</td>\n",
       "      <td>의료</td>\n",
       "      <td>병원</td>\n",
       "      <td>일반병원</td>\n",
       "      <td>암사동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SS021</td>\n",
       "      <td>201901</td>\n",
       "      <td>152727</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>5426064</td>\n",
       "      <td>40</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>의복/의류</td>\n",
       "      <td>의복/의류</td>\n",
       "      <td>마천동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>264864</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>773640</td>\n",
       "      <td>116</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>일원본동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>203333</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1806790</td>\n",
       "      <td>348</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>성수동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SS082</td>\n",
       "      <td>201901</td>\n",
       "      <td>408249</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>2293200</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>헬스</td>\n",
       "      <td>상계동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SS008</td>\n",
       "      <td>201901</td>\n",
       "      <td>212332</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>1630440</td>\n",
       "      <td>121</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>기타요식</td>\n",
       "      <td>자양동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>333798</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>9816509</td>\n",
       "      <td>408</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>개봉동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SS013</td>\n",
       "      <td>201901</td>\n",
       "      <td>13021</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7940520</td>\n",
       "      <td>474</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>신정동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>218101</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>7794864</td>\n",
       "      <td>146</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "      <td>성북동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SS030</td>\n",
       "      <td>201901</td>\n",
       "      <td>267620</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>3882312</td>\n",
       "      <td>796</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>취미/오락</td>\n",
       "      <td>일원본동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>230412</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>1974672</td>\n",
       "      <td>176</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "      <td>행운동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>151927</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>1360800</td>\n",
       "      <td>40</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "      <td>풍납동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683753</th>\n",
       "      <td>SS001</td>\n",
       "      <td>201901</td>\n",
       "      <td>213</td>\n",
       "      <td>M</td>\n",
       "      <td>10대</td>\n",
       "      <td>56952</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>한식</td>\n",
       "      <td>한식</td>\n",
       "      <td>청담동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683754</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>231733</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>50400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "      <td>신사동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683755</th>\n",
       "      <td>SS067</td>\n",
       "      <td>201901</td>\n",
       "      <td>11505</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>243760</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>LPG</td>\n",
       "      <td>역촌동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683756</th>\n",
       "      <td>SS064</td>\n",
       "      <td>201901</td>\n",
       "      <td>152828</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>1401120</td>\n",
       "      <td>5</td>\n",
       "      <td>자동차</td>\n",
       "      <td>자동차서비스/용품</td>\n",
       "      <td>자동차서비스</td>\n",
       "      <td>고덕동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683757</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>214031</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>151200</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "      <td>중화동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683758</th>\n",
       "      <td>SS022</td>\n",
       "      <td>201901</td>\n",
       "      <td>413401</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>104832</td>\n",
       "      <td>5</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "      <td>패션/잡화</td>\n",
       "      <td>상암동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683759</th>\n",
       "      <td>SS043</td>\n",
       "      <td>201901</td>\n",
       "      <td>81274</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>218383</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>화장품</td>\n",
       "      <td>화장품</td>\n",
       "      <td>잠실본동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683760</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>412882</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>96768</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "      <td>보문동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683761</th>\n",
       "      <td>SS003</td>\n",
       "      <td>201901</td>\n",
       "      <td>148718</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>128520</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>일식/중식/양식</td>\n",
       "      <td>양식</td>\n",
       "      <td>거여동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683762</th>\n",
       "      <td>SS044</td>\n",
       "      <td>201901</td>\n",
       "      <td>19148</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>196560</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>서비스</td>\n",
       "      <td>생활서비스</td>\n",
       "      <td>수궁동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683763</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>361949</td>\n",
       "      <td>F</td>\n",
       "      <td>50대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>장안동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683764</th>\n",
       "      <td>SS032</td>\n",
       "      <td>201901</td>\n",
       "      <td>217468</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>957600</td>\n",
       "      <td>5</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>스포츠/문화/레저용품</td>\n",
       "      <td>스포츠/레저용품</td>\n",
       "      <td>월곡동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683765</th>\n",
       "      <td>SS036</td>\n",
       "      <td>201901</td>\n",
       "      <td>229994</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>100800</td>\n",
       "      <td>5</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>숙박</td>\n",
       "      <td>모텔/여관/기타숙박</td>\n",
       "      <td>영등포동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683766</th>\n",
       "      <td>SS007</td>\n",
       "      <td>201901</td>\n",
       "      <td>12986</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>93240</td>\n",
       "      <td>5</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>제과/커피/패스트푸드</td>\n",
       "      <td>패스트푸드</td>\n",
       "      <td>신정동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683767</th>\n",
       "      <td>SS066</td>\n",
       "      <td>201901</td>\n",
       "      <td>216084</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>236880</td>\n",
       "      <td>5</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유</td>\n",
