Get_KOSPI200_Return.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time\n",
    "from pykrx import stock\n",
    "import FinanceDataReader as fdr\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\PC\\\\OneDrive\\\\Data Science\\\\Weak-supervision\\\\생존편향 제거'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Symbol</th>\n",
       "      <th>20100101</th>\n",
       "      <th>20100102</th>\n",
       "      <th>20100103</th>\n",
       "      <th>20100104</th>\n",
       "      <th>20100105</th>\n",
       "      <th>20100106</th>\n",
       "      <th>20100107</th>\n",
       "      <th>20100108</th>\n",
       "      <th>20100109</th>\n",
       "      <th>...</th>\n",
       "      <th>20191222</th>\n",
       "      <th>20191223</th>\n",
       "      <th>20191224</th>\n",
       "      <th>20191225</th>\n",
       "      <th>20191226</th>\n",
       "      <th>20191227</th>\n",
       "      <th>20191228</th>\n",
       "      <th>20191229</th>\n",
       "      <th>20191230</th>\n",
       "      <th>20191231</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Symbol Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>조흥은행</th>\n",
       "      <td>A000010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조흥은행(1신)</th>\n",
       "      <td>A000011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조흥은행(2신)</th>\n",
       "      <td>A000012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>동화약품</th>\n",
       "      <td>A000020</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>동화약품공업(1신)</th>\n",
       "      <td>A000021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>잉글우드랩</th>\n",
       "      <td>A950140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>코오롱티슈진</th>\n",
       "      <td>A950160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JTC</th>\n",
       "      <td>A950170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SNK</th>\n",
       "      <td>A950180</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>편입개수</th>\n",
       "      <td>NaN</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>...</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5190 rows × 3653 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Symbol 20100101 20100102 20100103 20100104 20100105 20100106  \\\n",
       "Symbol Name                                                                  \n",
       "조흥은행         A000010      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "조흥은행(1신)     A000011      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "조흥은행(2신)     A000012      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "동화약품         A000020        Y        Y        Y        Y        Y        Y   \n",
       "동화약품공업(1신)   A000021      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "...              ...      ...      ...      ...      ...      ...      ...   \n",
       "잉글우드랩        A950140      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "코오롱티슈진       A950160      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "JTC          A950170      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "SNK          A950180      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "편입개수             NaN    200.0    200.0    200.0    200.0    200.0    200.0   \n",
       "\n",
       "            20100107 20100108 20100109  ... 20191222 20191223 20191224  \\\n",
       "Symbol Name                             ...                              \n",
       "조흥은행             NaN      NaN      NaN  ...      NaN      NaN      NaN   \n",
       "조흥은행(1신)         NaN      NaN      NaN  ...      NaN      NaN      NaN   \n",
       "조흥은행(2신)         NaN      NaN      NaN  ...      NaN      NaN      NaN   \n",
       "동화약품               Y        Y        Y  ...        N        N        N   \n",
       "동화약품공업(1신)       NaN      NaN      NaN  ...      NaN      NaN      NaN   \n",
       "...              ...      ...      ...  ...      ...      ...      ...   \n",
       "잉글우드랩            NaN      NaN      NaN  ...        N        N        N   \n",
       "코오롱티슈진           NaN      NaN      NaN  ...        N        N        N   \n",
       "JTC              NaN      NaN      NaN  ...        N        N        N   \n",
       "SNK              NaN      NaN      NaN  ...        N        N        N   \n",
       "편입개수           200.0    200.0    200.0  ...    200.0    200.0    200.0   \n",
       "\n",
       "            20191225 20191226 20191227 20191228 20191229 20191230 20191231  \n",
       "Symbol Name                                                                 \n",
       "조흥은행             NaN      NaN      NaN      NaN      NaN      NaN      NaN  \n",
       "조흥은행(1신)         NaN      NaN      NaN      NaN      NaN      NaN      NaN  \n",
       "조흥은행(2신)         NaN      NaN      NaN      NaN      NaN      NaN      NaN  \n",
       "동화약품               N        N        N        N        N        N        N  \n",
       "동화약품공업(1신)       NaN      NaN      NaN      NaN      NaN      NaN      NaN  \n",
       "...              ...      ...      ...      ...      ...      ...      ...  \n",
       "잉글우드랩              N        N        N        N        N        N        N  \n",
       "코오롱티슈진             N        N        N        N        N        N        N  \n",
       "JTC                N        N        N        N        N        N        N  \n",
       "SNK                N        N        N        N        N        N        N  \n",
       "편입개수           200.0    200.0    200.0    200.0    200.0    200.0    200.0  \n",
       "\n",
       "[5190 rows x 3653 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ = pd.read_csv(r'C:\\Users\\PC\\OneDrive\\Data Science\\Weak-supervision\\생존편향 제거\\완료된 데이터\\remove_survival_bias 데이터\\new_df_bfconv.csv', encoding='euc-kr').set_index('Symbol Name')\n",
    "df_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert symbol to eliminate useless 'A' (ex. A000010 -> 000010)\n",
    "def symbol_convertor(str_):\n",
    "    return str_[1:]\n",
    "\n",
    "# 전체 기업코드 변환\n",
    "symbol_origin = list(df_.loc[:'SNK','Symbol'].values)\n",
    "symbol_origin = list(map(symbol_convertor, symbol_origin))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "symbol_name_origin = list(df_.index.values)[:-1]   # 전체 기업이름(마지막 '편입개수'행만 빼고)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('조흥은행', '000010'),\n",
       " ('조흥은행(1신)', '000011'),\n",
       " ('조흥은행(2신)', '000012'),\n",
       " ('동화약품', '000020'),\n",
       " ('동화약품공업(1신)', '000021')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make dictionary for corporate name & corporate code\n",
    "symbol_dic = {}\n",
    "for i in range(len(symbol_origin)):\n",
    "    name = symbol_name_origin[i]\n",
    "    code = symbol_origin[i]\n",
