가설4 -연도별 동아리 가입비율.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "69179e85",
   "metadata": {},
   "source": [
    "# 가설4 \n",
    "시험폐지 후 창체활동이 늘었을까? -> 창체 4가지 활동 중 동아리 활동 현황 분석\n",
    "## 창체활동-동아리 가입 증가수 데이터전처리\n",
    "### 변수설정\n",
    "- df_club# : 2012년부터 2018년까지 동아리가입 df-오름차순 (예. df_club1= 2012년도 동아리가입현황)\n",
    "- raw : 전처리 완료 된 df\n",
    "- sex : 남/여 성별 df\n",
    "- elementary : 초등 df\n",
    "- mid : 중등 df\n",
    "- high :고등 df\n",
    "- region : 지역규모분류별 df\n",
    "- familytype : 가정유형형태 df\n",
    "- economic : 경제수준별 df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5b709e6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jahyeon_gu/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.1\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import koreanize_matplotlib\n",
    "import datetime as dt\n",
    "from dateutil.parser import parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c937b8a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2012.csv',\n",
       " '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2013.csv',\n",
       " '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2014.csv',\n",
       " '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2015.csv',\n",
       " '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2016.csv',\n",
       " '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2017_2018.csv']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from glob import glob\n",
    "file_names= glob(\"미니&미드플젝 data/동아리*\")\n",
    "file_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0676e7f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#컬럼 디스플레이 최대로 보이기\n",
    "pd.options.display.max_columns = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e6994217",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2017_2018.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/ql/gbsdt1191mbf_hk8mhnwwpd80000gn/T/ipykernel_51222/1417068726.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_club1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2017_2018.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"cp949\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf_club1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    310\u001b[0m                 )\n\u001b[0;32m--> 311\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    312\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    313\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m    584\u001b[0m     \u001b[0mkwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    585\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 586\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    587\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    588\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    480\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    481\u001b[0m     \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 482\u001b[0;31m     \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    483\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    484\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    809\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    810\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 811\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    812\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    813\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m   1038\u001b[0m             )\n\u001b[1;32m   1039\u001b[0m         \u001b[0;31m# error: Too many arguments for \"ParserBase\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1040\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmapping\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[call-arg]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1041\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1042\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_failover_to_python\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/c_parser_wrapper.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     50\u001b[0m         \u001b[0;31m# open handles\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 51\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_open_handles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     52\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandles\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/parsers/base_parser.py\u001b[0m in \u001b[0;36m_open_handles\u001b[0;34m(self, src, kwds)\u001b[0m\n\u001b[1;32m    220\u001b[0m         \u001b[0mLet\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mreaders\u001b[0m \u001b[0mopen\u001b[0m \u001b[0mIOHandles\u001b[0m \u001b[0mafter\u001b[0m \u001b[0mthey\u001b[0m \u001b[0mare\u001b[0m \u001b[0mdone\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtheir\u001b[0m \u001b[0mpotential\u001b[0m \u001b[0mraises\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    221\u001b[0m         \"\"\"\n\u001b[0;32m--> 222\u001b[0;31m         self.handles = get_handle(\n\u001b[0m\u001b[1;32m    223\u001b[0m             \u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    224\u001b[0m             \u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/anaconda3-2022.05/lib/python3.8/site-packages/pandas/io/common.py\u001b[0m in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m    700\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mioargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoding\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m\"b\"\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mioargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    701\u001b[0m             \u001b[0;31m# Encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m             handle = open(\n\u001b[0m\u001b[1;32m    703\u001b[0m                 \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    704\u001b[0m                 \u001b[0mioargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '미니&미드플젝 data\\\\동아리_가입_및_활동_여부_2017_2018.csv'"
     ]
    }
   ],
   "source": [
    "df_club1 = pd.read_csv('./dataset/동아리_가입_및_활동_여부_2017_2018.csv', encoding=\"cp949\")\n",
    "df_club1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c1355ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "155bdfa8",
   "metadata": {},
   "outputs": [
    {
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       "    .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>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012</th>\n",
       "      <th>2012.1</th>\n",
       "      <th>2012.2</th>\n",
       "      <th>2012.3</th>\n",
       "      <th>2012.4</th>\n",
       "      <th>2012.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>전체(N)</td>\n",
       "      <td>전체(N)</td>\n",
       "      <td>있다</td>\n",
       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
       "      <td>없다</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>응답자수 (명)</td>\n",
       "      <td>응답률 (%)</td>\n",
       "      <td>응답자수 (명)</td>\n",
       "      <td>응답률 (%)</td>\n",
       "      <td>응답자수 (명)</td>\n",
       "      <td>응답률 (%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>9075</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4829</td>\n",
       "      <td>53.2</td>\n",
       "      <td>4246</td>\n",
       "      <td>46.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>4766</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2486</td>\n",
       "      <td>52.2</td>\n",
       "      <td>2280</td>\n",
       "      <td>47.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>4309</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2343</td>\n",
       "      <td>54.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>2812</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1339</td>\n",
       "      <td>47.6</td>\n",
       "      <td>1472</td>\n",
       "      <td>52.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>3106</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1801</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1305</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>2429</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1344</td>\n",
       "      <td>55.3</td>\n",
       "      <td>1085</td>\n",
       "      <td>44.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>728</td>\n",
       "      <td>100.0</td>\n",
       "      <td>344</td>\n",
       "      <td>47.3</td>\n",
       "      <td>384</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>3949</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2118</td>\n",
       "      <td>53.6</td>\n",
       "      <td>1831</td>\n",
       "      <td>46.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>3839</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2017</td>\n",
       "      <td>52.5</td>\n",
       "      <td>1822</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>1287</td>\n",
       "      <td>100.0</td>\n",
       "      <td>694</td>\n",
       "      <td>54.0</td>\n",
       "      <td>593</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>7995</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4323</td>\n",
       "      <td>54.1</td>\n",
       "      <td>3671</td>\n",
       "      <td>45.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>773</td>\n",
       "      <td>100.0</td>\n",
       "      <td>367</td>\n",
       "      <td>47.4</td>\n",
       "      <td>406</td>\n",
       "      <td>52.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>108</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56</td>\n",
       "      <td>51.7</td>\n",
       "      <td>52</td>\n",
       "      <td>48.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>113</td>\n",
       "      <td>100.0</td>\n",
       "      <td>48</td>\n",
       "      <td>42.8</td>\n",
       "      <td>65</td>\n",
       "      <td>57.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>1271</td>\n",
       "      <td>100.0</td>\n",
       "      <td>724</td>\n",
       "      <td>57.0</td>\n",
       "      <td>547</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>7262</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3830</td>\n",
       "      <td>52.7</td>\n",
       "      <td>3432</td>\n",
       "      <td>47.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>490</td>\n",