       "      <td>주유소</td>\n",
       "      <td>장위동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683768</th>\n",
       "      <td>SS070</td>\n",
       "      <td>201901</td>\n",
       "      <td>232729</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>796320</td>\n",
       "      <td>5</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>홈쇼핑</td>\n",
       "      <td>난곡동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683769</th>\n",
       "      <td>SS015</td>\n",
       "      <td>201901</td>\n",
       "      <td>153442</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>26712</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>할인점/슈퍼마켓</td>\n",
       "      <td>생활잡화</td>\n",
       "      <td>송파동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683770</th>\n",
       "      <td>SS019</td>\n",
       "      <td>201901</td>\n",
       "      <td>12889</td>\n",
       "      <td>M</td>\n",
       "      <td>20대</td>\n",
       "      <td>30240</td>\n",
       "      <td>5</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>농수산물</td>\n",
       "      <td>신월동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683771</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>501807</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>273168</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>사당동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683772</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18301</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>64512</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>구로동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683773</th>\n",
       "      <td>SS016</td>\n",
       "      <td>201901</td>\n",
       "      <td>223491</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>4788</td>\n",
       "      <td>5</td>\n",
       "      <td>유통</td>\n",
       "      <td>편의점</td>\n",
       "      <td>편의점</td>\n",
       "      <td>도화동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683774</th>\n",
       "      <td>SS041</td>\n",
       "      <td>201901</td>\n",
       "      <td>12707</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>176400</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용실</td>\n",
       "      <td>신월동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683775</th>\n",
       "      <td>SS047</td>\n",
       "      <td>201901</td>\n",
       "      <td>209386</td>\n",
       "      <td>M</td>\n",
       "      <td>30대</td>\n",
       "      <td>120456</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>인테리어</td>\n",
       "      <td>인테리어</td>\n",
       "      <td>화양동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683776</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>216707</td>\n",
       "      <td>F</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>225288</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>정릉동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683777</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>418337</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>464940</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>노량진동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683778</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>18004</td>\n",
       "      <td>M</td>\n",
       "      <td>40대</td>\n",
       "      <td>194544</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>가산동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683779</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>15875</td>\n",
       "      <td>F</td>\n",
       "      <td>40대</td>\n",
       "      <td>210067</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>공항동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683780</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>212968</td>\n",
       "      <td>F</td>\n",
       "      <td>60대</td>\n",
       "      <td>213444</td>\n",
       "      <td>5</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>면목동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683781</th>\n",
       "      <td>SS042</td>\n",
       "      <td>201901</td>\n",
       "      <td>364284</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>136080</td>\n",
       "      <td>5</td>\n",
       "      <td>미용</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>미용서비스</td>\n",
       "      <td>도봉동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10683782</th>\n",
       "      <td>SS049</td>\n",
       "      <td>201901</td>\n",
       "      <td>361500</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>270850</td>\n",
       "      <td>10</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>각종요금</td>\n",
       "      <td>보험</td>\n",
       "      <td>창신동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10683783 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         UPJONG_CD    기준년월  BLCK_CD 성별   연령대별  카드이용금액계  카드이용건수계     CLASS1  \\\n",
       "0            SS001  201901   158138  M    60대  1582560       30      요식/유흥   \n",
       "1            SS002  201901   344052  F    30대   506520       10      요식/유흥   \n",
       "2            SS002  201901   417018  M    30대   987840       50      요식/유흥   \n",
       "3            SS008  201901   227572  F    20대  2074968      207      요식/유흥   \n",
       "4            SS016  201901   207901  F    30대  3469435      474         유통   \n",
       "5            SS035  201901   224894  F    20대  1438920       10      여행/교통   \n",
       "6            SS016  201901     8418  M  70대이상   253966       66         유통   \n",
       "7            SS008  201901   216557  M    50대   655200       20      요식/유흥   \n",
       "8            SS004  201901   352794  M    50대  1000440       15      요식/유흥   \n",
       "9            SS004  201901   232382  M    40대   379512       20      요식/유흥   \n",
       "10           SS006  201901   355154  F    30대   287784       40      요식/유흥   \n",
       "11           SS066  201901    24159  F    50대   705600       15         주유   \n",
       "12           SS008  201901    18377  M    30대  3234773      353      요식/유흥   \n",
       "13           SS008  201901   269765  F    40대  2225664      242      요식/유흥   \n",
       "14           SS033  201901   414790  F    60대   190512        5  스포츠/문화/레저   \n",
       "15           SS001  201901   349243  M    40대  6541920      267      요식/유흥   \n",
       "16           SS008  201901   355307  F    50대   294840       25      요식/유흥   \n",
       "17           SS055  201901   157069  F    60대  4158000       25         의료   \n",
       "18           SS055  201901   157735  F    40대  1004976       55         의료   \n",
       "19           SS021  201901   152727  F    30대  5426064       40      의류/잡화   \n",
       "20           SS016  201901   264864  M    60대   773640      116         유통   \n",
       "21           SS016  201901   203333  F    20대  1806790      348         유통   \n",
       "22           SS082  201901   408249  F    40대  2293200        5  스포츠/문화/레저   \n",
       "23           SS008  201901   212332  F    20대  1630440      121      요식/유흥   \n",
       "24           SS013  201901   333798  F    40대  9816509      408         유통   \n",
       "25           SS013  201901    13021  M    50대  7940520      474         유통   \n",
       "26           SS001  201901   218101  M    50대  7794864      146      요식/유흥   \n",
       "27           SS030  201901   267620  M    20대  3882312      796  스포츠/문화/레저   \n",
       "28           SS001  201901   230412  M    20대  1974672      176      요식/유흥   \n",
       "29           SS066  201901   151927  M    30대  1360800       40         주유   \n",
       "...            ...     ...      ... ..    ...      ...      ...        ...   \n",
       "10683753     SS001  201901      213  M    10대    56952        5      요식/유흥   \n",