    "    symbol_dic[name] = code\n",
    "list(symbol_dic.items())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>AK홀딩스</th>\n",
       "      <th>BGF</th>\n",
       "      <th>BGF리테일</th>\n",
       "      <th>BNK금융지주</th>\n",
       "      <th>CJ</th>\n",
       "      <th>CJ CGV</th>\n",
       "      <th>CJ대한통운</th>\n",
       "      <th>CJ제일제당</th>\n",
       "      <th>DB손해보험</th>\n",
       "      <th>DB하이텍</th>\n",
       "      <th>...</th>\n",
       "      <th>현대해상</th>\n",
       "      <th>현대홈쇼핑</th>\n",
       "      <th>호텔신라</th>\n",
       "      <th>화신</th>\n",
       "      <th>효성</th>\n",
       "      <th>효성중공업</th>\n",
       "      <th>후성</th>\n",
       "      <th>휠라홀딩스</th>\n",
       "      <th>휴비스</th>\n",
       "      <th>휴켐스</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20100101</th>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100102</th>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100103</th>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100104</th>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100105</th>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20191227</th>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20191228</th>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20191229</th>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20191230</th>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20191231</th>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>...</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>O</td>\n",
       "      <td>X</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3652 rows × 310 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         AK홀딩스 BGF BGF리테일 BNK금융지주 CJ CJ CGV CJ대한통운 CJ제일제당 DB손해보험 DB하이텍  ...  \\\n",
       "Date                                                                    ...   \n",
       "20100101     O   X      X       X  O      X      O      O      X     O  ...   \n",
       "20100102     O   X      X       X  O      X      O      O      X     O  ...   \n",
       "20100103     O   X      X       X  O      X      O      O      X     O  ...   \n",
       "20100104     O   X      X       X  O      X      O      O      X     O  ...   \n",
       "20100105     O   X      X       X  O      X      O      O      X     O  ...   \n",
       "...        ...  ..    ...     ... ..    ...    ...    ...    ...   ...  ...   \n",
       "20191227     O   O      O       O  O      O      O      O      O     O  ...   \n",
       "20191228     O   O      O       O  O      O      O      O      O     O  ...   \n",
       "20191229     O   O      O       O  O      O      O      O      O     O  ...   \n",
       "20191230     O   O      O       O  O      O      O      O      O     O  ...   \n",
       "20191231     O   O      O       O  O      O      O      O      O     O  ...   \n",
       "\n",
       "         현대해상 현대홈쇼핑 호텔신라 화신 효성 효성중공업 후성 휠라홀딩스 휴비스 휴켐스  \n",
       "Date                                                   \n",
       "20100101    X     X    X  X  O     X  O     X   X   O  \n",
       "20100102    X     X    X  X  O     X  O     X   X   O  \n",
       "20100103    X     X    X  X  O     X  O     X   X   O  \n",
       "20100104    X     X    X  X  O     X  O     X   X   O  \n",
       "20100105    X     X    X  X  O     X  O     X   X   O  \n",
       "...       ...   ...  ... .. ..   ... ..   ...  ..  ..  \n",
       "20191227    O     O    O  X  O     O  O     O   X   O  \n",
       "20191228    O     O    O  X  O     O  O     O   X   O  \n",
       "20191229    O     O    O  X  O     O  O     O   X   O  \n",
       "20191230    O     O    O  X  O     O  O     O   X   O  \n",
       "20191231    O     O    O  X  O     O  O     O   X   O  \n",
       "\n",
       "[3652 rows x 310 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_df = pd.read_csv(r'C:\\Users\\PC\\OneDrive\\Data Science\\Weak-supervision\\생존편향 제거\\완료된 데이터\\date_df.csv', encoding='euc-kr').set_index('Date')\n",
    "date_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AK홀딩스',\n",
       " 'BGF',\n",
       " 'BGF리테일',\n",
       " 'BNK금융지주',\n",
       " 'CJ',\n",
       " 'CJ CGV',\n",
       " 'CJ대한통운',\n",
       " 'CJ제일제당',\n",
       " 'DB손해보험',\n",
       " 'DB하이텍',\n",
       " 'DGB금융지주',\n",
       " 'GKL',\n",
       " 'GS',\n",
       " 'GS건설',\n",
       " 'GS리테일',\n",
       " 'HDC',\n",
       " 'HDC현대산업개발',\n",
       " 'HSD엔진',\n",
       " 'JW중외제약',\n",
       " 'JW홀딩스',\n",
       " 'KB금융',\n",
       " '케이씨씨',\n",
       " 'KC그린홀딩스',\n",
       " 'KISCO홀딩스',\n",
       " 'KPX케미칼',\n",
       " '케이티',\n",
       " '케이티앤지',\n",
       " 'LF',\n",
       " 'LG',\n",
       " 'LG디스플레이',\n",
       " 'LG상사',\n",
       " 'LG생명과학',\n",
       " 'LG생활건강',\n",
       " 'LG유플러스',\n",
       " 'LG이노텍',\n",
       " 'LG전자',\n",
       " 'LG하우시스',\n",
       " 'LG화학',\n",
       " 'LIG넥스원',\n",
       " 'LS',\n",
       " 'LS산전',\n",
       " 'NAVER',\n",
       " 'NH투자증권',\n",
       " 'OCI',\n",
       " '포스코',\n",
       " 'S&TC',\n",
       " 'S&T모티브',\n",
       " 'S&T중공업',\n",
       " 'S-Oil',\n",
       " 'SBS',\n",
       " 'SK',\n",
       " 'SKC',\n",
       " 'SK네트웍스',\n",
       " 'SK디스커버리',\n",
       " 'SK이노베이션',\n",
       " 'SK케미칼',\n",
       " 'SK텔레콤',\n",
       " 'SK하이닉스',\n",
       " 'SPC삼립',\n",
       " 'STX',\n",
       " 'STX엔진',\n",
       " 'STX조선해양',\n",
       " 'STX중공업',\n",
       " '티비에이치글로벌',\n",
       " '강원랜드',\n",
       " '경방',\n",
       " '고려아연',\n",
       " '고려제강',\n",
       " '광동제약',\n",
       " '광전자',\n",
       " '국도화학',\n",
       " '금호산업',\n",
       " '금호석유화학',\n",
       " '금호전기',\n",
       " '금호타이어',\n",
       " '기아자동차',\n",
       " '기업은행',\n",
       " '남양유업',\n",
       " '남해화학',\n",
       " '넥센타이어',\n",
       " '넷마블',\n",
       " '녹십자',\n",
       " '녹십자홀딩스',\n",
       " '농심',\n",
       " '대교',\n",
       " '대구은행',\n",
       " '대덕GDS',\n",
       " '대덕전자',\n",
       " '대림산업',\n",
       " '대상',\n",
       " '대우건설',\n",
       " '대우조선해양',\n",
       " '대웅제약',\n",
       " '대원강업',\n",
       " '대한유화',\n",
       " '대한전선',\n",
       " '대한제강',\n",
       " '대한제당',\n",
       " '대한제분',\n",
       " '대한항공',\n",
       " '도레이케미칼',\n",
       " '동국제강',\n",
       " '동부제철',\n",
       " '동서',\n",
       " '동아쏘시오홀딩스',\n",
       " '동아에스티',\n",
       " '동양',\n",
       " '동원F&B',\n",
       " '동원시스템즈',\n",
       " '동일산업',\n",
       " '동화약품',\n",
       " '두산',\n",
       " '두산밥캣',\n",
       " '두산인프라코어',\n",
       " '두산중공업',\n",
       " '디와이',\n",
       " '디티알오토모티브',\n",
       " '락앤락',\n",
       " '롯데쇼핑',\n",
       " '롯데정밀화학',\n",
       " '롯데지주',\n",
       " '롯데칠성음료',\n",
       " '롯데케미칼',\n",
       " '롯데푸드',\n",
       " '롯데하이마트',\n",
       " '만도',\n",
       " '메리츠종금증권',\n",
       " '모토닉',\n",