       "      <td>100.0</td>\n",
       "      <td>255</td>\n",
       "      <td>51.9</td>\n",
       "      <td>236</td>\n",
       "      <td>48.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)      2012   2012.1    2012.2   2012.3    2012.4  \\\n",
       "0   응답자유형별(1)  응답자유형별(2)     전체(N)    전체(N)        있다       있다        없다   \n",
       "1   응답자유형별(1)  응답자유형별(2)  응답자수 (명)  응답률 (%)  응답자수 (명)  응답률 (%)  응답자수 (명)   \n",
       "2          전체         소계      9075    100.0      4829     53.2      4246   \n",
       "3          성별         남자      4766    100.0      2486     52.2      2280   \n",
       "4          성별         여자      4309    100.0      2343     54.4      1966   \n",
       "5       학교유형별       초등학교      2812    100.0      1339     47.6      1472   \n",
       "6       학교유형별        중학교      3106    100.0      1801     58.0      1305   \n",
       "7       학교유형별       일반계고      2429    100.0      1344     55.3      1085   \n",
       "8       학교유형별       전문계고       728    100.0       344     47.3       384   \n",
       "9       지역규모별        대도시      3949    100.0      2118     53.6      1831   \n",
       "10      지역규모별       중소도시      3839    100.0      2017     52.5      1822   \n",
       "11      지역규모별        읍/면      1287    100.0       694     54.0       593   \n",
       "12      가족유형별      양부모가정      7995    100.0      4323     54.1      3671   \n",
       "13      가족유형별      한부모가정       773    100.0       367     47.4       406   \n",
       "14      가족유형별       조손가정       108    100.0        56     51.7        52   \n",
       "15      가족유형별         기타       113    100.0        48     42.8        65   \n",
       "16     경제적수준별          상      1271    100.0       724     57.0       547   \n",
       "17     경제적수준별          중      7262    100.0      3830     52.7      3432   \n",
       "18     경제적수준별          하       490    100.0       255     51.9       236   \n",
       "\n",
       "     2012.5  \n",
       "0        없다  \n",
       "1   응답률 (%)  \n",
       "2      46.8  \n",
       "3      47.8  \n",
       "4      45.6  \n",
       "5      52.4  \n",
       "6      42.0  \n",
       "7      44.7  \n",
       "8      52.7  \n",
       "9      46.4  \n",
       "10     47.5  \n",
       "11     46.0  \n",
       "12     45.9  \n",
       "13     52.6  \n",
       "14     48.3  \n",
       "15     57.2  \n",
       "16     43.0  \n",
       "17     47.3  \n",
       "18     48.1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club1 = pd.read_csv(file_names[0],encoding=\"cp949\")\n",
    "df_club1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fd35ecb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#정렬 함수 생성\n",
    "list=[]\n",
    "def sortted(df):\n",
    "#     df.column=list\n",
    "    df=df.loc[1:]\n",
    "    df=df.drop([15,16,17])\n",
    "    df=df.reset_index(drop=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f3ca03d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012.3</th>\n",
       "      <th>2012.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>응답률 (%)</td>\n",
       "      <td>응답률 (%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)   2012.3   2012.5\n",
       "0   응답자유형별(1)  응답자유형별(2)       있다       없다\n",
       "1   응답자유형별(1)  응답자유형별(2)  응답률 (%)  응답률 (%)\n",
       "2          전체         소계     53.2     46.8\n",
       "3          성별         남자     52.2     47.8\n",
       "4          성별         여자     54.4     45.6\n",
       "5       학교유형별       초등학교     47.6     52.4\n",
       "6       학교유형별        중학교     58.0     42.0\n",
       "7       학교유형별       일반계고     55.3     44.7\n",
       "8       학교유형별       전문계고     47.3     52.7\n",
       "9       지역규모별        대도시     53.6     46.4\n",
       "10      지역규모별       중소도시     52.5     47.5\n",
       "11      지역규모별        읍/면     54.0     46.0\n",
       "12      가족유형별      양부모가정     54.1     45.9\n",
       "13      가족유형별      한부모가정     47.4     52.6\n",
       "14      가족유형별       조손가정     51.7     48.3\n",
       "15      가족유형별         기타     42.8     57.2\n",
       "16     경제적수준별          상     57.0     43.0\n",
       "17     경제적수준별          중     52.7     47.3\n",
       "18     경제적수준별          하     51.9     48.1"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 있다/없다 응답률 만 빼고컬럼 삭제\n",
    "df_club1= df_club1.drop(columns=['2012','2012.1','2012.2','2012.4'])\n",
    "df_club1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "657ccbd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
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       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
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       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
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       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%)\n",
       "0         전체        소계       53.2       46.8\n",
       "1         성별        남자       52.2       47.8\n",
       "2         성별        여자       54.4       45.6\n",
       "3      학교유형별      초등학교       47.6       52.4\n",
       "4      학교유형별       중학교       58.0       42.0\n",
       "5      학교유형별      일반계고       55.3       44.7\n",
       "6      학교유형별      전문계고       47.3       52.7\n",
       "7      지역규모별       대도시       53.6       46.4\n",
       "8      지역규모별      중소도시       52.5       47.5\n",
       "9      지역규모별       읍/면       54.0       46.0\n",
       "10     가족유형별     양부모가정       54.1       45.9\n",
       "11     가족유형별     한부모가정       47.4       52.6\n",
       "12     가족유형별      조손가정       51.7       48.3\n",
       "13     가족유형별        기타       42.8       57.2\n",
       "14    경제적수준별         상       57.0       43.0\n",
       "15    경제적수준별         중       52.7       47.3\n",
       "16    경제적수준별         하       51.9       48.1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#3,4 컬럼명 바꾸기\n",
    "df_club1.columns=['응답자유형별(1)', '응답자유형별(2)', '2012 있다(%)', '2012 없다(%)']\n",
    "#불필요한 row 없애기 멀티인덱스자료라 컬럼명이 중복으로 표기되어있음\n",
    "df_club1=df_club1.loc[2:]\n",
    "#인덱스 재정렬\n",
    "df_club1=df_club1.reset_index(drop=True)\n",
    "df_club1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ece910d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club1=df_club1.replace(\" \",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2222e4c0",
   "metadata": {},
   "outputs": [
    {
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       "      <th>응답자유형별(1)</th>\n",
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       "      <td>있다</td>\n",
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       "      <td>전체</td>\n",
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       "      <td>70.9</td>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
       "      <td>성별</td>\n",
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       "      <th>7</th>\n",
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       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>상</td>\n",
       "      <td>73.8</td>\n",
       "      <td>26.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>중</td>\n",
       "      <td>69.9</td>\n",
       "      <td>30.1</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>하</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
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       "      <th>19</th>\n",
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      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)  2013 2013.1\n",
       "0   응답자유형별(1)  응답자유형별(2)    있다     없다\n",
       "1          전체         소계  70.9   29.1\n",
       "2          성별         남자  69.7   30.3\n",
       "3          성별         여자  72.2   27.8\n",
       "4       학교유형별       초등학교  67.5   32.5\n",
       "5       학교유형별        중학교  73.1   26.9\n",
       "6       학교유형별  일반/특목/자율고  73.1   26.9\n",
       "7       학교유형별       특성화고  64.4   35.6\n",
       "8       지역규모별        대도시  72.7   27.3\n",
       "9       지역규모별       중소도시  67.4   32.6\n",
       "10      지역규모별       읍면지역  77.5   22.5\n",
       "11      가족유형별      양부모가정  71.2   28.8\n",
       "12      가족유형별      한부모가정  68.3   31.7\n",
       "13      가족유형별       조손가정  75.8   24.2\n",
       "14      가족유형별         기타  61.7   38.3\n",
       "15      학업성적별          상  73.8   26.2\n",
       "16      학업성적별          중  69.9   30.1\n",
       "17      학업성적별          하  69.3   30.7\n",
       "18     경제적수준별          상  72.7   27.3\n",
       "19     경제적수준별          중  68.9   31.1\n",
       "20     경제적수준별          하  70.5   29.5"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club2 = pd.read_csv(file_names[1],encoding=\"cp949\")\n",
    "df_club2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0ead2914",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club2=sortted(df_club2)\n",
    "df_club2.columns=['응답자유형별(1)', '응답자유형별(2)', '2013 있다(%)', '2013 없다(%)']\n",
    "# df_club2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "047533c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club2=df_club2.replace(\" \",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b0b872db",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2014</th>\n",
       "      <th>2014.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>상</td>\n",
       "      <td>79.7</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>중</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>하</td>\n",
       "      <td>69.5</td>\n",
       "      <td>30.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)  2014 2014.1\n",
       "0   응답자유형별(1)  응답자유형별(2)    있다     없다\n",
       "1          전체         소계  74.6   25.4\n",
       "2          성별         남자  74.4   25.6\n",
       "3          성별         여자  74.9   25.1\n",
       "4       학교유형별       초등학교  74.6   25.4\n",
       "5       학교유형별        중학교  75.5   24.5\n",
       "6       학교유형별  일반/특목/자율고  73.7   26.3\n",
       "7       학교유형별       특성화고  74.3   25.7\n",
       "8       지역규모별        대도시  76.8   23.2\n",
       "9       지역규모별       중소도시  72.3   27.7\n",
       "10      지역규모별       읍면지역  75.7   24.3\n",
       "11      가족유형별      양부모가정  75.0   25.0\n",
       "12      가족유형별      한부모가정  68.5   31.5\n",
       "13      가족유형별       조손가정  76.4   23.6\n",
       "14      가족유형별         기타  69.3   30.7\n",
       "15      학업성적별          상  79.7   20.3\n",
       "16      학업성적별          중  74.3   25.7\n",