       "10683754     SS043  201901   231733  F    20대    50400        5         미용   \n",
       "10683755     SS067  201901    11505  M    20대   243760        5         주유   \n",
       "10683756     SS064  201901   152828  M    40대  1401120        5        자동차   \n",
       "10683757     SS066  201901   214031  M    50대   151200        5         주유   \n",
       "10683758     SS022  201901   413401  F    20대   104832        5      의류/잡화   \n",
       "10683759     SS043  201901    81274  F    30대   218383        5         미용   \n",
       "10683760     SS019  201901   412882  M    40대    96768        5      음/식료품   \n",
       "10683761     SS003  201901   148718  F    50대   128520        5      요식/유흥   \n",
       "10683762     SS044  201901    19148  F    50대   196560        5   가정생활/서비스   \n",
       "10683763     SS016  201901   361949  F    50대    30240        5         유통   \n",
       "10683764     SS032  201901   217468  F  70대이상   957600        5  스포츠/문화/레저   \n",
       "10683765     SS036  201901   229994  F    20대   100800        5      여행/교통   \n",
       "10683766     SS007  201901    12986  M    40대    93240        5      요식/유흥   \n",
       "10683767     SS066  201901   216084  M    60대   236880        5         주유   \n",
       "10683768     SS070  201901   232729  F    60대   796320        5      전자상거래   \n",
       "10683769     SS015  201901   153442  F    30대    26712        5         유통   \n",
       "10683770     SS019  201901    12889  M    20대    30240        5      음/식료품   \n",
       "10683771     SS049  201901   501807  F    40대   273168        5   가정생활/서비스   \n",
       "10683772     SS049  201901    18301  M    30대    64512        5   가정생활/서비스   \n",
       "10683773     SS016  201901   223491  M  70대이상     4788        5         유통   \n",
       "10683774     SS041  201901    12707  F    60대   176400        5         미용   \n",
       "10683775     SS047  201901   209386  M    30대   120456        5   가정생활/서비스   \n",
       "10683776     SS049  201901   216707  F  70대이상   225288       10   가정생활/서비스   \n",
       "10683777     SS049  201901   418337  M  70대이상   464940        5   가정생활/서비스   \n",
       "10683778     SS049  201901    18004  M    40대   194544        5   가정생활/서비스   \n",
       "10683779     SS049  201901    15875  F    40대   210067       10   가정생활/서비스   \n",
       "10683780     SS049  201901   212968  F    60대   213444        5   가정생활/서비스   \n",
       "10683781     SS042  201901   364284  F    20대   136080        5         미용   \n",
       "10683782     SS049  201901   361500  M    60대   270850       10   가정생활/서비스   \n",
       "\n",
       "               CLASS2      CLASS3  BLCK  UNVTW_AT  RASTSP_AT  \n",
       "0                  한식          한식   천호동       0.0        1.0  \n",
       "1            일식/중식/양식          일식   화곡동       0.0        0.0  \n",
       "2            일식/중식/양식          일식   화곡동       0.0        1.0  \n",
       "3                기타요식        기타요식   당산동       0.0        1.0  \n",
       "4                 편의점         편의점   약수동       0.0        1.0  \n",
       "5                  숙박       호텔/콘도   염리동       0.0        1.0  \n",
       "6                 편의점         편의점   구산동       0.0        0.0  \n",
       "7                기타요식        기타요식   정릉동       1.0        0.0  \n",
       "8            일식/중식/양식          중식   신월동       0.0        0.0  \n",
       "9            일식/중식/양식          중식   성현동       0.0        0.0  \n",
       "10        제과/커피/패스트푸드       커피전문점   방학동       0.0        0.0  \n",
       "11                 주유         주유소  방배본동       0.0        0.0  \n",
       "12               기타요식        기타요식   구로동       0.0        0.0  \n",
       "13               기타요식        기타요식   대치동       0.0        1.0  \n",
       "14        스포츠/문화/레저용품        문화용품   가양동       0.0        0.0  \n",
       "15                 한식          한식   방학동       0.0        0.0  \n",
       "16               기타요식        기타요식   개포동       0.0        0.0  \n",
       "17                 병원        일반병원   천호동       0.0        0.0  \n",
       "18                 병원        일반병원   암사동       0.0        0.0  \n",
       "19              의복/의류       의복/의류   마천동       0.0        0.0  \n",
       "20                편의점         편의점  일원본동       0.0        0.0  \n",
       "21                편의점         편의점   성수동       0.0        0.0  \n",
       "22          스포츠/문화/레저          헬스   상계동       0.0        0.0  \n",
       "23               기타요식        기타요식   자양동       0.0        0.0  \n",
       "24           할인점/슈퍼마켓    할인점/슈퍼마켓   개봉동       0.0        1.0  \n",
       "25           할인점/슈퍼마켓    할인점/슈퍼마켓   신정동       0.0        0.0  \n",
       "26                 한식          한식   성북동       0.0        0.0  \n",
       "27          스포츠/문화/레저       취미/오락  일원본동       0.0        0.0  \n",
       "28                 한식          한식   행운동       0.0        1.0  \n",
       "29                 주유         주유소   풍납동       0.0        0.0  \n",
       "...               ...         ...   ...       ...        ...  \n",
       "10683753           한식          한식   청담동       0.0        1.0  \n",
       "10683754          화장품         화장품   신사동       0.0        1.0  \n",
       "10683755           주유         LPG   역촌동       0.0        0.0  \n",
       "10683756    자동차서비스/용품      자동차서비스   고덕동       0.0        0.0  \n",
       "10683757           주유         주유소   중화동       0.0        1.0  \n",
       "10683758        패션/잡화       패션/잡화   상암동       0.0        0.0  \n",
       "10683759          화장품         화장품  잠실본동       0.0        0.0  \n",
       "10683760        음/식료품        농수산물   보문동       1.0        0.0  \n",
       "10683761     일식/중식/양식          양식   거여동       0.0        0.0  \n",
       "10683762          서비스       생활서비스   수궁동       0.0        0.0  \n",
       "10683763          편의점         편의점   장안동       0.0        0.0  \n",
       "10683764  스포츠/문화/레저용품    스포츠/레저용품   월곡동       1.0        0.0  \n",
       "10683765           숙박  모텔/여관/기타숙박  영등포동       0.0        0.0  \n",
       "10683766  제과/커피/패스트푸드       패스트푸드   신정동       0.0        1.0  \n",
       "10683767           주유         주유소   장위동       0.0        0.0  \n",
       "10683768        전자상거래         홈쇼핑   난곡동       0.0        0.0  \n",
       "10683769     할인점/슈퍼마켓        생활잡화   송파동       0.0        0.0  \n",
       "10683770        음/식료품        농수산물   신월동       0.0        0.0  \n",
       "10683771         각종요금          보험   사당동       0.0        0.0  \n",
       "10683772         각종요금          보험   구로동       0.0        0.0  \n",
       "10683773          편의점         편의점   도화동       0.0        0.0  \n",
       "10683774        미용서비스         미용실   신월동       0.0        0.0  \n",
       "10683775         인테리어        인테리어   화양동       0.0        0.0  \n",
       "10683776         각종요금          보험   정릉동       0.0        0.0  \n",
       "10683777         각종요금          보험  노량진동       0.0        0.0  \n",
       "10683778         각종요금          보험   가산동       0.0        0.0  \n",
       "10683779         각종요금          보험   공항동       0.0        1.0  \n",
       "10683780         각종요금          보험   면목동       0.0        1.0  \n",
       "10683781        미용서비스       미용서비스   도봉동       0.0        0.0  \n",
       "10683782         각종요금          보험   창신동       0.0        1.0  \n",
       "\n",
       "[10683783 rows x 13 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataForRank=pd.merge(UPJONG_Df, blockDf2, how='left', on='BLCK_CD')\n",
    "dataForRank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sac_df=dataForRank.pivot_table(index=['BLCK','UNVTW_AT','RASTSP_AT','성별','연령대별','CLASS1'],values=['카드이용금액계','카드이용건수계'],aggfunc='sum')\n",
    "sac_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "dataForRank2=sac_df.reset_index()\n",
    "dataForRank2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": 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>BLCK</th>\n",