       " '무림P&P',\n",
       " '무림페이퍼',\n",
       " '무학',\n",
       " '미래에셋대우',\n",
       " '미래에셋증권',\n",
       " '벽산',\n",
       " '보령제약',\n",
       " '부광약품',\n",
       " '부산은행',\n",
       " '빙그레',\n",
       " '사조동아원',\n",
       " '삼광글라스',\n",
       " '삼성SDI',\n",
       " '삼성물산',\n",
       " '삼성바이오로직스',\n",
       " '삼성생명',\n",
       " '삼성에스디에스',\n",
       " '삼성엔지니어링',\n",
       " '삼성전기',\n",
       " '삼성전자',\n",
       " '삼성중공업',\n",
       " '삼성증권',\n",
       " '삼성카드',\n",
       " '삼성화재해상보험',\n",
       " '삼양사',\n",
       " '삼양제넥스',\n",
       " '삼양홀딩스',\n",
       " '삼영전자공업',\n",
       " '삼진제약',\n",
       " '서연',\n",
       " '서흥',\n",
       " '세방전지',\n",
       " '세아베스틸',\n",
       " '세아제강지주',\n",
       " '세원셀론텍',\n",
       " '세종공업',\n",
       " '세하',\n",
       " '셀트리온',\n",
       " '송원산업',\n",
       " '신도리코',\n",
       " '신성이엔지',\n",
       " '신세계',\n",
       " '신세계인터내셔날',\n",
       " '신한지주',\n",
       " '쌍용양회공업',\n",
       " '쌍용자동차',\n",
       " '아모레퍼시픽그룹',\n",
       " '아모레퍼시픽',\n",
       " '아세아',\n",
       " '아이에스동서',\n",
       " '알루코',\n",
       " '알바이오',\n",
       " '애경산업',\n",
       " '에스엘',\n",
       " '에스원',\n",
       " '에이블씨엔씨',\n",
       " '엔씨소프트',\n",
       " '엔케이',\n",
       " '영원무역',\n",
       " '영진약품',\n",
       " '영풍',\n",
       " '오뚜기',\n",
       " '오리온',\n",
       " '오리온홀딩스',\n",
       " '하나은행',\n",
       " '우리금융지주',\n",
       " '우리은행',\n",
       " '웅진에너지',\n",
       " '유니드',\n",
       " '유니온스틸',\n",
       " '유수홀딩스',\n",
       " '유한양행',\n",
       " '율촌화학',\n",
       " '이노션',\n",
       " '이마트',\n",
       " '이수화학',\n",
       " '인디에프',\n",
       " '일동홀딩스',\n",
       " '일성신약',\n",
       " '일신방직',\n",
       " '일양약품',\n",
       " '일진디스플',\n",
       " '일진머티리얼즈',\n",
       " '일진전기',\n",
       " '자화전자',\n",
       " '한국전기초자',\n",
       " '제일기획',\n",
       " '제일모직',\n",
       " '제일파마홀딩스',\n",
       " '조광피혁',\n",
       " '조선내화',\n",
       " '종근당',\n",
       " '종근당홀딩스',\n",
       " '카카오',\n",
       " '카프로',\n",
       " '아진카인텍',\n",
       " '케이피케미칼',\n",
       " '코리아써키트',\n",
       " '코스맥스',\n",
       " '코스맥스비티아이',\n",
       " '코오롱',\n",
       " '코오롱인더',\n",
       " '코웨이',\n",
       " '쿠쿠홀딩스',\n",
       " '큐로',\n",
       " '크라운해태홀딩스',\n",
       " '태광산업',\n",
       " '파미셀',\n",
       " '팜스코',\n",
       " '팬오션',\n",
       " '퍼시스',\n",
       " '포스코인터내셔널',\n",
       " '포스코플랜텍',\n",
       " '풍산',\n",
       " '하나금융지주',\n",
       " '하이트맥주',\n",
       " '하이트진로',\n",
       " '하이트진로홀딩스',\n",
       " '한국가스공사',\n",
       " '한국금융지주',\n",
       " '한국기술산업',\n",
       " '한국단자공업',\n",
       " '한국쉘석유',\n",
       " '한국전력공사',\n",
       " '한국제지',\n",
       " '한국조선해양',\n",
       " '한국철강',\n",
       " '한국카본',\n",
       " '한국콜마',\n",
       " '한국타이어앤테크놀로지',\n",
       " '한국테크놀로지그룹',\n",
       " '한국항공우주',\n",
       " '한독',\n",
       " '한라홀딩스',\n",
       " '한미반도체',\n",
       " '한미사이언스',\n",
       " '한미약품',\n",
       " '한샘',\n",
       " '한섬',\n",
       " '한세실업',\n",
       " '한솔케미칼',\n",
       " '한솔테크닉스',\n",
       " '한솔홀딩스',\n",
       " '한온시스템',\n",
       " '한올바이오파마',\n",
       " '한일현대시멘트',\n",
       " '한일홀딩스',\n",
       " '한전KPS',\n",
       " '한전기술',\n",
       " '한진중공업',\n",
       " '한진중공업홀딩스',\n",
       " '한화',\n",
       " '한화생명',\n",
       " '한화솔루션',\n",
       " '한화에어로스페이스',\n",
       " '한화화인케미칼',\n",
       " '현대건설',\n",
       " '현대그린푸드',\n",
       " '현대글로비스',\n",
       " '현대로템',\n",
       " '현대리바트',\n",
       " '현대모비스',\n",
       " '현대미포조선',\n",
       " '현대백화점',\n",
       " '현대상선',\n",
       " '현대엘리베이터',\n",
       " '현대위아',\n",
       " '현대제철',\n",
       " '현대중공업지주',\n",
       " '케이비증권',\n",
       " '현대자동차',\n",
       " '현대하이스코',\n",
       " '현대해상',\n",
       " '현대홈쇼핑',\n",
       " '호텔신라',\n",
       " '화신',\n",
       " '효성',\n",
       " '효성중공업',\n",
       " '후성',\n",
       " '휠라홀딩스',\n",
       " '휴비스',\n",
       " '휴켐스']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rename한 columns : KOSPI200 기업이름\n",
    "lv2_companies_rename = list(date_df.columns.values)\n",
    "lv2_companies_rename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "310"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lv2_companies_rename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>20100101</th>\n",
       "      <th>20100102</th>\n",
       "      <th>20100103</th>\n",
       "      <th>20100104</th>\n",
       "      <th>20100105</th>\n",
       "      <th>20100106</th>\n",
       "      <th>20100107</th>\n",
       "      <th>20100108</th>\n",
       "      <th>20100109</th>\n",
       "      <th>20100110</th>\n",
       "      <th>...</th>\n",
       "      <th>20191222</th>\n",
       "      <th>20191223</th>\n",
       "      <th>20191224</th>\n",
       "      <th>20191225</th>\n",
       "      <th>20191226</th>\n",
       "      <th>20191227</th>\n",
       "      <th>20191228</th>\n",
       "      <th>20191229</th>\n",
       "      <th>20191230</th>\n",
       "      <th>20191231</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>...</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>...</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>...</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>...</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>...</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>...</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>...</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>...</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>202 rows × 3652 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           20100101 20100102 20100103 20100104 20100105 20100106 20100107  \\\n",
       "Unnamed: 0                                                                  \n",
       "0              동화약품     동화약품     동화약품     동화약품     동화약품     동화약품     동화약품   \n",
       "1                경방       경방       경방       경방       경방       경방       경방   \n",
       "2             삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스   \n",
       "3              유한양행     유한양행     유한양행     유한양행     유한양행     유한양행     유한양행   \n",
       "4            CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   \n",
       "...             ...      ...      ...      ...      ...      ...      ...   \n",
       "197           한진중공업    한진중공업    한진중공업    한진중공업    한진중공업    한진중공업    한진중공업   \n",
       "198          CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   \n",
       "199            KB금융     KB금융     KB금융     KB금융     KB금융     KB금융     KB금융   \n",
       "200             NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "201             NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "           20100108 20100109 20100110  ...   20191222   20191223   20191224  \\\n",