       "17      학업성적별          하  69.5   30.5\n",
       "18     경제적수준별          상  76.9   23.1\n",
       "19     경제적수준별          중  73.1   26.9\n",
       "20     경제적수준별          하  72.3   27.7"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club3 = pd.read_csv(file_names[2],encoding=\"cp949\")\n",
    "df_club3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a1b43df6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club3=sortted(df_club3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "34d32d82",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
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       "      <th>2</th>\n",
       "      <td>성별</td>\n",
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       "      <td>25.4</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <td>73.7</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1)  응답자유형별(2) 2014 있다(%) 2014 없다(%)\n",
       "0         전체         소계       74.6       25.4\n",
       "1         성별         남자       74.4       25.6\n",
       "2         성별         여자       74.9       25.1\n",
       "3      학교유형별       초등학교       74.6       25.4\n",
       "4      학교유형별        중학교       75.5       24.5\n",
       "5      학교유형별  일반/특목/자율고       73.7       26.3\n",
       "6      학교유형별       특성화고       74.3       25.7\n",
       "7      지역규모별        대도시       76.8       23.2\n",
       "8      지역규모별       중소도시       72.3       27.7\n",
       "9      지역규모별       읍면지역       75.7       24.3\n",
       "10     가족유형별      양부모가정       75.0       25.0\n",
       "11     가족유형별      한부모가정       68.5       31.5\n",
       "12     가족유형별       조손가정       76.4       23.6\n",
       "13     가족유형별         기타       69.3       30.7\n",
       "14    경제적수준별          상       76.9       23.1\n",
       "15    경제적수준별          중       73.1       26.9\n",
       "16    경제적수준별          하       72.3       27.7"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club3.columns=['응답자유형별(1)', '응답자유형별(2)', '2014 있다(%)', '2014 없다(%)']\n",
    "df_club3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e0cb321a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2015</th>\n",
       "      <th>2015.1</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>있다</td>\n",
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       "      <th>1</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
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       "      <th>2</th>\n",
       "      <td>성별</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>75.0</td>\n",
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       "      <th>8</th>\n",
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       "      <th>9</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>상</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>중</td>\n",
       "      <td>71.5</td>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>하</td>\n",
       "      <td>67.9</td>\n",
       "      <td>32.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)  2015 2015.1\n",
       "0   응답자유형별(1)  응답자유형별(2)    있다     없다\n",
       "1          전체         소계  72.6   27.4\n",
       "2          성별         남자  72.0   28.0\n",
       "3          성별         여자  73.2   26.8\n",
       "4       학교유형별       초등학교  71.3   28.7\n",
       "5       학교유형별        중학교  72.3   27.7\n",
       "6       학교유형별  일반/특목/자율고  73.5   26.5\n",
       "7       학교유형별       특성화고  75.0   25.0\n",
       "8       지역규모별        대도시  77.5   22.5\n",
       "9       지역규모별       중소도시  67.3   32.7\n",
       "10      지역규모별       읍면지역  72.4   27.6\n",
       "11      가족유형별      양부모가정  72.9   27.1\n",
       "12      가족유형별      한부모가정  69.2   30.8\n",
       "13      가족유형별       조손가정  73.9   26.1\n",
       "14      가족유형별         기타  61.0   39.0\n",
       "15      학업성적별          상  77.4   22.6\n",
       "16      학업성적별          중  71.5   28.5\n",
       "17      학업성적별          하  67.9   32.1\n",
       "18     경제적수준별          상  74.7   25.3\n",
       "19     경제적수준별          중  70.2   29.8\n",
       "20     경제적수준별          하  70.4   29.6"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club4 = pd.read_csv(file_names[3],encoding=\"cp949\")\n",
    "df_club4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1b6f12e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>73.2</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>71.3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <td>72.3</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1)  응답자유형별(2) 2015 있다(%) 2015 없다(%)\n",
       "0         전체         소계       72.6       27.4\n",
       "1         성별         남자       72.0       28.0\n",
       "2         성별         여자       73.2       26.8\n",
       "3      학교유형별       초등학교       71.3       28.7\n",
       "4      학교유형별        중학교       72.3       27.7\n",
       "5      학교유형별  일반/특목/자율고       73.5       26.5\n",
       "6      학교유형별       특성화고       75.0       25.0\n",
       "7      지역규모별        대도시       77.5       22.5\n",
       "8      지역규모별       중소도시       67.3       32.7\n",
       "9      지역규모별       읍면지역       72.4       27.6\n",
       "10     가족유형별      양부모가정       72.9       27.1\n",
       "11     가족유형별      한부모가정       69.2       30.8\n",
       "12     가족유형별       조손가정       73.9       26.1\n",
       "13     가족유형별         기타       61.0       39.0\n",
       "14    경제적수준별          상       74.7       25.3\n",
       "15    경제적수준별          중       70.2       29.8\n",
       "16    경제적수준별          하       70.4       29.6"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club4=sortted(df_club4)\n",
    "df_club4.columns=['응답자유형별(1)', '응답자유형별(2)', '2015 있다(%)', '2015 없다(%)']\n",
    "df_club4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6a67e393",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club4=df_club4.replace(\" \",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6ffaeef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2016</th>\n",
       "      <th>2016.1</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
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       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
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       "      <td>72.5</td>\n",
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       "      <th>3</th>\n",
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       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <th>5</th>\n",
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       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <td>29.8</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
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       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>상</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>중</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>학업성적별</td>\n",
       "      <td>하</td>\n",
       "      <td>67.2</td>\n",
       "      <td>32.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)  2016 2016.1\n",
       "0   응답자유형별(1)  응답자유형별(2)    있다     없다\n",
       "1          전체         소계  73.6   26.4\n",
       "2          성별         남자  72.5   27.5\n",
       "3          성별         여자  74.8   25.2\n",
       "4       학교유형별       초등학교    76     24\n",
       "5       학교유형별        중학교  75.4   24.6\n",
       "6       학교유형별       고등학교  70.2   29.8\n",
       "7        고교유형       일반계고  70.6   29.4\n",
       "8        고교유형      특성화계고  68.6   31.4\n",
       "9       지역규모별        대도시  78.4   21.6\n",
       "10      지역규모별       중소도시  70.3   29.7\n",
       "11      지역규모별       읍면지역  70.7   29.3\n",
       "12      가족유형별      양부모가정  73.7   26.3\n",
       "13      가족유형별      한부모가정    73     27\n",
       "14      가족유형별       조손가정  79.1   20.9\n",
       "15      가족유형별         기타  67.5   32.5\n",
       "16      학업성적별          상  77.1   22.9\n",
       "17      학업성적별          중  74.7   25.3\n",
       "18      학업성적별          하  67.2   32.8\n",
       "19     경제적수준별          상  76.1   23.9\n",
       "20     경제적수준별          중  70.6   29.4\n",
       "21     경제적수준별          하  71.6   28.4"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club5 = pd.read_csv(file_names[4],encoding=\"cp949\")\n",
    "df_club5 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "37bba09d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_club5=sortted(df_club5) => 행 수가 달라서 함수 쓸수가 없음..\n",
    "df_club5=df_club5.loc[1:]\n",
    "df_club5=df_club5.drop([16,17,18])\n",
    "df_club5=df_club5.reset_index(drop=True)\n",
    "df_club5.columns=['응답자유형별(1)', '응답자유형별(2)', '2016 있다(%)', '2016 없다(%)']\n",
    "df_club5=df_club5.drop([5])\n",
    "df_club5=df_club5.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8c22712c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2016 있다(%) 2016 없다(%)\n",
       "0         전체        소계       73.6       26.4\n",
       "1         성별        남자       72.5       27.5\n",
       "2         성별        여자       74.8       25.2\n",
       "3      학교유형별      초등학교         76         24\n",
       "4      학교유형별       중학교       75.4       24.6\n",
       "5       고교유형      일반계고       70.6       29.4\n",
       "6       고교유형     특성화계고       68.6       31.4\n",
       "7      지역규모별       대도시       78.4       21.6\n",
       "8      지역규모별      중소도시       70.3       29.7\n",
       "9      지역규모별      읍면지역       70.7       29.3\n",
       "10     가족유형별     양부모가정       73.7       26.3\n",
       "11     가족유형별     한부모가정         73         27\n",
       "12     가족유형별      조손가정       79.1       20.9\n",
       "13     가족유형별        기타       67.5       32.5\n",
       "14    경제적수준별         상       76.1       23.9\n",
       "15    경제적수준별         중       70.6       29.4\n",
       "16    경제적수준별         하       71.6       28.4"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c7b744c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2017</th>\n",
       "      <th>2017.1</th>\n",
       "      <th>2018</th>\n",
       "      <th>2018.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>응답자유형별(1)</td>\n",
       "      <td>응답자유형별(2)</td>\n",
       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
       "      <td>있다</td>\n",
       "      <td>없다</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교급</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교급</td>\n",