       "      <th>UNVTW_AT</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계순위</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>15</td>\n",
       "      <td>89208</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>100</td>\n",
       "      <td>2694581</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>290</td>\n",
       "      <td>6501852</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>미용</td>\n",
       "      <td>130</td>\n",
       "      <td>2305548</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>691</td>\n",
       "      <td>6457803</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>235</td>\n",
       "      <td>4338649</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>3238</td>\n",
       "      <td>32807728</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>유통</td>\n",
       "      <td>2915</td>\n",
       "      <td>15736191</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>155</td>\n",
       "      <td>1000440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의료</td>\n",
       "      <td>120</td>\n",
       "      <td>2087064</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>125</td>\n",
       "      <td>1910412</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>375</td>\n",
       "      <td>7621664</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>주유</td>\n",
       "      <td>15</td>\n",
       "      <td>358525</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>701</td>\n",
       "      <td>81013161</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>3626</td>\n",
       "      <td>150447830</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>1707</td>\n",
       "      <td>24000078</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>미용</td>\n",
       "      <td>1973</td>\n",
       "      <td>66967640</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>5731</td>\n",
       "      <td>124407890</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>2921</td>\n",
       "      <td>114808953</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>48511</td>\n",
       "      <td>675480108</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>유통</td>\n",
       "      <td>37664</td>\n",
       "      <td>468531865</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>2822</td>\n",
       "      <td>32747752</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의료</td>\n",
       "      <td>4905</td>\n",
       "      <td>195040487</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>2509</td>\n",
       "      <td>84829550</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>235</td>\n",
       "      <td>2680877</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>17289</td>\n",
       "      <td>741925560</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>주유</td>\n",
       "      <td>486</td>\n",
       "      <td>19263605</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>997</td>\n",
       "      <td>660063540</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>7053</td>\n",
       "      <td>433060021</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>2718</td>\n",
       "      <td>354020639</td>\n",
       "      <td>10.0</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>60495</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>2854</td>\n",
       "      <td>157328053</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60496</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>주유</td>\n",
       "      <td>2161</td>\n",
       "      <td>97886624</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60497</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>125</td>\n",
       "      <td>58495248</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60498</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>1295</td>\n",
       "      <td>84567947</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60499</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>65</td>\n",
       "      <td>2613240</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60500</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>미용</td>\n",
       "      <td>270</td>\n",
       "      <td>9572119</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60501</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>496</td>\n",
       "      <td>16582558</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60502</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>531</td>\n",
       "      <td>59690227</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60503</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>5656</td>\n",
       "      <td>128100369</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60504</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>유통</td>\n",
       "      <td>5676</td>\n",
       "      <td>128583205</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60505</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>941</td>\n",
       "      <td>20500402</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60506</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의료</td>\n",
       "      <td>2027</td>\n",
       "      <td>89530056</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60507</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>160</td>\n",
       "      <td>12011832</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60508</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>205</td>\n",
       "      <td>9197899</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60509</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>601</td>\n",
       "      <td>42953278</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60510</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>주유</td>\n",
       "      <td>1493</td>\n",
       "      <td>59776733</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60511</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>45</td>\n",
       "      <td>1045951</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60512</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>425</td>\n",
       "      <td>20123738</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60513</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>30</td>\n",
       "      <td>756756</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60514</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>미용</td>\n",
       "      <td>40</td>\n",
       "      <td>569520</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60515</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>140</td>\n",
       "      <td>10874858</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60516</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>110</td>\n",
       "      <td>2908584</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60517</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>1529</td>\n",
       "      <td>45038095</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60518</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>유통</td>\n",
       "      <td>2066</td>\n",
       "      <td>42524142</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60519</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>461</td>\n",
       "      <td>23321240</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60520</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의료</td>\n",
       "      <td>1334</td>\n",
       "      <td>50010254</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60521</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>70</td>\n",
       "      <td>1589616</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60522</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>자동차</td>\n",
       "      <td>75</td>\n",