       "Unnamed: 0                             ...                                    \n",
       "0              동화약품     동화약품     동화약품  ...      삼양홀딩스      삼양홀딩스      삼양홀딩스   \n",
       "1                경방       경방       경방  ...      하이트진로      하이트진로      하이트진로   \n",
       "2             삼양홀딩스    삼양홀딩스    삼양홀딩스  ...       유한양행       유한양행       유한양행   \n",
       "3              유한양행     유한양행     유한양행  ...     CJ대한통운     CJ대한통운     CJ대한통운   \n",
       "4            CJ대한통운   CJ대한통운   CJ대한통운  ...         두산         두산         두산   \n",
       "...             ...      ...      ...  ...        ...        ...        ...   \n",
       "197           한진중공업    한진중공업    한진중공업  ...  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발   \n",
       "198          CJ제일제당   CJ제일제당   CJ제일제당  ...      효성중공업      효성중공업      효성중공업   \n",
       "199            KB금융     KB금융     KB금융  ...     우리금융지주     우리금융지주     우리금융지주   \n",
       "200             NaN      NaN      NaN  ...        NaN        NaN        NaN   \n",
       "201             NaN      NaN      NaN  ...        NaN        NaN        NaN   \n",
       "\n",
       "             20191225   20191226   20191227   20191228   20191229   20191230  \\\n",
       "Unnamed: 0                                                                     \n",
       "0               삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스   \n",
       "1               하이트진로      하이트진로      하이트진로      하이트진로      하이트진로      하이트진로   \n",
       "2                유한양행       유한양행       유한양행       유한양행       유한양행       유한양행   \n",
       "3              CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운   \n",
       "4                  두산         두산         두산         두산         두산         두산   \n",
       "...               ...        ...        ...        ...        ...        ...   \n",
       "197         HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발   \n",
       "198             효성중공업      효성중공업      효성중공업      효성중공업      효성중공업      효성중공업   \n",
       "199            우리금융지주     우리금융지주     우리금융지주     우리금융지주     우리금융지주     우리금융지주   \n",
       "200               NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "201               NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "             20191231  \n",
       "Unnamed: 0             \n",
       "0               삼양홀딩스  \n",
       "1               하이트진로  \n",
       "2                유한양행  \n",
       "3              CJ대한통운  \n",
       "4                  두산  \n",
       "...               ...  \n",
       "197         HDC현대산업개발  \n",
       "198             효성중공업  \n",
       "199            우리금융지주  \n",
       "200               NaN  \n",
       "201               NaN  \n",
       "\n",
       "[202 rows x 3652 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_k200 = pd.read_csv(r'C:\\Users\\PC\\OneDrive\\Data Science\\Weak-supervision\\생존편향 제거\\완료된 데이터\\daily_k200.csv', encoding='euc-kr').set_index('Unnamed: 0')\n",
    "daily_k200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>20100101</th>\n",
       "      <th>20100102</th>\n",
       "      <th>20100103</th>\n",
       "      <th>20100104</th>\n",
       "      <th>20100105</th>\n",
       "      <th>20100106</th>\n",
       "      <th>20100107</th>\n",
       "      <th>20100108</th>\n",
       "      <th>20100109</th>\n",
       "      <th>20100110</th>\n",
       "      <th>...</th>\n",
       "      <th>20191222</th>\n",
       "      <th>20191223</th>\n",
       "      <th>20191224</th>\n",
       "      <th>20191225</th>\n",
       "      <th>20191226</th>\n",
       "      <th>20191227</th>\n",
       "      <th>20191228</th>\n",
       "      <th>20191229</th>\n",
       "      <th>20191230</th>\n",
       "      <th>20191231</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>동화약품</td>\n",
       "      <td>...</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>경방</td>\n",
       "      <td>...</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "      <td>하이트진로</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>삼양홀딩스</td>\n",
       "      <td>...</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>...</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>CJ대한통운</td>\n",
       "      <td>...</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "      <td>두산</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>한진중공업</td>\n",
       "      <td>...</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "      <td>HDC현대산업개발</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>CJ제일제당</td>\n",
       "      <td>...</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "      <td>효성중공업</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>KB금융</td>\n",
       "      <td>...</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "      <td>우리금융지주</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>202 rows × 3652 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           20100101 20100102 20100103 20100104 20100105 20100106 20100107  \\\n",
       "Unnamed: 0                                                                  \n",
       "0              동화약품     동화약품     동화약품     동화약품     동화약품     동화약품     동화약품   \n",
       "1                경방       경방       경방       경방       경방       경방       경방   \n",
       "2             삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스    삼양홀딩스   \n",
       "3              유한양행     유한양행     유한양행     유한양행     유한양행     유한양행     유한양행   \n",
       "4            CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   CJ대한통운   \n",
       "...             ...      ...      ...      ...      ...      ...      ...   \n",
       "197           한진중공업    한진중공업    한진중공업    한진중공업    한진중공업    한진중공업    한진중공업   \n",
       "198          CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   CJ제일제당   \n",
       "199            KB금융     KB금융     KB금융     KB금융     KB금융     KB금융     KB금융   \n",
       "200                                                                         \n",
       "201                                                                         \n",
       "\n",
       "           20100108 20100109 20100110  ...   20191222   20191223   20191224  \\\n",
       "Unnamed: 0                             ...                                    \n",
       "0              동화약품     동화약품     동화약품  ...      삼양홀딩스      삼양홀딩스      삼양홀딩스   \n",
       "1                경방       경방       경방  ...      하이트진로      하이트진로      하이트진로   \n",
       "2             삼양홀딩스    삼양홀딩스    삼양홀딩스  ...       유한양행       유한양행       유한양행   \n",
       "3              유한양행     유한양행     유한양행  ...     CJ대한통운     CJ대한통운     CJ대한통운   \n",
       "4            CJ대한통운   CJ대한통운   CJ대한통운  ...         두산         두산         두산   \n",
       "...             ...      ...      ...  ...        ...        ...        ...   \n",