       "      <td>중학교</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교급</td>\n",
       "      <td>고등학교</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>대도시</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>기타</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>학업성적</td>\n",
       "      <td>상</td>\n",
       "      <td>80.2</td>\n",
       "      <td>19.8</td>\n",
       "      <td>80.2</td>\n",
       "      <td>19.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>학업성적</td>\n",
       "      <td>중</td>\n",
       "      <td>77.9</td>\n",
       "      <td>22.1</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>학업성적</td>\n",
       "      <td>하</td>\n",
       "      <td>73.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>71.7</td>\n",
       "      <td>28.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>상</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>중</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>하</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    응답자유형별(1)  응답자유형별(2)  2017 2017.1  2018 2018.1\n",
       "0   응답자유형별(1)  응답자유형별(2)    있다     없다    있다     없다\n",
       "1          전체         소계  77.6   22.4  75.9   24.1\n",
       "2          성별         남자  76.3   23.7  74.7   25.3\n",
       "3          성별         여자  79.1   20.9  77.2   22.8\n",
       "4         학교급       초등학교  80.3   19.7  76.5   23.5\n",
       "5         학교급        중학교  76.2   23.8  75.0   25.0\n",
       "6         학교급       고등학교  76.8   23.2  76.2   23.8\n",
       "7        고교유형       일반계고  77.0   23.0  76.0   24.0\n",
       "8        고교유형      특성화계고  75.6   24.4  77.1   22.9\n",
       "9        지역규모        대도시  80.6   19.4  79.8   20.2\n",
       "10       지역규모       중소도시  74.8   25.2  72.5   27.5\n",
       "11       지역규모       읍면지역  77.4   22.6  76.5   23.5\n",
       "12       가족유형      양부모가정  78.0   22.0  76.3   23.7\n",
       "13       가족유형      한부모가정  76.4   23.6  71.4   28.6\n",
       "14       가족유형       조손가정  75.1   24.9  80.0   20.0\n",
       "15       가족유형         기타  59.6   40.4  69.2   30.8\n",
       "16       학업성적          상  80.2   19.8  80.2   19.8\n",
       "17       학업성적          중  77.9   22.1  74.9   25.1\n",
       "18       학업성적          하  73.3   26.7  71.7   28.3\n",
       "19     경제적 수준          상  78.5   21.5  77.2   22.8\n",
       "20     경제적 수준          중  76.8   23.2  74.4   25.6\n",
       "21     경제적 수준          하  75.6   24.4  73.9   26.1"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club6 = pd.read_csv(file_names[5],encoding=\"cp949\")\n",
    "df_club6 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b7040578",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_club6=df_club6.loc[1:]\n",
    "df_club6=df_club6.drop([16,17,18])\n",
    "df_club6=df_club6.reset_index(drop=True)\n",
    "df_club6.columns=['응답자유형별(1)', '응답자유형별(2)', '2017 있다(%)', '2017 없다(%)','2018 있다(%)', '2018 없다(%)']\n",
    "df_club6\n",
    "\n",
    "df_club6=df_club6.drop([5])\n",
    "df_club6=df_club6.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a003e38f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2017 있다(%)</th>\n",
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       "      <th>2018 없다(%)</th>\n",
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       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
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       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>76.3</td>\n",
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       "      <th>2</th>\n",
       "      <td>성별</td>\n",
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       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교급</td>\n",
       "      <td>초등학교</td>\n",
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       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교급</td>\n",
       "      <td>중학교</td>\n",
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       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>고교유형</td>\n",
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       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>대도시</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형</td>\n",
       "      <td>기타</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
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       "      <th>14</th>\n",
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       "      <th>16</th>\n",
       "      <td>경제적 수준</td>\n",
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       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
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      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2017 있다(%) 2017 없다(%) 2018 있다(%) 2018 없다(%)\n",
       "0         전체        소계       77.6       22.4       75.9       24.1\n",
       "1         성별        남자       76.3       23.7       74.7       25.3\n",
       "2         성별        여자       79.1       20.9       77.2       22.8\n",
       "3        학교급      초등학교       80.3       19.7       76.5       23.5\n",
       "4        학교급       중학교       76.2       23.8       75.0       25.0\n",
       "5       고교유형      일반계고       77.0       23.0       76.0       24.0\n",
       "6       고교유형     특성화계고       75.6       24.4       77.1       22.9\n",
       "7       지역규모       대도시       80.6       19.4       79.8       20.2\n",
       "8       지역규모      중소도시       74.8       25.2       72.5       27.5\n",
       "9       지역규모      읍면지역       77.4       22.6       76.5       23.5\n",
       "10      가족유형     양부모가정       78.0       22.0       76.3       23.7\n",
       "11      가족유형     한부모가정       76.4       23.6       71.4       28.6\n",
       "12      가족유형      조손가정       75.1       24.9       80.0       20.0\n",
       "13      가족유형        기타       59.6       40.4       69.2       30.8\n",
       "14    경제적 수준         상       78.5       21.5       77.2       22.8\n",
       "15    경제적 수준         중       76.8       23.2       74.4       25.6\n",
       "16    경제적 수준         하       75.6       24.4       73.9       26.1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_club6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "724fca95",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "      <td>46.8</td>\n",
       "      <td>전체</td>\n",
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       "      <td>70.9</td>\n",
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       "      <td>전체</td>\n",
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       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>전체</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>71.3</td>\n",
       "      <td>28.7</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "      <td>학교급</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
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       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
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       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>73.1</td>\n",
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       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "      <td>학교급</td>\n",
       "      <td>중학교</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>64.4</td>\n",
       "      <td>35.6</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>대도시</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>기타</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>상</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>중</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>하</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 응답자유형별(1)  응답자유형별(2) 2013 있다(%)  \\\n",
       "0         전체        소계       53.2       46.8        전체         소계       70.9   \n",
       "1         성별        남자       52.2       47.8        성별         남자       69.7   \n",
       "2         성별        여자       54.4       45.6        성별         여자       72.2   \n",
       "3      학교유형별      초등학교       47.6       52.4     학교유형별       초등학교       67.5   \n",
       "4      학교유형별       중학교       58.0       42.0     학교유형별        중학교       73.1   \n",
       "5      학교유형별      일반계고       55.3       44.7     학교유형별  일반/특목/자율고       73.1   \n",
       "6      학교유형별      전문계고       47.3       52.7     학교유형별       특성화고       64.4   \n",
       "7      지역규모별       대도시       53.6       46.4     지역규모별        대도시       72.7   \n",
       "8      지역규모별      중소도시       52.5       47.5     지역규모별       중소도시       67.4   \n",
       "9      지역규모별       읍/면       54.0       46.0     지역규모별       읍면지역       77.5   \n",
       "10     가족유형별     양부모가정       54.1       45.9     가족유형별      양부모가정       71.2   \n",
       "11     가족유형별     한부모가정       47.4       52.6     가족유형별      한부모가정       68.3   \n",
       "12     가족유형별      조손가정       51.7       48.3     가족유형별       조손가정       75.8   \n",
       "13     가족유형별        기타       42.8       57.2     가족유형별         기타       61.7   \n",
       "14    경제적수준별         상       57.0       43.0    경제적수준별          상       72.7   \n",
       "15    경제적수준별         중       52.7       47.3    경제적수준별          중       68.9   \n",
       "16    경제적수준별         하       51.9       48.1    경제적수준별          하       70.5   \n",
       "\n",
       "   2013 없다(%) 응답자유형별(1)  응답자유형별(2) 2014 있다(%) 2014 없다(%) 응답자유형별(1)  응답자유형별(2)  \\\n",
       "0        29.1        전체         소계       74.6       25.4        전체         소계   \n",
       "1        30.3        성별         남자       74.4       25.6        성별         남자   \n",
       "2        27.8        성별         여자       74.9       25.1        성별         여자   \n",
       "3        32.5     학교유형별       초등학교       74.6       25.4     학교유형별       초등학교   \n",
       "4        26.9     학교유형별        중학교       75.5       24.5     학교유형별        중학교   \n",
       "5        26.9     학교유형별  일반/특목/자율고       73.7       26.3     학교유형별  일반/특목/자율고   \n",
       "6        35.6     학교유형별       특성화고       74.3       25.7     학교유형별       특성화고   \n",
       "7        27.3     지역규모별        대도시       76.8       23.2     지역규모별        대도시   \n",
       "8        32.6     지역규모별       중소도시       72.3       27.7     지역규모별       중소도시   \n",
       "9        22.5     지역규모별       읍면지역       75.7       24.3     지역규모별       읍면지역   \n",
       "10       28.8     가족유형별      양부모가정       75.0       25.0     가족유형별      양부모가정   \n",