       "      <td>4539750</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60523</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>80</td>\n",
       "      <td>15288663</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60524</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>주유</td>\n",
       "      <td>552</td>\n",
       "      <td>21314553</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60525 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      BLCK  UNVTW_AT 성별   연령대별     CLASS1  카드이용건수계    카드이용금액계  카드이용건수계순위\n",
       "0      가락동       0.0  F    10대      가전/가구       15      89208       12.5\n",
       "1      가락동       0.0  F    10대   가정생활/서비스      100    2694581       11.0\n",
       "2      가락동       0.0  F    10대      교육/학원      290    6501852        5.0\n",
       "3      가락동       0.0  F    10대         미용      130    2305548        8.0\n",
       "4      가락동       0.0  F    10대  스포츠/문화/레저      691    6457803        3.0\n",
       "5      가락동       0.0  F    10대      여행/교통      235    4338649        6.0\n",
       "6      가락동       0.0  F    10대      요식/유흥     3238   32807728        1.0\n",
       "7      가락동       0.0  F    10대         유통     2915   15736191        2.0\n",
       "8      가락동       0.0  F    10대      음/식료품      155    1000440        7.0\n",
       "9      가락동       0.0  F    10대         의료      120    2087064       10.0\n",
       "10     가락동       0.0  F    10대      의류/잡화      125    1910412        9.0\n",
       "11     가락동       0.0  F    10대      전자상거래      375    7621664        4.0\n",
       "12     가락동       0.0  F    10대         주유       15     358525       12.5\n",
       "13     가락동       0.0  F    20대      가전/가구      701   81013161       12.0\n",
       "14     가락동       0.0  F    20대   가정생활/서비스     3626  150447830        6.0\n",
       "15     가락동       0.0  F    20대      교육/학원     1707   24000078       11.0\n",
       "16     가락동       0.0  F    20대         미용     1973   66967640       10.0\n",
       "17     가락동       0.0  F    20대  스포츠/문화/레저     5731  124407890        4.0\n",
       "18     가락동       0.0  F    20대      여행/교통     2921  114808953        7.0\n",
       "19     가락동       0.0  F    20대      요식/유흥    48511  675480108        1.0\n",
       "20     가락동       0.0  F    20대         유통    37664  468531865        2.0\n",
       "21     가락동       0.0  F    20대      음/식료품     2822   32747752        8.0\n",
       "22     가락동       0.0  F    20대         의료     4905  195040487        5.0\n",
       "23     가락동       0.0  F    20대      의류/잡화     2509   84829550        9.0\n",
       "24     가락동       0.0  F    20대        자동차      235    2680877       14.0\n",
       "25     가락동       0.0  F    20대      전자상거래    17289  741925560        3.0\n",
       "26     가락동       0.0  F    20대         주유      486   19263605       13.0\n",
       "27     가락동       0.0  F    30대      가전/가구      997  660063540       13.0\n",
       "28     가락동       0.0  F    30대   가정생활/서비스     7053  433060021        5.0\n",
       "29     가락동       0.0  F    30대      교육/학원     2718  354020639       10.0\n",
       "...    ...       ... ..    ...        ...      ...        ...        ...\n",
       "60495  흑석동       1.0  M    50대      전자상거래     2854  157328053        3.0\n",
       "60496  흑석동       1.0  M    50대         주유     2161   97886624        6.0\n",
       "60497  흑석동       1.0  M    60대      가전/가구      125   58495248       13.0\n",
       "60498  흑석동       1.0  M    60대   가정생활/서비스     1295   84567947        5.0\n",
       "60499  흑석동       1.0  M    60대      교육/학원       65    2613240       14.0\n",
       "60500  흑석동       1.0  M    60대         미용      270    9572119       10.0\n",
       "60501  흑석동       1.0  M    60대  스포츠/문화/레저      496   16582558        9.0\n",
       "60502  흑석동       1.0  M    60대      여행/교통      531   59690227        8.0\n",
       "60503  흑석동       1.0  M    60대      요식/유흥     5656  128100369        2.0\n",
       "60504  흑석동       1.0  M    60대         유통     5676  128583205        1.0\n",
       "60505  흑석동       1.0  M    60대      음/식료품      941   20500402        6.0\n",
       "60506  흑석동       1.0  M    60대         의료     2027   89530056        3.0\n",
       "60507  흑석동       1.0  M    60대      의류/잡화      160   12011832       12.0\n",
       "60508  흑석동       1.0  M    60대        자동차      205    9197899       11.0\n",
       "60509  흑석동       1.0  M    60대      전자상거래      601   42953278        7.0\n",
       "60510  흑석동       1.0  M    60대         주유     1493   59776733        4.0\n",
       "60511  흑석동       1.0  M  70대이상      가전/가구       45    1045951       12.0\n",
       "60512  흑석동       1.0  M  70대이상   가정생활/서비스      425   20123738        6.0\n",
       "60513  흑석동       1.0  M  70대이상      교육/학원       30     756756       14.0\n",
       "60514  흑석동       1.0  M  70대이상         미용       40     569520       13.0\n",
       "60515  흑석동       1.0  M  70대이상  스포츠/문화/레저      140   10874858        7.0\n",
       "60516  흑석동       1.0  M  70대이상      여행/교통      110    2908584        8.0\n",
       "60517  흑석동       1.0  M  70대이상      요식/유흥     1529   45038095        2.0\n",
       "60518  흑석동       1.0  M  70대이상         유통     2066   42524142        1.0\n",
       "60519  흑석동       1.0  M  70대이상      음/식료품      461   23321240        5.0\n",
       "60520  흑석동       1.0  M  70대이상         의료     1334   50010254        3.0\n",
       "60521  흑석동       1.0  M  70대이상      의류/잡화       70    1589616       11.0\n",
       "60522  흑석동       1.0  M  70대이상        자동차       75    4539750       10.0\n",
       "60523  흑석동       1.0  M  70대이상      전자상거래       80   15288663        9.0\n",
       "60524  흑석동       1.0  M  70대이상         주유      552   21314553        4.0\n",
       "\n",
       "[60525 rows x 8 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataForRank2['카드이용건수계순위']=dataForRank2.groupby(['BLCK','UNVTW_AT','연령대별','성별'])['카드이용건수계'].rank(ascending=False)\n",
    "dataForRank2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BLCK</th>\n",
       "      <th>UNVTW_AT</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>카드이용건수계</th>\n",
       "      <th>카드이용금액계</th>\n",
       "      <th>카드이용건수계순위</th>\n",
       "      <th>카드이용금액계순위</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>15</td>\n",
       "      <td>89208</td>\n",
       "      <td>12.5</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>100</td>\n",
       "      <td>2694581</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>290</td>\n",
       "      <td>6501852</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>미용</td>\n",
       "      <td>130</td>\n",
       "      <td>2305548</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>691</td>\n",
       "      <td>6457803</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>235</td>\n",
       "      <td>4338649</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>3238</td>\n",
       "      <td>32807728</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>유통</td>\n",
       "      <td>2915</td>\n",
       "      <td>15736191</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>155</td>\n",
       "      <td>1000440</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의료</td>\n",
       "      <td>120</td>\n",
       "      <td>2087064</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>125</td>\n",
       "      <td>1910412</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>375</td>\n",
       "      <td>7621664</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>주유</td>\n",
       "      <td>15</td>\n",
       "      <td>358525</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>701</td>\n",
       "      <td>81013161</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>3626</td>\n",
       "      <td>150447830</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>1707</td>\n",