       "197           한진중공업    한진중공업    한진중공업  ...  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발   \n",
       "198          CJ제일제당   CJ제일제당   CJ제일제당  ...      효성중공업      효성중공업      효성중공업   \n",
       "199            KB금융     KB금융     KB금융  ...     우리금융지주     우리금융지주     우리금융지주   \n",
       "200                                    ...                                    \n",
       "201                                    ...                                    \n",
       "\n",
       "             20191225   20191226   20191227   20191228   20191229   20191230  \\\n",
       "Unnamed: 0                                                                     \n",
       "0               삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스      삼양홀딩스   \n",
       "1               하이트진로      하이트진로      하이트진로      하이트진로      하이트진로      하이트진로   \n",
       "2                유한양행       유한양행       유한양행       유한양행       유한양행       유한양행   \n",
       "3              CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운     CJ대한통운   \n",
       "4                  두산         두산         두산         두산         두산         두산   \n",
       "...               ...        ...        ...        ...        ...        ...   \n",
       "197         HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발  HDC현대산업개발   \n",
       "198             효성중공업      효성중공업      효성중공업      효성중공업      효성중공업      효성중공업   \n",
       "199            우리금융지주     우리금융지주     우리금융지주     우리금융지주     우리금융지주     우리금융지주   \n",
       "200                                                                            \n",
       "201                                                                            \n",
       "\n",
       "             20191231  \n",
       "Unnamed: 0             \n",
       "0               삼양홀딩스  \n",
       "1               하이트진로  \n",
       "2                유한양행  \n",
       "3              CJ대한통운  \n",
       "4                  두산  \n",
       "...               ...  \n",
       "197         HDC현대산업개발  \n",
       "198             효성중공업  \n",
       "199            우리금융지주  \n",
       "200                    \n",
       "201                    \n",
       "\n",
       "[202 rows x 3652 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_k200.fillna('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['20100101',\n",
       " '20100102',\n",
       " '20100103',\n",
       " '20100104',\n",
       " '20100105',\n",
       " '20100106',\n",
       " '20100107',\n",
       " '20100108',\n",
       " '20100109',\n",
       " '20100110',\n",
       " '20100111',\n",
       " '20100112',\n",
       " '20100113',\n",
       " '20100114',\n",
       " '20100115',\n",
       " '20100116',\n",
       " '20100117',\n",
       " '20100118',\n",
       " '20100119',\n",
       " '20100120',\n",
       " '20100121',\n",
       " '20100122',\n",
       " '20100123',\n",
       " '20100124',\n",
       " '20100125',\n",
       " '20100126',\n",
       " '20100127',\n",
       " '20100128',\n",
       " '20100129',\n",
       " '20100130',\n",
       " '20100131',\n",
       " '20100201',\n",
       " '20100202',\n",
       " '20100203',\n",
       " '20100204',\n",
       " '20100205',\n",
       " '20100206',\n",
       " '20100207',\n",
       " '20100208',\n",
       " '20100209',\n",
       " '20100210',\n",
       " '20100211',\n",
       " '20100212',\n",
       " '20100213',\n",
       " '20100214',\n",
       " '20100215',\n",
       " '20100216',\n",
       " '20100217',\n",
       " '20100218',\n",
       " '20100219',\n",
       " '20100220',\n",
       " '20100221',\n",
       " '20100222',\n",
       " '20100223',\n",
       " '20100224',\n",
       " '20100225',\n",
       " '20100226',\n",
       " '20100227',\n",
       " '20100228',\n",
       " '20100301',\n",
       " '20100302',\n",
       " '20100303',\n",
       " '20100304',\n",
       " '20100305',\n",
       " '20100306',\n",
       " '20100307',\n",
       " '20100308',\n",
       " '20100309',\n",
       " '20100310',\n",
       " '20100311',\n",
       " '20100312',\n",
       " '20100313',\n",
       " '20100314',\n",
       " '20100315',\n",
       " '20100316',\n",
       " '20100317',\n",
       " '20100318',\n",
       " '20100319',\n",
       " '20100320',\n",
       " '20100321',\n",
       " '20100322',\n",
       " '20100323',\n",
       " '20100324',\n",
       " '20100325',\n",
       " '20100326',\n",
       " '20100327',\n",
       " '20100328',\n",
       " '20100329',\n",
       " '20100330',\n",
       " '20100331',\n",
       " '20100401',\n",
       " '20100402',\n",
       " '20100403',\n",
       " '20100404',\n",
       " '20100405',\n",
       " '20100406',\n",
       " '20100407',\n",
       " '20100408',\n",
       " '20100409',\n",
       " '20100410',\n",
       " '20100411',\n",
       " '20100412',\n",
       " '20100413',\n",
       " '20100414',\n",
       " '20100415',\n",
       " '20100416',\n",
       " '20100417',\n",
       " '20100418',\n",
       " '20100419',\n",
       " '20100420',\n",
       " '20100421',\n",
       " '20100422',\n",
       " '20100423',\n",
       " '20100424',\n",
       " '20100425',\n",
       " '20100426',\n",
       " '20100427',\n",
       " '20100428',\n",
       " '20100429',\n",
       " '20100430',\n",
       " '20100501',\n",
       " '20100502',\n",
       " '20100503',\n",
       " '20100504',\n",
       " '20100505',\n",
       " '20100506',\n",
       " '20100507',\n",
       " '20100508',\n",
       " '20100509',\n",
       " '20100510',\n",
       " '20100511',\n",
       " '20100512',\n",
       " '20100513',\n",
       " '20100514',\n",
       " '20100515',\n",
       " '20100516',\n",
       " '20100517',\n",
       " '20100518',\n",
       " '20100519',\n",
       " '20100520',\n",
       " '20100521',\n",
       " '20100522',\n",
       " '20100523',\n",
       " '20100524',\n",
       " '20100525',\n",
       " '20100526',\n",
       " '20100527',\n",
       " '20100528',\n",
       " '20100529',\n",
       " '20100530',\n",
       " '20100531',\n",
       " '20100601',\n",
       " '20100602',\n",
       " '20100603',\n",
       " '20100604',\n",
       " '20100605',\n",
       " '20100606',\n",
       " '20100607',\n",
       " '20100608',\n",
       " '20100609',\n",
       " '20100610',\n",
       " '20100611',\n",
       " '20100612',\n",
       " '20100613',\n",
       " '20100614',\n",
       " '20100615',\n",
       " '20100616',\n",
       " '20100617',\n",
       " '20100618',\n",
       " '20100619',\n",
       " '20100620',\n",
       " '20100621',\n",
       " '20100622',\n",
       " '20100623',\n",
       " '20100624',\n",
       " '20100625',\n",
       " '20100626',\n",
       " '20100627',\n",