       "11       31.7     가족유형별      한부모가정       68.5       31.5     가족유형별      한부모가정   \n",
       "12       24.2     가족유형별       조손가정       76.4       23.6     가족유형별       조손가정   \n",
       "13       38.3     가족유형별         기타       69.3       30.7     가족유형별         기타   \n",
       "14       27.3    경제적수준별          상       76.9       23.1    경제적수준별          상   \n",
       "15       31.1    경제적수준별          중       73.1       26.9    경제적수준별          중   \n",
       "16       29.5    경제적수준별          하       72.3       27.7    경제적수준별          하   \n",
       "\n",
       "   2015 있다(%) 2015 없다(%) 응답자유형별(1) 응답자유형별(2) 2016 있다(%) 2016 없다(%) 응답자유형별(1)  \\\n",
       "0        72.6       27.4        전체        소계       73.6       26.4        전체   \n",
       "1        72.0       28.0        성별        남자       72.5       27.5        성별   \n",
       "2        73.2       26.8        성별        여자       74.8       25.2        성별   \n",
       "3        71.3       28.7     학교유형별      초등학교         76         24       학교급   \n",
       "4        72.3       27.7     학교유형별       중학교       75.4       24.6       학교급   \n",
       "5        73.5       26.5      고교유형      일반계고       70.6       29.4      고교유형   \n",
       "6        75.0       25.0      고교유형     특성화계고       68.6       31.4      고교유형   \n",
       "7        77.5       22.5     지역규모별       대도시       78.4       21.6      지역규모   \n",
       "8        67.3       32.7     지역규모별      중소도시       70.3       29.7      지역규모   \n",
       "9        72.4       27.6     지역규모별      읍면지역       70.7       29.3      지역규모   \n",
       "10       72.9       27.1     가족유형별     양부모가정       73.7       26.3      가족유형   \n",
       "11       69.2       30.8     가족유형별     한부모가정         73         27      가족유형   \n",
       "12       73.9       26.1     가족유형별      조손가정       79.1       20.9      가족유형   \n",
       "13       61.0       39.0     가족유형별        기타       67.5       32.5      가족유형   \n",
       "14       74.7       25.3    경제적수준별         상       76.1       23.9    경제적 수준   \n",
       "15       70.2       29.8    경제적수준별         중       70.6       29.4    경제적 수준   \n",
       "16       70.4       29.6    경제적수준별         하       71.6       28.4    경제적 수준   \n",
       "\n",
       "   응답자유형별(2) 2017 있다(%) 2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "0         소계       77.6       22.4       75.9       24.1  \n",
       "1         남자       76.3       23.7       74.7       25.3  \n",
       "2         여자       79.1       20.9       77.2       22.8  \n",
       "3       초등학교       80.3       19.7       76.5       23.5  \n",
       "4        중학교       76.2       23.8       75.0       25.0  \n",
       "5       일반계고       77.0       23.0       76.0       24.0  \n",
       "6      특성화계고       75.6       24.4       77.1       22.9  \n",
       "7        대도시       80.6       19.4       79.8       20.2  \n",
       "8       중소도시       74.8       25.2       72.5       27.5  \n",
       "9       읍면지역       77.4       22.6       76.5       23.5  \n",
       "10     양부모가정       78.0       22.0       76.3       23.7  \n",
       "11     한부모가정       76.4       23.6       71.4       28.6  \n",
       "12      조손가정       75.1       24.9       80.0       20.0  \n",
       "13        기타       59.6       40.4       69.2       30.8  \n",
       "14         상       78.5       21.5       77.2       22.8  \n",
       "15         중       76.8       23.2       74.4       25.6  \n",
       "16         하       75.6       24.4       73.9       26.1  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#연도별 df 합치기\n",
    "result=pd.concat([df_club1,df_club2,df_club3,df_club4,df_club5,df_club6], axis=1)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c42f44b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['응답자유형별(1)', '응답자유형별(2)', '2012 있다(%)', '2012 없다(%)', '응답자유형별(1)',\n",
       "       '응답자유형별(2)', '2013 있다(%)', '2013 없다(%)', '응답자유형별(1)', '응답자유형별(2)',\n",
       "       '2014 있다(%)', '2014 없다(%)', '응답자유형별(1)', '응답자유형별(2)', '2015 있다(%)',\n",
       "       '2015 없다(%)', '응답자유형별(1)', '응답자유형별(2)', '2016 있다(%)', '2016 없다(%)',\n",
       "       '응답자유형별(1)', '응답자유형별(2)', '2017 있다(%)', '2017 없다(%)', '2018 있다(%)',\n",
       "       '2018 없다(%)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6bb4314a",
   "metadata": {},
   "outputs": [],
   "source": [
    "col=result[['응답자유형별(1)', '응답자유형별(2)','2012 있다(%)', '2012 없다(%)','2013 있다(%)', '2013 없다(%)','2014 있다(%)', '2014 없다(%)','2015 있다(%)','2015 없다(%)','2016 있다(%)', '2016 없다(%)','2017 있다(%)', '2017 없다(%)','2018 있다(%)',\n",
    "       '2018 없다(%)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a69a8678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['응답자유형별(1)', '응답자유형별(1)', '응답자유형별(1)', '응답자유형별(1)', '응답자유형별(1)',\n",
       "       '응답자유형별(1)', '응답자유형별(2)', '응답자유형별(2)', '응답자유형별(2)', '응답자유형별(2)',\n",
       "       '응답자유형별(2)', '응답자유형별(2)', '2012 있다(%)', '2012 없다(%)', '2013 있다(%)',\n",
       "       '2013 없다(%)', '2014 있다(%)', '2014 없다(%)', '2015 있다(%)', '2015 없다(%)',\n",
       "       '2016 있다(%)', '2016 없다(%)', '2017 있다(%)', '2017 없다(%)', '2018 있다(%)',\n",
       "       '2018 없다(%)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "98b48f45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>전체</td>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>남자</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>여자</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교급</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>71.3</td>\n",
       "      <td>28.7</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교급</td>\n",
       "      <td>중학교</td>\n",
       "      <td>중학교</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>64.4</td>\n",
       "      <td>35.6</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>대도시</td>\n",
       "      <td>대도시</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>읍면지역</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형</td>\n",
       "      <td>기타</td>\n",
       "      <td>기타</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>상</td>\n",
       "      <td>상</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>중</td>\n",
       "      <td>중</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적 수준</td>\n",
       "      <td>하</td>\n",
       "      <td>하</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(1) 응답자유형별(1) 응답자유형별(2)  응답자유형별(2) 응답자유형별(2) 2012 있다(%)  \\\n",
       "0         전체        전체        전체        소계         소계        소계       53.2   \n",
       "1         성별        성별        성별        남자         남자        남자       52.2   \n",
       "2         성별        성별        성별        여자         여자        여자       54.4   \n",
       "3      학교유형별     학교유형별       학교급      초등학교       초등학교      초등학교       47.6   \n",
       "4      학교유형별     학교유형별       학교급       중학교        중학교       중학교       58.0   \n",
       "5      학교유형별      고교유형      고교유형      일반계고  일반/특목/자율고      일반계고       55.3   \n",
       "6      학교유형별      고교유형      고교유형      전문계고       특성화고     특성화계고       47.3   \n",
       "7      지역규모별     지역규모별      지역규모       대도시        대도시       대도시       53.6   \n",
       "8      지역규모별     지역규모별      지역규모      중소도시       중소도시      중소도시       52.5   \n",
       "9      지역규모별     지역규모별      지역규모       읍/면       읍면지역      읍면지역       54.0   \n",
       "10     가족유형별     가족유형별      가족유형     양부모가정      양부모가정     양부모가정       54.1   \n",
       "11     가족유형별     가족유형별      가족유형     한부모가정      한부모가정     한부모가정       47.4   \n",
       "12     가족유형별     가족유형별      가족유형      조손가정       조손가정      조손가정       51.7   \n",
       "13     가족유형별     가족유형별      가족유형        기타         기타        기타       42.8   \n",
       "14    경제적수준별    경제적수준별    경제적 수준         상          상         상       57.0   \n",
       "15    경제적수준별    경제적수준별    경제적 수준         중          중         중       52.7   \n",
       "16    경제적수준별    경제적수준별    경제적 수준         하          하         하       51.9   \n",
       "\n",
       "   2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%) 2014 없다(%) 2015 있다(%)  \\\n",
       "0        46.8       70.9       29.1       74.6       25.4       72.6   \n",
       "1        47.8       69.7       30.3       74.4       25.6       72.0   \n",
       "2        45.6       72.2       27.8       74.9       25.1       73.2   \n",
       "3        52.4       67.5       32.5       74.6       25.4       71.3   \n",
       "4        42.0       73.1       26.9       75.5       24.5       72.3   \n",
       "5        44.7       73.1       26.9       73.7       26.3       73.5   \n",
       "6        52.7       64.4       35.6       74.3       25.7       75.0   \n",
       "7        46.4       72.7       27.3       76.8       23.2       77.5   \n",
       "8        47.5       67.4       32.6       72.3       27.7       67.3   \n",
       "9        46.0       77.5       22.5       75.7       24.3       72.4   \n",
       "10       45.9       71.2       28.8       75.0       25.0       72.9   \n",
       "11       52.6       68.3       31.7       68.5       31.5       69.2   \n",
       "12       48.3       75.8       24.2       76.4       23.6       73.9   \n",
       "13       57.2       61.7       38.3       69.3       30.7       61.0   \n",
       "14       43.0       72.7       27.3       76.9       23.1       74.7   \n",
       "15       47.3       68.9       31.1       73.1       26.9       70.2   \n",
       "16       48.1       70.5       29.5       72.3       27.7       70.4   \n",
       "\n",
       "   2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%) 2017 없다(%) 2018 있다(%)  \\\n",
       "0        27.4       73.6       26.4       77.6       22.4       75.9   \n",
       "1        28.0       72.5       27.5       76.3       23.7       74.7   \n",
       "2        26.8       74.8       25.2       79.1       20.9       77.2   \n",
       "3        28.7         76         24       80.3       19.7       76.5   \n",
       "4        27.7       75.4       24.6       76.2       23.8       75.0   \n",
       "5        26.5       70.6       29.4       77.0       23.0       76.0   \n",
       "6        25.0       68.6       31.4       75.6       24.4       77.1   \n",
       "7        22.5       78.4       21.6       80.6       19.4       79.8   \n",
       "8        32.7       70.3       29.7       74.8       25.2       72.5   \n",