       "      <td>24000078</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>미용</td>\n",
       "      <td>1973</td>\n",
       "      <td>66967640</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>5731</td>\n",
       "      <td>124407890</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>2921</td>\n",
       "      <td>114808953</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>48511</td>\n",
       "      <td>675480108</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>유통</td>\n",
       "      <td>37664</td>\n",
       "      <td>468531865</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>2822</td>\n",
       "      <td>32747752</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의료</td>\n",
       "      <td>4905</td>\n",
       "      <td>195040487</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>2509</td>\n",
       "      <td>84829550</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>235</td>\n",
       "      <td>2680877</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>17289</td>\n",
       "      <td>741925560</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>주유</td>\n",
       "      <td>486</td>\n",
       "      <td>19263605</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>997</td>\n",
       "      <td>660063540</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>7053</td>\n",
       "      <td>433060021</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>2718</td>\n",
       "      <td>354020639</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</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>60495</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>2854</td>\n",
       "      <td>157328053</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60496</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>주유</td>\n",
       "      <td>2161</td>\n",
       "      <td>97886624</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60497</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>125</td>\n",
       "      <td>58495248</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60498</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>1295</td>\n",
       "      <td>84567947</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60499</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>65</td>\n",
       "      <td>2613240</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60500</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>미용</td>\n",
       "      <td>270</td>\n",
       "      <td>9572119</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60501</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>496</td>\n",
       "      <td>16582558</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60502</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>531</td>\n",
       "      <td>59690227</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60503</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>5656</td>\n",
       "      <td>128100369</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60504</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>유통</td>\n",
       "      <td>5676</td>\n",
       "      <td>128583205</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60505</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>941</td>\n",
       "      <td>20500402</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60506</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의료</td>\n",
       "      <td>2027</td>\n",
       "      <td>89530056</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60507</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>160</td>\n",
       "      <td>12011832</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60508</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>205</td>\n",
       "      <td>9197899</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60509</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>601</td>\n",
       "      <td>42953278</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60510</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>주유</td>\n",
       "      <td>1493</td>\n",
       "      <td>59776733</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60511</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>45</td>\n",
       "      <td>1045951</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60512</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>425</td>\n",
       "      <td>20123738</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60513</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>30</td>\n",
       "      <td>756756</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60514</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>미용</td>\n",
       "      <td>40</td>\n",
       "      <td>569520</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60515</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>140</td>\n",
       "      <td>10874858</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60516</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>110</td>\n",
       "      <td>2908584</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60517</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>1529</td>\n",
       "      <td>45038095</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60518</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>유통</td>\n",
       "      <td>2066</td>\n",
       "      <td>42524142</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60519</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>461</td>\n",
       "      <td>23321240</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60520</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의료</td>\n",
       "      <td>1334</td>\n",
       "      <td>50010254</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60521</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>70</td>\n",
       "      <td>1589616</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60522</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>자동차</td>\n",
       "      <td>75</td>\n",
       "      <td>4539750</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60523</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>80</td>\n",
       "      <td>15288663</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60524</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>주유</td>\n",
       "      <td>552</td>\n",
       "      <td>21314553</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60525 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      BLCK  UNVTW_AT 성별   연령대별     CLASS1  카드이용건수계    카드이용금액계  카드이용건수계순위  \\\n",
       "0      가락동       0.0  F    10대      가전/가구       15      89208       12.5   \n",
       "1      가락동       0.0  F    10대   가정생활/서비스      100    2694581       11.0   \n",
       "2      가락동       0.0  F    10대      교육/학원      290    6501852        5.0   \n",
       "3      가락동       0.0  F    10대         미용      130    2305548        8.0   \n",
       "4      가락동       0.0  F    10대  스포츠/문화/레저      691    6457803        3.0   \n",
       "5      가락동       0.0  F    10대      여행/교통      235    4338649        6.0   \n",
       "6      가락동       0.0  F    10대      요식/유흥     3238   32807728        1.0   \n",
       "7      가락동       0.0  F    10대         유통     2915   15736191        2.0   \n",
       "8      가락동       0.0  F    10대      음/식료품      155    1000440        7.0   \n",
       "9      가락동       0.0  F    10대         의료      120    2087064       10.0   \n",
       "10     가락동       0.0  F    10대      의류/잡화      125    1910412        9.0   \n",
       "11     가락동       0.0  F    10대      전자상거래      375    7621664        4.0   \n",
       "12     가락동       0.0  F    10대         주유       15     358525       12.5   \n",