       " '20100628',\n",
       " '20100629',\n",
       " '20100630',\n",
       " '20100701',\n",
       " '20100702',\n",
       " '20100703',\n",
       " '20100704',\n",
       " '20100705',\n",
       " '20100706',\n",
       " '20100707',\n",
       " '20100708',\n",
       " '20100709',\n",
       " '20100710',\n",
       " '20100711',\n",
       " '20100712',\n",
       " '20100713',\n",
       " '20100714',\n",
       " '20100715',\n",
       " '20100716',\n",
       " '20100717',\n",
       " '20100718',\n",
       " '20100719',\n",
       " '20100720',\n",
       " '20100721',\n",
       " '20100722',\n",
       " '20100723',\n",
       " '20100724',\n",
       " '20100725',\n",
       " '20100726',\n",
       " '20100727',\n",
       " '20100728',\n",
       " '20100729',\n",
       " '20100730',\n",
       " '20100731',\n",
       " '20100801',\n",
       " '20100802',\n",
       " '20100803',\n",
       " '20100804',\n",
       " '20100805',\n",
       " '20100806',\n",
       " '20100807',\n",
       " '20100808',\n",
       " '20100809',\n",
       " '20100810',\n",
       " '20100811',\n",
       " '20100812',\n",
       " '20100813',\n",
       " '20100814',\n",
       " '20100815',\n",
       " '20100816',\n",
       " '20100817',\n",
       " '20100818',\n",
       " '20100819',\n",
       " '20100820',\n",
       " '20100821',\n",
       " '20100822',\n",
       " '20100823',\n",
       " '20100824',\n",
       " '20100825',\n",
       " '20100826',\n",
       " '20100827',\n",
       " '20100828',\n",
       " '20100829',\n",
       " '20100830',\n",
       " '20100831',\n",
       " '20100901',\n",
       " '20100902',\n",
       " '20100903',\n",
       " '20100904',\n",
       " '20100905',\n",
       " '20100906',\n",
       " '20100907',\n",
       " '20100908',\n",
       " '20100909',\n",
       " '20100910',\n",
       " '20100911',\n",
       " '20100912',\n",
       " '20100913',\n",
       " '20100914',\n",
       " '20100915',\n",
       " '20100916',\n",
       " '20100917',\n",
       " '20100918',\n",
       " '20100919',\n",
       " '20100920',\n",
       " '20100921',\n",
       " '20100922',\n",
       " '20100923',\n",
       " '20100924',\n",
       " '20100925',\n",
       " '20100926',\n",
       " '20100927',\n",
       " '20100928',\n",
       " '20100929',\n",
       " '20100930',\n",
       " '20101001',\n",
       " '20101002',\n",
       " '20101003',\n",
       " '20101004',\n",
       " '20101005',\n",
       " '20101006',\n",
       " '20101007',\n",
       " '20101008',\n",
       " '20101009',\n",
       " '20101010',\n",
       " '20101011',\n",
       " '20101012',\n",
       " '20101013',\n",
       " '20101014',\n",
       " '20101015',\n",
       " '20101016',\n",
       " '20101017',\n",
       " '20101018',\n",
       " '20101019',\n",
       " '20101020',\n",
       " '20101021',\n",
       " '20101022',\n",
       " '20101023',\n",
       " '20101024',\n",
       " '20101025',\n",
       " '20101026',\n",
       " '20101027',\n",
       " '20101028',\n",
       " '20101029',\n",
       " '20101030',\n",
       " '20101031',\n",
       " '20101101',\n",
       " '20101102',\n",
       " '20101103',\n",
       " '20101104',\n",
       " '20101105',\n",
       " '20101106',\n",
       " '20101107',\n",
       " '20101108',\n",
       " '20101109',\n",
       " '20101110',\n",
       " '20101111',\n",
       " '20101112',\n",
       " '20101113',\n",
       " '20101114',\n",
       " '20101115',\n",
       " '20101116',\n",
       " '20101117',\n",
       " '20101118',\n",
       " '20101119',\n",
       " '20101120',\n",
       " '20101121',\n",
       " '20101122',\n",
       " '20101123',\n",
       " '20101124',\n",
       " '20101125',\n",
       " '20101126',\n",
       " '20101127',\n",
       " '20101128',\n",
       " '20101129',\n",
       " '20101130',\n",
       " '20101201',\n",
       " '20101202',\n",
       " '20101203',\n",
       " '20101204',\n",
       " '20101205',\n",
       " '20101206',\n",
       " '20101207',\n",
       " '20101208',\n",
       " '20101209',\n",
       " '20101210',\n",
       " '20101211',\n",
       " '20101212',\n",
       " '20101213',\n",
       " '20101214',\n",
       " '20101215',\n",
       " '20101216',\n",
       " '20101217',\n",
       " '20101218',\n",
       " '20101219',\n",
       " '20101220',\n",
       " '20101221',\n",
       " '20101222',\n",
       " '20101223',\n",
       " '20101224',\n",
       " '20101225',\n",
       " '20101226',\n",
       " '20101227',\n",
       " '20101228',\n",
       " '20101229',\n",
       " '20101230',\n",
       " '20101231',\n",
       " '20110101',\n",
       " '20110102',\n",
       " '20110103',\n",
       " '20110104',\n",
       " '20110105',\n",
       " '20110106',\n",
       " '20110107',\n",
       " '20110108',\n",
       " '20110109',\n",
       " '20110110',\n",
       " '20110111',\n",
       " '20110112',\n",
       " '20110113',\n",
       " '20110114',\n",
       " '20110115',\n",
       " '20110116',\n",
       " '20110117',\n",
       " '20110118',\n",
       " '20110119',\n",
       " '20110120',\n",
       " '20110121',\n",
       " '20110122',\n",
       " '20110123',\n",
       " '20110124',\n",
       " '20110125',\n",
       " '20110126',\n",
       " '20110127',\n",
       " '20110128',\n",
       " '20110129',\n",
       " '20110130',\n",
       " '20110131',\n",
       " '20110201',\n",
       " '20110202',\n",
       " '20110203',\n",
       " '20110204',\n",
       " '20110205',\n",
       " '20110206',\n",
       " '20110207',\n",
       " '20110208',\n",
       " '20110209',\n",
       " '20110210',\n",
       " '20110211',\n",
       " '20110212',\n",
       " '20110213',\n",
       " '20110214',\n",
       " '20110215',\n",
       " '20110216',\n",
       " '20110217',\n",
       " '20110218',\n",
       " '20110219',\n",
       " '20110220',\n",
       " '20110221',\n",
       " '20110222',\n",
       " '20110223',\n",
       " '20110224',\n",
       " '20110225',\n",
       " '20110226',\n",
       " '20110227',\n",
       " '20110228',\n",
       " '20110301',\n",
       " '20110302',\n",
       " '20110303',\n",
       " '20110304',\n",
       " '20110305',\n",
       " '20110306',\n",
       " '20110307',\n",
       " '20110308',\n",
       " '20110309',\n",
       " '20110310',\n",
       " '20110311',\n",
       " '20110312',\n",
       " '20110313',\n",
       " '20110314',\n",
       " '20110315',\n",
       " '20110316',\n",
       " '20110317',\n",
       " '20110318',\n",
       " '20110319',\n",
       " '20110320',\n",
       " '20110321',\n",
       " '20110322',\n",
       " '20110323',\n",
       " '20110324',\n",
       " '20110325',\n",
       " '20110326',\n",
       " '20110327',\n",