       "9        27.6       70.7       29.3       77.4       22.6       76.5   \n",
       "10       27.1       73.7       26.3       78.0       22.0       76.3   \n",
       "11       30.8         73         27       76.4       23.6       71.4   \n",
       "12       26.1       79.1       20.9       75.1       24.9       80.0   \n",
       "13       39.0       67.5       32.5       59.6       40.4       69.2   \n",
       "14       25.3       76.1       23.9       78.5       21.5       77.2   \n",
       "15       29.8       70.6       29.4       76.8       23.2       74.4   \n",
       "16       29.6       71.6       28.4       75.6       24.4       73.9   \n",
       "\n",
       "   2018 없다(%)  \n",
       "0        24.1  \n",
       "1        25.3  \n",
       "2        22.8  \n",
       "3        23.5  \n",
       "4        25.0  \n",
       "5        24.0  \n",
       "6        22.9  \n",
       "7        20.2  \n",
       "8        27.5  \n",
       "9        23.5  \n",
       "10       23.7  \n",
       "11       28.6  \n",
       "12       20.0  \n",
       "13       30.8  \n",
       "14       22.8  \n",
       "15       25.6  \n",
       "16       26.1  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#전치행렬로 중복된 컬럼들 다 앞으로 빼기 \n",
    "raw=col.T.drop_duplicates().T\n",
    "raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4cc692c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>전체</td>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>남자</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>여자</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>71.3</td>\n",
       "      <td>28.7</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>중학교</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>일반/특목/자율고</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>고교유형</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>특성화고</td>\n",
       "      <td>특성화계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>64.4</td>\n",
       "      <td>35.6</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>대도시</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>기타</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>상</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>중</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>하</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(1) 응답자유형별(1) 응답자유형별(2)  응답자유형별(2) 응답자유형별(2) 2012 있다(%)  \\\n",
       "0         전체        전체        전체        소계         소계        소계       53.2   \n",
       "1         성별        성별        성별        남자         남자        남자       52.2   \n",
       "2         성별        성별        성별        여자         여자        여자       54.4   \n",
       "3      학교유형별     학교유형별     학교유형별      초등학교       초등학교      초등학교       47.6   \n",
       "4      학교유형별     학교유형별     학교유형별       중학교        중학교       중학교       58.0   \n",
       "5      학교유형별      고교유형      고교유형      일반계고  일반/특목/자율고      일반계고       55.3   \n",
       "6      학교유형별      고교유형      고교유형      전문계고       특성화고     특성화계고       47.3   \n",
       "7      지역규모별     지역규모별     지역규모별       대도시        대도시       대도시       53.6   \n",
       "8      지역규모별     지역규모별     지역규모별      중소도시       중소도시      중소도시       52.5   \n",
       "9      지역규모별     지역규모별     지역규모별       읍/면        읍/면       읍/면       54.0   \n",
       "10     가족유형별     가족유형별     가족유형별     양부모가정      양부모가정     양부모가정       54.1   \n",
       "11     가족유형별     가족유형별     가족유형별     한부모가정      한부모가정     한부모가정       47.4   \n",
       "12     가족유형별     가족유형별     가족유형별      조손가정       조손가정      조손가정       51.7   \n",
       "13     가족유형별     가족유형별     가족유형별        기타         기타        기타       42.8   \n",
       "14    경제적수준별    경제적수준별    경제적수준별         상          상         상       57.0   \n",
       "15    경제적수준별    경제적수준별    경제적수준별         중          중         중       52.7   \n",
       "16    경제적수준별    경제적수준별    경제적수준별         하          하         하       51.9   \n",
       "\n",
       "   2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%) 2014 없다(%) 2015 있다(%)  \\\n",
       "0        46.8       70.9       29.1       74.6       25.4       72.6   \n",
       "1        47.8       69.7       30.3       74.4       25.6       72.0   \n",
       "2        45.6       72.2       27.8       74.9       25.1       73.2   \n",
       "3        52.4       67.5       32.5       74.6       25.4       71.3   \n",
       "4        42.0       73.1       26.9       75.5       24.5       72.3   \n",
       "5        44.7       73.1       26.9       73.7       26.3       73.5   \n",
       "6        52.7       64.4       35.6       74.3       25.7       75.0   \n",
       "7        46.4       72.7       27.3       76.8       23.2       77.5   \n",
       "8        47.5       67.4       32.6       72.3       27.7       67.3   \n",
       "9        46.0       77.5       22.5       75.7       24.3       72.4   \n",
       "10       45.9       71.2       28.8       75.0       25.0       72.9   \n",
       "11       52.6       68.3       31.7       68.5       31.5       69.2   \n",
       "12       48.3       75.8       24.2       76.4       23.6       73.9   \n",
       "13       57.2       61.7       38.3       69.3       30.7       61.0   \n",
       "14       43.0       72.7       27.3       76.9       23.1       74.7   \n",
       "15       47.3       68.9       31.1       73.1       26.9       70.2   \n",
       "16       48.1       70.5       29.5       72.3       27.7       70.4   \n",
       "\n",
       "   2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%) 2017 없다(%) 2018 있다(%)  \\\n",
       "0        27.4       73.6       26.4       77.6       22.4       75.9   \n",
       "1        28.0       72.5       27.5       76.3       23.7       74.7   \n",
       "2        26.8       74.8       25.2       79.1       20.9       77.2   \n",
       "3        28.7         76         24       80.3       19.7       76.5   \n",
       "4        27.7       75.4       24.6       76.2       23.8       75.0   \n",
       "5        26.5       70.6       29.4       77.0       23.0       76.0   \n",
       "6        25.0       68.6       31.4       75.6       24.4       77.1   \n",
       "7        22.5       78.4       21.6       80.6       19.4       79.8   \n",
       "8        32.7       70.3       29.7       74.8       25.2       72.5   \n",
       "9        27.6       70.7       29.3       77.4       22.6       76.5   \n",
       "10       27.1       73.7       26.3       78.0       22.0       76.3   \n",
       "11       30.8         73         27       76.4       23.6       71.4   \n",
       "12       26.1       79.1       20.9       75.1       24.9       80.0   \n",
       "13       39.0       67.5       32.5       59.6       40.4       69.2   \n",
       "14       25.3       76.1       23.9       78.5       21.5       77.2   \n",
       "15       29.8       70.6       29.4       76.8       23.2       74.4   \n",
       "16       29.6       71.6       28.4       75.6       24.4       73.9   \n",
       "\n",
       "   2018 없다(%)  \n",
       "0        24.1  \n",
       "1        25.3  \n",
       "2        22.8  \n",
       "3        23.5  \n",
       "4        25.0  \n",
       "5        24.0  \n",
       "6        22.9  \n",
       "7        20.2  \n",
       "8        27.5  \n",
       "9        23.5  \n",
       "10       23.7  \n",
       "11       28.6  \n",
       "12       20.0  \n",
       "13       30.8  \n",
       "14       22.8  \n",
       "15       25.6  \n",
       "16       26.1  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw=raw.replace('지역규모','지역규모별')\n",
    "raw=raw.replace('가족유형','가족유형별')\n",
    "raw=raw.replace('경제적 수준','경제적수준별')\n",
    "raw=raw.replace('학교급','학교유형별')\n",
    "raw=raw.replace('읍면지역','읍/면')\n",
    "raw=raw.replace('가족유형','가족유형별')\n",
    "raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b0dd5548",
   "metadata": {},
   "outputs": [],
   "source": [
    "condition =raw.columns.duplicated()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7f4a328e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>71.3</td>\n",
       "      <td>28.7</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>64.4</td>\n",
       "      <td>35.6</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%)  \\\n",
       "0         전체        소계       53.2       46.8       70.9       29.1       74.6   \n",
       "1         성별        남자       52.2       47.8       69.7       30.3       74.4   \n",
       "2         성별        여자       54.4       45.6       72.2       27.8       74.9   \n",
       "3      학교유형별      초등학교       47.6       52.4       67.5       32.5       74.6   \n",
       "4      학교유형별       중학교       58.0       42.0       73.1       26.9       75.5   \n",
       "5      학교유형별      일반계고       55.3       44.7       73.1       26.9       73.7   \n",
       "6      학교유형별      전문계고       47.3       52.7       64.4       35.6       74.3   \n",
       "7      지역규모별       대도시       53.6       46.4       72.7       27.3       76.8   \n",
       "8      지역규모별      중소도시       52.5       47.5       67.4       32.6       72.3   \n",
       "9      지역규모별       읍/면       54.0       46.0       77.5       22.5       75.7   \n",
       "10     가족유형별     양부모가정       54.1       45.9       71.2       28.8       75.0   \n",
       "11     가족유형별     한부모가정       47.4       52.6       68.3       31.7       68.5   \n",
       "12     가족유형별      조손가정       51.7       48.3       75.8       24.2       76.4   \n",
       "13     가족유형별        기타       42.8       57.2       61.7       38.3       69.3   \n",
       "14    경제적수준별         상       57.0       43.0       72.7       27.3       76.9   \n",
       "15    경제적수준별         중       52.7       47.3       68.9       31.1       73.1   \n",
       "16    경제적수준별         하       51.9       48.1       70.5       29.5       72.3   \n",
       "\n",
       "   2014 없다(%) 2015 있다(%) 2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%)  \\\n",
       "0        25.4       72.6       27.4       73.6       26.4       77.6   \n",
       "1        25.6       72.0       28.0       72.5       27.5       76.3   \n",
       "2        25.1       73.2       26.8       74.8       25.2       79.1   \n",
       "3        25.4       71.3       28.7         76         24       80.3   \n",
       "4        24.5       72.3       27.7       75.4       24.6       76.2   \n",