       "13     가락동       0.0  F    20대      가전/가구      701   81013161       12.0   \n",
       "14     가락동       0.0  F    20대   가정생활/서비스     3626  150447830        6.0   \n",
       "15     가락동       0.0  F    20대      교육/학원     1707   24000078       11.0   \n",
       "16     가락동       0.0  F    20대         미용     1973   66967640       10.0   \n",
       "17     가락동       0.0  F    20대  스포츠/문화/레저     5731  124407890        4.0   \n",
       "18     가락동       0.0  F    20대      여행/교통     2921  114808953        7.0   \n",
       "19     가락동       0.0  F    20대      요식/유흥    48511  675480108        1.0   \n",
       "20     가락동       0.0  F    20대         유통    37664  468531865        2.0   \n",
       "21     가락동       0.0  F    20대      음/식료품     2822   32747752        8.0   \n",
       "22     가락동       0.0  F    20대         의료     4905  195040487        5.0   \n",
       "23     가락동       0.0  F    20대      의류/잡화     2509   84829550        9.0   \n",
       "24     가락동       0.0  F    20대        자동차      235    2680877       14.0   \n",
       "25     가락동       0.0  F    20대      전자상거래    17289  741925560        3.0   \n",
       "26     가락동       0.0  F    20대         주유      486   19263605       13.0   \n",
       "27     가락동       0.0  F    30대      가전/가구      997  660063540       13.0   \n",
       "28     가락동       0.0  F    30대   가정생활/서비스     7053  433060021        5.0   \n",
       "29     가락동       0.0  F    30대      교육/학원     2718  354020639       10.0   \n",
       "...    ...       ... ..    ...        ...      ...        ...        ...   \n",
       "60495  흑석동       1.0  M    50대      전자상거래     2854  157328053        3.0   \n",
       "60496  흑석동       1.0  M    50대         주유     2161   97886624        6.0   \n",
       "60497  흑석동       1.0  M    60대      가전/가구      125   58495248       13.0   \n",
       "60498  흑석동       1.0  M    60대   가정생활/서비스     1295   84567947        5.0   \n",
       "60499  흑석동       1.0  M    60대      교육/학원       65    2613240       14.0   \n",
       "60500  흑석동       1.0  M    60대         미용      270    9572119       10.0   \n",
       "60501  흑석동       1.0  M    60대  스포츠/문화/레저      496   16582558        9.0   \n",
       "60502  흑석동       1.0  M    60대      여행/교통      531   59690227        8.0   \n",
       "60503  흑석동       1.0  M    60대      요식/유흥     5656  128100369        2.0   \n",
       "60504  흑석동       1.0  M    60대         유통     5676  128583205        1.0   \n",
       "60505  흑석동       1.0  M    60대      음/식료품      941   20500402        6.0   \n",
       "60506  흑석동       1.0  M    60대         의료     2027   89530056        3.0   \n",
       "60507  흑석동       1.0  M    60대      의류/잡화      160   12011832       12.0   \n",
       "60508  흑석동       1.0  M    60대        자동차      205    9197899       11.0   \n",
       "60509  흑석동       1.0  M    60대      전자상거래      601   42953278        7.0   \n",
       "60510  흑석동       1.0  M    60대         주유     1493   59776733        4.0   \n",
       "60511  흑석동       1.0  M  70대이상      가전/가구       45    1045951       12.0   \n",
       "60512  흑석동       1.0  M  70대이상   가정생활/서비스      425   20123738        6.0   \n",
       "60513  흑석동       1.0  M  70대이상      교육/학원       30     756756       14.0   \n",
       "60514  흑석동       1.0  M  70대이상         미용       40     569520       13.0   \n",
       "60515  흑석동       1.0  M  70대이상  스포츠/문화/레저      140   10874858        7.0   \n",
       "60516  흑석동       1.0  M  70대이상      여행/교통      110    2908584        8.0   \n",
       "60517  흑석동       1.0  M  70대이상      요식/유흥     1529   45038095        2.0   \n",
       "60518  흑석동       1.0  M  70대이상         유통     2066   42524142        1.0   \n",
       "60519  흑석동       1.0  M  70대이상      음/식료품      461   23321240        5.0   \n",
       "60520  흑석동       1.0  M  70대이상         의료     1334   50010254        3.0   \n",
       "60521  흑석동       1.0  M  70대이상      의류/잡화       70    1589616       11.0   \n",
       "60522  흑석동       1.0  M  70대이상        자동차       75    4539750       10.0   \n",
       "60523  흑석동       1.0  M  70대이상      전자상거래       80   15288663        9.0   \n",
       "60524  흑석동       1.0  M  70대이상         주유      552   21314553        4.0   \n",
       "\n",
       "       카드이용금액계순위  \n",
       "0           13.0  \n",
       "1            7.0  \n",
       "2            4.0  \n",
       "3            8.0  \n",
       "4            5.0  \n",
       "5            6.0  \n",
       "6            1.0  \n",
       "7            2.0  \n",
       "8           11.0  \n",
       "9            9.0  \n",
       "10          10.0  \n",
       "11           3.0  \n",
       "12          12.0  \n",
       "13           9.0  \n",
       "14           5.0  \n",
       "15          12.0  \n",
       "16          10.0  \n",
       "17           6.0  \n",
       "18           7.0  \n",
       "19           2.0  \n",
       "20           3.0  \n",
       "21          11.0  \n",
       "22           4.0  \n",
       "23           8.0  \n",
       "24          14.0  \n",
       "25           1.0  \n",
       "26          13.0  \n",
       "27           4.0  \n",
       "28           6.0  \n",
       "29           7.0  \n",
       "...          ...  \n",
       "60495        3.0  \n",
       "60496        6.0  \n",
       "60497        7.0  \n",
       "60498        4.0  \n",
       "60499       14.0  \n",
       "60500       12.0  \n",
       "60501       10.0  \n",
       "60502        6.0  \n",
       "60503        2.0  \n",
       "60504        1.0  \n",
       "60505        9.0  \n",
       "60506        3.0  \n",
       "60507       11.0  \n",
       "60508       13.0  \n",
       "60509        8.0  \n",
       "60510        5.0  \n",
       "60511       12.0  \n",
       "60512        6.0  \n",
       "60513       13.0  \n",
       "60514       14.0  \n",
       "60515        8.0  \n",
       "60516       10.0  \n",
       "60517        2.0  \n",
       "60518        3.0  \n",
       "60519        4.0  \n",
       "60520        1.0  \n",
       "60521       11.0  \n",
       "60522        9.0  \n",
       "60523        7.0  \n",
       "60524        5.0  \n",
       "\n",
       "[60525 rows x 9 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataForRank2['카드이용금액계순위']=dataForRank2.groupby(['BLCK','UNVTW_AT','연령대별','성별'])['카드이용금액계'].rank(ascending=False)\n",
    "dataForRank2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BLCK</th>\n",
       "      <th>UNVTW_AT</th>\n",
       "      <th>성별</th>\n",
       "      <th>연령대별</th>\n",
       "      <th>CLASS1</th>\n",
       "      <th>카드이용건수계순위</th>\n",
       "      <th>카드이용금액계순위</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>12.5</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>미용</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>유통</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의료</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>10대</td>\n",
       "      <td>주유</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>미용</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>유통</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의료</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>20대</td>\n",
       "      <td>주유</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>가락동</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>30대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60495</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60496</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>50대</td>\n",