       " '20110328',\n",
       " '20110329',\n",
       " '20110330',\n",
       " '20110331',\n",
       " '20110401',\n",
       " '20110402',\n",
       " '20110403',\n",
       " '20110404',\n",
       " '20110405',\n",
       " '20110406',\n",
       " '20110407',\n",
       " '20110408',\n",
       " '20110409',\n",
       " '20110410',\n",
       " '20110411',\n",
       " '20110412',\n",
       " '20110413',\n",
       " '20110414',\n",
       " '20110415',\n",
       " '20110416',\n",
       " '20110417',\n",
       " '20110418',\n",
       " '20110419',\n",
       " '20110420',\n",
       " '20110421',\n",
       " '20110422',\n",
       " '20110423',\n",
       " '20110424',\n",
       " '20110425',\n",
       " '20110426',\n",
       " '20110427',\n",
       " '20110428',\n",
       " '20110429',\n",
       " '20110430',\n",
       " '20110501',\n",
       " '20110502',\n",
       " '20110503',\n",
       " '20110504',\n",
       " '20110505',\n",
       " '20110506',\n",
       " '20110507',\n",
       " '20110508',\n",
       " '20110509',\n",
       " '20110510',\n",
       " '20110511',\n",
       " '20110512',\n",
       " '20110513',\n",
       " '20110514',\n",
       " '20110515',\n",
       " '20110516',\n",
       " '20110517',\n",
       " '20110518',\n",
       " '20110519',\n",
       " '20110520',\n",
       " '20110521',\n",
       " '20110522',\n",
       " '20110523',\n",
       " '20110524',\n",
       " '20110525',\n",
       " '20110526',\n",
       " '20110527',\n",
       " '20110528',\n",
       " '20110529',\n",
       " '20110530',\n",
       " '20110531',\n",
       " '20110601',\n",
       " '20110602',\n",
       " '20110603',\n",
       " '20110604',\n",
       " '20110605',\n",
       " '20110606',\n",
       " '20110607',\n",
       " '20110608',\n",
       " '20110609',\n",
       " '20110610',\n",
       " '20110611',\n",
       " '20110612',\n",
       " '20110613',\n",
       " '20110614',\n",
       " '20110615',\n",
       " '20110616',\n",
       " '20110617',\n",
       " '20110618',\n",
       " '20110619',\n",
       " '20110620',\n",
       " '20110621',\n",
       " '20110622',\n",
       " '20110623',\n",
       " '20110624',\n",
       " '20110625',\n",
       " '20110626',\n",
       " '20110627',\n",
       " '20110628',\n",
       " '20110629',\n",
       " '20110630',\n",
       " '20110701',\n",
       " '20110702',\n",
       " '20110703',\n",
       " '20110704',\n",
       " '20110705',\n",
       " '20110706',\n",
       " '20110707',\n",
       " '20110708',\n",
       " '20110709',\n",
       " '20110710',\n",
       " '20110711',\n",
       " '20110712',\n",
       " '20110713',\n",
       " '20110714',\n",
       " '20110715',\n",
       " '20110716',\n",
       " '20110717',\n",
       " '20110718',\n",
       " '20110719',\n",
       " '20110720',\n",
       " '20110721',\n",
       " '20110722',\n",
       " '20110723',\n",
       " '20110724',\n",
       " '20110725',\n",
       " '20110726',\n",
       " '20110727',\n",
       " '20110728',\n",
       " '20110729',\n",
       " '20110730',\n",
       " '20110731',\n",
       " '20110801',\n",
       " '20110802',\n",
       " '20110803',\n",
       " '20110804',\n",
       " '20110805',\n",
       " '20110806',\n",
       " '20110807',\n",
       " '20110808',\n",
       " '20110809',\n",
       " '20110810',\n",
       " '20110811',\n",
       " '20110812',\n",
       " '20110813',\n",
       " '20110814',\n",
       " '20110815',\n",
       " '20110816',\n",
       " '20110817',\n",
       " '20110818',\n",
       " '20110819',\n",
       " '20110820',\n",
       " '20110821',\n",
       " '20110822',\n",
       " '20110823',\n",
       " '20110824',\n",
       " '20110825',\n",
       " '20110826',\n",
       " '20110827',\n",
       " '20110828',\n",
       " '20110829',\n",
       " '20110830',\n",
       " '20110831',\n",
       " '20110901',\n",
       " '20110902',\n",
       " '20110903',\n",
       " '20110904',\n",
       " '20110905',\n",
       " '20110906',\n",
       " '20110907',\n",
       " '20110908',\n",
       " '20110909',\n",
       " '20110910',\n",
       " '20110911',\n",
       " '20110912',\n",
       " '20110913',\n",
       " '20110914',\n",
       " '20110915',\n",
       " '20110916',\n",
       " '20110917',\n",
       " '20110918',\n",
       " '20110919',\n",
       " '20110920',\n",
       " '20110921',\n",
       " '20110922',\n",
       " '20110923',\n",
       " '20110924',\n",
       " '20110925',\n",
       " '20110926',\n",
       " '20110927',\n",
       " '20110928',\n",
       " '20110929',\n",
       " '20110930',\n",
       " '20111001',\n",
       " '20111002',\n",
       " '20111003',\n",
       " '20111004',\n",
       " '20111005',\n",
       " '20111006',\n",
       " '20111007',\n",
       " '20111008',\n",
       " '20111009',\n",
       " '20111010',\n",
       " '20111011',\n",
       " '20111012',\n",
       " '20111013',\n",
       " '20111014',\n",
       " '20111015',\n",
       " '20111016',\n",
       " '20111017',\n",
       " '20111018',\n",
       " '20111019',\n",
       " '20111020',\n",
       " '20111021',\n",
       " '20111022',\n",
       " '20111023',\n",
       " '20111024',\n",
       " '20111025',\n",
       " '20111026',\n",
       " '20111027',\n",
       " '20111028',\n",
       " '20111029',\n",
       " '20111030',\n",
       " '20111031',\n",
       " '20111101',\n",
       " '20111102',\n",
       " '20111103',\n",
       " '20111104',\n",
       " '20111105',\n",
       " '20111106',\n",
       " '20111107',\n",
       " '20111108',\n",
       " '20111109',\n",
       " '20111110',\n",
       " '20111111',\n",
       " '20111112',\n",
       " '20111113',\n",
       " '20111114',\n",
       " '20111115',\n",
       " '20111116',\n",
       " '20111117',\n",
       " '20111118',\n",
       " '20111119',\n",
       " '20111120',\n",
       " '20111121',\n",
       " '20111122',\n",
       " '20111123',\n",
       " '20111124',\n",
       " '20111125',\n",
       " '20111126',\n",
       " '20111127',\n",
       " '20111128',\n",
       " '20111129',\n",
       " '20111130',\n",
       " '20111201',\n",
       " '20111202',\n",
       " '20111203',\n",
       " '20111204',\n",
       " '20111205',\n",
       " '20111206',\n",
       " '20111207',\n",
       " '20111208',\n",
       " '20111209',\n",
       " '20111210',\n",
       " '20111211',\n",
       " '20111212',\n",
       " '20111213',\n",
       " '20111214',\n",
       " '20111215',\n",
       " '20111216',\n",
       " '20111217',\n",
       " '20111218',\n",
       " '20111219',\n",
       " '20111220',\n",
       " '20111221',\n",
       " '20111222',\n",
       " '20111223',\n",
       " '20111224',\n",
       " '20111225',\n",