       "5        26.3       73.5       26.5       70.6       29.4       77.0   \n",
       "6        25.7       75.0       25.0       68.6       31.4       75.6   \n",
       "7        23.2       77.5       22.5       78.4       21.6       80.6   \n",
       "8        27.7       67.3       32.7       70.3       29.7       74.8   \n",
       "9        24.3       72.4       27.6       70.7       29.3       77.4   \n",
       "10       25.0       72.9       27.1       73.7       26.3       78.0   \n",
       "11       31.5       69.2       30.8         73         27       76.4   \n",
       "12       23.6       73.9       26.1       79.1       20.9       75.1   \n",
       "13       30.7       61.0       39.0       67.5       32.5       59.6   \n",
       "14       23.1       74.7       25.3       76.1       23.9       78.5   \n",
       "15       26.9       70.2       29.8       70.6       29.4       76.8   \n",
       "16       27.7       70.4       29.6       71.6       28.4       75.6   \n",
       "\n",
       "   2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "0        22.4       75.9       24.1  \n",
       "1        23.7       74.7       25.3  \n",
       "2        20.9       77.2       22.8  \n",
       "3        19.7       76.5       23.5  \n",
       "4        23.8       75.0       25.0  \n",
       "5        23.0       76.0       24.0  \n",
       "6        24.4       77.1       22.9  \n",
       "7        19.4       79.8       20.2  \n",
       "8        25.2       72.5       27.5  \n",
       "9        22.6       76.5       23.5  \n",
       "10       22.0       76.3       23.7  \n",
       "11       23.6       71.4       28.6  \n",
       "12       24.9       80.0       20.0  \n",
       "13       40.4       69.2       30.8  \n",
       "14       21.5       77.2       22.8  \n",
       "15       23.2       74.4       25.6  \n",
       "16       24.4       73.9       26.1  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw=raw.loc[:, ~condition]\n",
    "raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82d8807d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 데이터셋을 분리\n",
    "# 남/여(sex) >>다날리고 남녀만 남김\n",
    "# 초등(elementary) >> 중학교/고등학교 날림, \"\"초등/지역규모\"\"=>중요!!, 초등 / 가정형태 , 초등/경제수준 \n",
    "# 중등(mid) >> 초등/고등학교 날림\n",
    "# 고등(high) >> 초등/중등 날림"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6d80ecab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%)  \\\n",
       "1        성별        남자       52.2       47.8       69.7       30.3       74.4   \n",
       "2        성별        여자       54.4       45.6       72.2       27.8       74.9   \n",
       "\n",
       "  2014 없다(%) 2015 있다(%) 2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%)  \\\n",
       "1       25.6       72.0       28.0       72.5       27.5       76.3   \n",
       "2       25.1       73.2       26.8       74.8       25.2       79.1   \n",
       "\n",
       "  2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "1       23.7       74.7       25.3  \n",
       "2       20.9       77.2       22.8  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sex= raw[raw['응답자유형별(1)'] == \"성별\"]\n",
    "sex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b5f21b19",
   "metadata": {},
   "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>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>47.6</td>\n",
       "      <td>52.4</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>71.3</td>\n",
       "      <td>28.7</td>\n",
       "      <td>76</td>\n",
       "      <td>24</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%)  \\\n",
       "0         전체        소계       53.2       46.8       70.9       29.1       74.6   \n",
       "1         성별        남자       52.2       47.8       69.7       30.3       74.4   \n",
       "2         성별        여자       54.4       45.6       72.2       27.8       74.9   \n",
       "3      학교유형별      초등학교       47.6       52.4       67.5       32.5       74.6   \n",
       "4      지역규모별       대도시       53.6       46.4       72.7       27.3       76.8   \n",
       "5      지역규모별      중소도시       52.5       47.5       67.4       32.6       72.3   \n",
       "6      지역규모별       읍/면       54.0       46.0       77.5       22.5       75.7   \n",
       "7      가족유형별     양부모가정       54.1       45.9       71.2       28.8       75.0   \n",
       "8      가족유형별     한부모가정       47.4       52.6       68.3       31.7       68.5   \n",
       "9      가족유형별      조손가정       51.7       48.3       75.8       24.2       76.4   \n",
       "10     가족유형별        기타       42.8       57.2       61.7       38.3       69.3   \n",
       "11    경제적수준별         상       57.0       43.0       72.7       27.3       76.9   \n",
       "12    경제적수준별         중       52.7       47.3       68.9       31.1       73.1   \n",
       "13    경제적수준별         하       51.9       48.1       70.5       29.5       72.3   \n",
       "\n",
       "   2014 없다(%) 2015 있다(%) 2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%)  \\\n",
       "0        25.4       72.6       27.4       73.6       26.4       77.6   \n",
       "1        25.6       72.0       28.0       72.5       27.5       76.3   \n",
       "2        25.1       73.2       26.8       74.8       25.2       79.1   \n",
       "3        25.4       71.3       28.7         76         24       80.3   \n",
       "4        23.2       77.5       22.5       78.4       21.6       80.6   \n",
       "5        27.7       67.3       32.7       70.3       29.7       74.8   \n",
       "6        24.3       72.4       27.6       70.7       29.3       77.4   \n",
       "7        25.0       72.9       27.1       73.7       26.3       78.0   \n",
       "8        31.5       69.2       30.8         73         27       76.4   \n",
       "9        23.6       73.9       26.1       79.1       20.9       75.1   \n",
       "10       30.7       61.0       39.0       67.5       32.5       59.6   \n",
       "11       23.1       74.7       25.3       76.1       23.9       78.5   \n",
       "12       26.9       70.2       29.8       70.6       29.4       76.8   \n",
       "13       27.7       70.4       29.6       71.6       28.4       75.6   \n",
       "\n",
       "   2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "0        22.4       75.9       24.1  \n",
       "1        23.7       74.7       25.3  \n",
       "2        20.9       77.2       22.8  \n",
       "3        19.7       76.5       23.5  \n",
       "4        19.4       79.8       20.2  \n",
       "5        25.2       72.5       27.5  \n",
       "6        22.6       76.5       23.5  \n",
       "7        22.0       76.3       23.7  \n",
       "8        23.6       71.4       28.6  \n",
       "9        24.9       80.0       20.0  \n",
       "10       40.4       69.2       30.8  \n",
       "11       21.5       77.2       22.8  \n",
       "12       23.2       74.4       25.6  \n",
       "13       24.4       73.9       26.1  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elementary= raw.drop([4,5,6])\n",
    "elementary=elementary.reset_index(drop=True)\n",
    "elementary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "06195036",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>중학교</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>75.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>75.4</td>\n",
       "      <td>24.6</td>\n",
       "      <td>76.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%)  \\\n",
       "0         전체        소계       53.2       46.8       70.9       29.1       74.6   \n",
       "1         성별        남자       52.2       47.8       69.7       30.3       74.4   \n",
       "2         성별        여자       54.4       45.6       72.2       27.8       74.9   \n",
       "3      학교유형별       중학교       58.0       42.0       73.1       26.9       75.5   \n",
       "4      지역규모별       대도시       53.6       46.4       72.7       27.3       76.8   \n",
       "5      지역규모별      중소도시       52.5       47.5       67.4       32.6       72.3   \n",
       "6      지역규모별       읍/면       54.0       46.0       77.5       22.5       75.7   \n",
       "7      가족유형별     양부모가정       54.1       45.9       71.2       28.8       75.0   \n",
       "8      가족유형별     한부모가정       47.4       52.6       68.3       31.7       68.5   \n",
       "9      가족유형별      조손가정       51.7       48.3       75.8       24.2       76.4   \n",
       "10     가족유형별        기타       42.8       57.2       61.7       38.3       69.3   \n",
       "11    경제적수준별         상       57.0       43.0       72.7       27.3       76.9   \n",
       "12    경제적수준별         중       52.7       47.3       68.9       31.1       73.1   \n",
       "13    경제적수준별         하       51.9       48.1       70.5       29.5       72.3   \n",
       "\n",
       "   2014 없다(%) 2015 있다(%) 2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%)  \\\n",
       "0        25.4       72.6       27.4       73.6       26.4       77.6   \n",
       "1        25.6       72.0       28.0       72.5       27.5       76.3   \n",
       "2        25.1       73.2       26.8       74.8       25.2       79.1   \n",
       "3        24.5       72.3       27.7       75.4       24.6       76.2   \n",
       "4        23.2       77.5       22.5       78.4       21.6       80.6   \n",
       "5        27.7       67.3       32.7       70.3       29.7       74.8   \n",
       "6        24.3       72.4       27.6       70.7       29.3       77.4   \n",
       "7        25.0       72.9       27.1       73.7       26.3       78.0   \n",
       "8        31.5       69.2       30.8         73         27       76.4   \n",
       "9        23.6       73.9       26.1       79.1       20.9       75.1   \n",
       "10       30.7       61.0       39.0       67.5       32.5       59.6   \n",
       "11       23.1       74.7       25.3       76.1       23.9       78.5   \n",
       "12       26.9       70.2       29.8       70.6       29.4       76.8   \n",
       "13       27.7       70.4       29.6       71.6       28.4       75.6   \n",
       "\n",
       "   2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "0        22.4       75.9       24.1  \n",
       "1        23.7       74.7       25.3  \n",
       "2        20.9       77.2       22.8  \n",
       "3        23.8       75.0       25.0  \n",
       "4        19.4       79.8       20.2  \n",