       "      <td>주유</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60497</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60498</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60499</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60500</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>미용</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60501</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60502</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60503</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60504</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>유통</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60505</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60506</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의료</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60507</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60508</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>자동차</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60509</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60510</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>60대</td>\n",
       "      <td>주유</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60511</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가전/가구</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60512</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>가정생활/서비스</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60513</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>교육/학원</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60514</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>미용</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60515</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>스포츠/문화/레저</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60516</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>여행/교통</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60517</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>요식/유흥</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60518</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>유통</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60519</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>음/식료품</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60520</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의료</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60521</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>의류/잡화</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60522</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>자동차</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60523</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>전자상거래</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60524</th>\n",
       "      <td>흑석동</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "      <td>70대이상</td>\n",
       "      <td>주유</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60525 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      BLCK  UNVTW_AT 성별   연령대별     CLASS1  카드이용건수계순위  카드이용금액계순위\n",
       "0      가락동       0.0  F    10대      가전/가구       12.5       13.0\n",
       "1      가락동       0.0  F    10대   가정생활/서비스       11.0        7.0\n",
       "2      가락동       0.0  F    10대      교육/학원        5.0        4.0\n",
       "3      가락동       0.0  F    10대         미용        8.0        8.0\n",
       "4      가락동       0.0  F    10대  스포츠/문화/레저        3.0        5.0\n",
       "5      가락동       0.0  F    10대      여행/교통        6.0        6.0\n",
       "6      가락동       0.0  F    10대      요식/유흥        1.0        1.0\n",
       "7      가락동       0.0  F    10대         유통        2.0        2.0\n",
       "8      가락동       0.0  F    10대      음/식료품        7.0       11.0\n",
       "9      가락동       0.0  F    10대         의료       10.0        9.0\n",
       "10     가락동       0.0  F    10대      의류/잡화        9.0       10.0\n",
       "11     가락동       0.0  F    10대      전자상거래        4.0        3.0\n",
       "12     가락동       0.0  F    10대         주유       12.5       12.0\n",
       "13     가락동       0.0  F    20대      가전/가구       12.0        9.0\n",
       "14     가락동       0.0  F    20대   가정생활/서비스        6.0        5.0\n",
       "15     가락동       0.0  F    20대      교육/학원       11.0       12.0\n",
       "16     가락동       0.0  F    20대         미용       10.0       10.0\n",
       "17     가락동       0.0  F    20대  스포츠/문화/레저        4.0        6.0\n",
       "18     가락동       0.0  F    20대      여행/교통        7.0        7.0\n",
       "19     가락동       0.0  F    20대      요식/유흥        1.0        2.0\n",
       "20     가락동       0.0  F    20대         유통        2.0        3.0\n",
       "21     가락동       0.0  F    20대      음/식료품        8.0       11.0\n",
       "22     가락동       0.0  F    20대         의료        5.0        4.0\n",
       "23     가락동       0.0  F    20대      의류/잡화        9.0        8.0\n",
       "24     가락동       0.0  F    20대        자동차       14.0       14.0\n",
       "25     가락동       0.0  F    20대      전자상거래        3.0        1.0\n",
       "26     가락동       0.0  F    20대         주유       13.0       13.0\n",
       "27     가락동       0.0  F    30대      가전/가구       13.0        4.0\n",
       "28     가락동       0.0  F    30대   가정생활/서비스        5.0        6.0\n",
       "29     가락동       0.0  F    30대      교육/학원       10.0        7.0\n",
       "...    ...       ... ..    ...        ...        ...        ...\n",
       "60495  흑석동       1.0  M    50대      전자상거래        3.0        3.0\n",
       "60496  흑석동       1.0  M    50대         주유        6.0        6.0\n",
       "60497  흑석동       1.0  M    60대      가전/가구       13.0        7.0\n",
       "60498  흑석동       1.0  M    60대   가정생활/서비스        5.0        4.0\n",
       "60499  흑석동       1.0  M    60대      교육/학원       14.0       14.0\n",
       "60500  흑석동       1.0  M    60대         미용       10.0       12.0\n",
       "60501  흑석동       1.0  M    60대  스포츠/문화/레저        9.0       10.0\n",
       "60502  흑석동       1.0  M    60대      여행/교통        8.0        6.0\n",
       "60503  흑석동       1.0  M    60대      요식/유흥        2.0        2.0\n",
       "60504  흑석동       1.0  M    60대         유통        1.0        1.0\n",
       "60505  흑석동       1.0  M    60대      음/식료품        6.0        9.0\n",
       "60506  흑석동       1.0  M    60대         의료        3.0        3.0\n",
       "60507  흑석동       1.0  M    60대      의류/잡화       12.0       11.0\n",
       "60508  흑석동       1.0  M    60대        자동차       11.0       13.0\n",
       "60509  흑석동       1.0  M    60대      전자상거래        7.0        8.0\n",
       "60510  흑석동       1.0  M    60대         주유        4.0        5.0\n",
       "60511  흑석동       1.0  M  70대이상      가전/가구       12.0       12.0\n",
       "60512  흑석동       1.0  M  70대이상   가정생활/서비스        6.0        6.0\n",
       "60513  흑석동       1.0  M  70대이상      교육/학원       14.0       13.0\n",
       "60514  흑석동       1.0  M  70대이상         미용       13.0       14.0\n",
       "60515  흑석동       1.0  M  70대이상  스포츠/문화/레저        7.0        8.0\n",
       "60516  흑석동       1.0  M  70대이상      여행/교통        8.0       10.0\n",
       "60517  흑석동       1.0  M  70대이상      요식/유흥        2.0        2.0\n",
       "60518  흑석동       1.0  M  70대이상         유통        1.0        3.0\n",
       "60519  흑석동       1.0  M  70대이상      음/식료품        5.0        4.0\n",
       "60520  흑석동       1.0  M  70대이상         의료        3.0        1.0\n",
       "60521  흑석동       1.0  M  70대이상      의류/잡화       11.0       11.0\n",
       "60522  흑석동       1.0  M  70대이상        자동차       10.0        9.0\n",
       "60523  흑석동       1.0  M  70대이상      전자상거래        9.0        7.0\n",
       "60524  흑석동       1.0  M  70대이상         주유        4.0        5.0\n",
       "\n",
       "[60525 rows x 7 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataForRank3=dataForRank2.drop(['카드이용건수계','카드이용금액계'],axis=1)\n",
    "dataForRank3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataForRank3.to_csv('동대학가연령성별응용집계.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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