       "5        25.2       72.5       27.5  \n",
       "6        22.6       76.5       23.5  \n",
       "7        22.0       76.3       23.7  \n",
       "8        23.6       71.4       28.6  \n",
       "9        24.9       80.0       20.0  \n",
       "10       40.4       69.2       30.8  \n",
       "11       21.5       77.2       22.8  \n",
       "12       23.2       74.4       25.6  \n",
       "13       24.4       73.9       26.1  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mid=raw.drop([3,5,6])\n",
    "mid=mid.reset_index(drop=True)\n",
    "mid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d7d3441c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>응답자유형별(1)</th>\n",
       "      <th>응답자유형별(2)</th>\n",
       "      <th>2012 있다(%)</th>\n",
       "      <th>2012 없다(%)</th>\n",
       "      <th>2013 있다(%)</th>\n",
       "      <th>2013 없다(%)</th>\n",
       "      <th>2014 있다(%)</th>\n",
       "      <th>2014 없다(%)</th>\n",
       "      <th>2015 있다(%)</th>\n",
       "      <th>2015 없다(%)</th>\n",
       "      <th>2016 있다(%)</th>\n",
       "      <th>2016 없다(%)</th>\n",
       "      <th>2017 있다(%)</th>\n",
       "      <th>2017 없다(%)</th>\n",
       "      <th>2018 있다(%)</th>\n",
       "      <th>2018 없다(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전체</td>\n",
       "      <td>소계</td>\n",
       "      <td>53.2</td>\n",
       "      <td>46.8</td>\n",
       "      <td>70.9</td>\n",
       "      <td>29.1</td>\n",
       "      <td>74.6</td>\n",
       "      <td>25.4</td>\n",
       "      <td>72.6</td>\n",
       "      <td>27.4</td>\n",
       "      <td>73.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>77.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>75.9</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>성별</td>\n",
       "      <td>남자</td>\n",
       "      <td>52.2</td>\n",
       "      <td>47.8</td>\n",
       "      <td>69.7</td>\n",
       "      <td>30.3</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>성별</td>\n",
       "      <td>여자</td>\n",
       "      <td>54.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>72.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>74.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>73.2</td>\n",
       "      <td>26.8</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>일반계고</td>\n",
       "      <td>55.3</td>\n",
       "      <td>44.7</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>73.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>77.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>학교유형별</td>\n",
       "      <td>전문계고</td>\n",
       "      <td>47.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>64.4</td>\n",
       "      <td>35.6</td>\n",
       "      <td>74.3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>68.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>77.1</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>대도시</td>\n",
       "      <td>53.6</td>\n",
       "      <td>46.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>78.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>80.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>79.8</td>\n",
       "      <td>20.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>중소도시</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.4</td>\n",
       "      <td>32.6</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>67.3</td>\n",
       "      <td>32.7</td>\n",
       "      <td>70.3</td>\n",
       "      <td>29.7</td>\n",
       "      <td>74.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>72.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>지역규모별</td>\n",
       "      <td>읍/면</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72.4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>70.7</td>\n",
       "      <td>29.3</td>\n",
       "      <td>77.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>76.5</td>\n",
       "      <td>23.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>양부모가정</td>\n",
       "      <td>54.1</td>\n",
       "      <td>45.9</td>\n",
       "      <td>71.2</td>\n",
       "      <td>28.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>한부모가정</td>\n",
       "      <td>47.4</td>\n",
       "      <td>52.6</td>\n",
       "      <td>68.3</td>\n",
       "      <td>31.7</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>73</td>\n",
       "      <td>27</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>71.4</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>조손가정</td>\n",
       "      <td>51.7</td>\n",
       "      <td>48.3</td>\n",
       "      <td>75.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>76.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "      <td>79.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>75.1</td>\n",
       "      <td>24.9</td>\n",
       "      <td>80.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>가족유형별</td>\n",
       "      <td>기타</td>\n",
       "      <td>42.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>61.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>69.3</td>\n",
       "      <td>30.7</td>\n",
       "      <td>61.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>59.6</td>\n",
       "      <td>40.4</td>\n",
       "      <td>69.2</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>상</td>\n",
       "      <td>57.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>76.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>74.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>76.1</td>\n",
       "      <td>23.9</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21.5</td>\n",
       "      <td>77.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>중</td>\n",
       "      <td>52.7</td>\n",
       "      <td>47.3</td>\n",
       "      <td>68.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>26.9</td>\n",
       "      <td>70.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>70.6</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>74.4</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>경제적수준별</td>\n",
       "      <td>하</td>\n",
       "      <td>51.9</td>\n",
       "      <td>48.1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>72.3</td>\n",
       "      <td>27.7</td>\n",
       "      <td>70.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>71.6</td>\n",
       "      <td>28.4</td>\n",
       "      <td>75.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>73.9</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   응답자유형별(1) 응답자유형별(2) 2012 있다(%) 2012 없다(%) 2013 있다(%) 2013 없다(%) 2014 있다(%)  \\\n",
       "0         전체        소계       53.2       46.8       70.9       29.1       74.6   \n",
       "1         성별        남자       52.2       47.8       69.7       30.3       74.4   \n",
       "2         성별        여자       54.4       45.6       72.2       27.8       74.9   \n",
       "3      학교유형별      일반계고       55.3       44.7       73.1       26.9       73.7   \n",
       "4      학교유형별      전문계고       47.3       52.7       64.4       35.6       74.3   \n",
       "5      지역규모별       대도시       53.6       46.4       72.7       27.3       76.8   \n",
       "6      지역규모별      중소도시       52.5       47.5       67.4       32.6       72.3   \n",
       "7      지역규모별       읍/면       54.0       46.0       77.5       22.5       75.7   \n",
       "8      가족유형별     양부모가정       54.1       45.9       71.2       28.8       75.0   \n",
       "9      가족유형별     한부모가정       47.4       52.6       68.3       31.7       68.5   \n",
       "10     가족유형별      조손가정       51.7       48.3       75.8       24.2       76.4   \n",
       "11     가족유형별        기타       42.8       57.2       61.7       38.3       69.3   \n",
       "12    경제적수준별         상       57.0       43.0       72.7       27.3       76.9   \n",
       "13    경제적수준별         중       52.7       47.3       68.9       31.1       73.1   \n",
       "14    경제적수준별         하       51.9       48.1       70.5       29.5       72.3   \n",
       "\n",
       "   2014 없다(%) 2015 있다(%) 2015 없다(%) 2016 있다(%) 2016 없다(%) 2017 있다(%)  \\\n",
       "0        25.4       72.6       27.4       73.6       26.4       77.6   \n",
       "1        25.6       72.0       28.0       72.5       27.5       76.3   \n",
       "2        25.1       73.2       26.8       74.8       25.2       79.1   \n",
       "3        26.3       73.5       26.5       70.6       29.4       77.0   \n",
       "4        25.7       75.0       25.0       68.6       31.4       75.6   \n",
       "5        23.2       77.5       22.5       78.4       21.6       80.6   \n",
       "6        27.7       67.3       32.7       70.3       29.7       74.8   \n",
       "7        24.3       72.4       27.6       70.7       29.3       77.4   \n",
       "8        25.0       72.9       27.1       73.7       26.3       78.0   \n",
       "9        31.5       69.2       30.8         73         27       76.4   \n",
       "10       23.6       73.9       26.1       79.1       20.9       75.1   \n",
       "11       30.7       61.0       39.0       67.5       32.5       59.6   \n",
       "12       23.1       74.7       25.3       76.1       23.9       78.5   \n",
       "13       26.9       70.2       29.8       70.6       29.4       76.8   \n",
       "14       27.7       70.4       29.6       71.6       28.4       75.6   \n",
       "\n",
       "   2017 없다(%) 2018 있다(%) 2018 없다(%)  \n",
       "0        22.4       75.9       24.1  \n",
       "1        23.7       74.7       25.3  \n",
       "2        20.9       77.2       22.8  \n",
       "3        23.0       76.0       24.0  \n",
       "4        24.4       77.1       22.9  \n",
       "5        19.4       79.8       20.2  \n",
       "6        25.2       72.5       27.5  \n",
       "7        22.6       76.5       23.5  \n",
       "8        22.0       76.3       23.7  \n",
       "9        23.6       71.4       28.6  \n",
       "10       24.9       80.0       20.0  \n",
       "11       40.4       69.2       30.8  \n",
       "12       21.5       77.2       22.8  \n",
       "13       23.2       74.4       25.6  \n",
       "14       24.4       73.9       26.1  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high=raw.drop([3,4])\n",
    "high=high.reset_index(drop=True)\n",
    "high"
   ]
  }
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