       " '20111226',\n",
       " '20111227',\n",
       " '20111228',\n",
       " '20111229',\n",
       " '20111230',\n",
       " '20111231',\n",
       " '20120101',\n",
       " '20120102',\n",
       " '20120103',\n",
       " '20120104',\n",
       " '20120105',\n",
       " '20120106',\n",
       " '20120107',\n",
       " '20120108',\n",
       " '20120109',\n",
       " '20120110',\n",
       " '20120111',\n",
       " '20120112',\n",
       " '20120113',\n",
       " '20120114',\n",
       " '20120115',\n",
       " '20120116',\n",
       " '20120117',\n",
       " '20120118',\n",
       " '20120119',\n",
       " '20120120',\n",
       " '20120121',\n",
       " '20120122',\n",
       " '20120123',\n",
       " '20120124',\n",
       " '20120125',\n",
       " '20120126',\n",
       " '20120127',\n",
       " '20120128',\n",
       " '20120129',\n",
       " '20120130',\n",
       " '20120131',\n",
       " '20120201',\n",
       " '20120202',\n",
       " '20120203',\n",
       " '20120204',\n",
       " '20120205',\n",
       " '20120206',\n",
       " '20120207',\n",
       " '20120208',\n",
       " '20120209',\n",
       " '20120210',\n",
       " '20120211',\n",
       " '20120212',\n",
       " '20120213',\n",
       " '20120214',\n",
       " '20120215',\n",
       " '20120216',\n",
       " '20120217',\n",
       " '20120218',\n",
       " '20120219',\n",
       " '20120220',\n",
       " '20120221',\n",
       " '20120222',\n",
       " '20120223',\n",
       " '20120224',\n",
       " '20120225',\n",
       " '20120226',\n",
       " '20120227',\n",
       " '20120228',\n",
       " '20120229',\n",
       " '20120301',\n",
       " '20120302',\n",
       " '20120303',\n",
       " '20120304',\n",
       " '20120305',\n",
       " '20120306',\n",
       " '20120307',\n",
       " '20120308',\n",
       " '20120309',\n",
       " '20120310',\n",
       " '20120311',\n",
       " '20120312',\n",
       " '20120313',\n",
       " '20120314',\n",
       " '20120315',\n",
       " '20120316',\n",
       " '20120317',\n",
       " '20120318',\n",
       " '20120319',\n",
       " '20120320',\n",
       " '20120321',\n",
       " '20120322',\n",
       " '20120323',\n",
       " '20120324',\n",
       " '20120325',\n",
       " '20120326',\n",
       " '20120327',\n",
       " '20120328',\n",
       " '20120329',\n",
       " '20120330',\n",
       " '20120331',\n",
       " '20120401',\n",
       " '20120402',\n",
       " '20120403',\n",
       " '20120404',\n",
       " '20120405',\n",
       " '20120406',\n",
       " '20120407',\n",
       " '20120408',\n",
       " '20120409',\n",
       " '20120410',\n",
       " '20120411',\n",
       " '20120412',\n",
       " '20120413',\n",
       " '20120414',\n",
       " '20120415',\n",
       " '20120416',\n",
       " '20120417',\n",
       " '20120418',\n",
       " '20120419',\n",
       " '20120420',\n",
       " '20120421',\n",
       " '20120422',\n",
       " '20120423',\n",
       " '20120424',\n",
       " '20120425',\n",
       " '20120426',\n",
       " '20120427',\n",
       " '20120428',\n",
       " '20120429',\n",
       " '20120430',\n",
       " '20120501',\n",
       " '20120502',\n",
       " '20120503',\n",
       " '20120504',\n",
       " '20120505',\n",
       " '20120506',\n",
       " '20120507',\n",
       " '20120508',\n",
       " '20120509',\n",
       " '20120510',\n",
       " '20120511',\n",
       " '20120512',\n",
       " '20120513',\n",
       " '20120514',\n",
       " '20120515',\n",
       " '20120516',\n",
       " '20120517',\n",
       " '20120518',\n",
       " '20120519',\n",
       " '20120520',\n",
       " '20120521',\n",
       " '20120522',\n",
       " '20120523',\n",
       " '20120524',\n",
       " '20120525',\n",
       " '20120526',\n",
       " '20120527',\n",
       " '20120528',\n",
       " '20120529',\n",
       " '20120530',\n",
       " '20120531',\n",
       " '20120601',\n",
       " '20120602',\n",
       " '20120603',\n",
       " '20120604',\n",
       " '20120605',\n",
       " '20120606',\n",
       " '20120607',\n",
       " '20120608',\n",
       " '20120609',\n",
       " '20120610',\n",
       " '20120611',\n",
       " '20120612',\n",
       " '20120613',\n",
       " '20120614',\n",
       " '20120615',\n",
       " '20120616',\n",
       " '20120617',\n",
       " '20120618',\n",
       " '20120619',\n",
       " '20120620',\n",
       " '20120621',\n",
       " '20120622',\n",
       " '20120623',\n",
       " '20120624',\n",
       " '20120625',\n",
       " '20120626',\n",
       " '20120627',\n",
       " '20120628',\n",
       " '20120629',\n",
       " '20120630',\n",
       " '20120701',\n",
       " '20120702',\n",
       " '20120703',\n",
       " '20120704',\n",
       " '20120705',\n",
       " '20120706',\n",
       " '20120707',\n",
       " '20120708',\n",
       " '20120709',\n",
       " '20120710',\n",
       " '20120711',\n",
       " '20120712',\n",
       " '20120713',\n",
       " '20120714',\n",
       " '20120715',\n",
       " '20120716',\n",
       " '20120717',\n",
       " '20120718',\n",
       " '20120719',\n",
       " '20120720',\n",
       " '20120721',\n",
       " '20120722',\n",
       " '20120723',\n",
       " '20120724',\n",
       " '20120725',\n",
       " '20120726',\n",
       " '20120727',\n",
       " '20120728',\n",
       " '20120729',\n",
       " '20120730',\n",
       " '20120731',\n",
       " '20120801',\n",
       " '20120802',\n",
       " '20120803',\n",
       " '20120804',\n",
       " '20120805',\n",
       " '20120806',\n",
       " '20120807',\n",
       " '20120808',\n",
       " '20120809',\n",
       " '20120810',\n",
       " '20120811',\n",
       " '20120812',\n",
       " '20120813',\n",
       " '20120814',\n",
       " '20120815',\n",
       " '20120816',\n",
       " '20120817',\n",
       " '20120818',\n",
       " '20120819',\n",
       " '20120820',\n",
       " '20120821',\n",
       " '20120822',\n",
       " '20120823',\n",
       " '20120824',\n",
       " '20120825',\n",
       " '20120826',\n",
       " '20120827',\n",
       " '20120828',\n",
       " '20120829',\n",
       " '20120830',\n",
       " '20120831',\n",
       " '20120901',\n",
       " '20120902',\n",
       " '20120903',\n",
       " '20120904',\n",
       " '20120905',\n",
       " '20120906',\n",
       " '20120907',\n",
       " '20120908',\n",
       " '20120909',\n",
       " '20120910',\n",
       " '20120911',\n",
       " '20120912',\n",
       " '20120913',\n",
       " '20120914',\n",
       " '20120915',\n",
       " '20120916',\n",
       " '20120917',\n",
       " '20120918',\n",
       " '20120919',\n",
       " '20120920',\n",
       " '20120921',\n",
       " '20120922',\n",
       " '20120923',\n",
       " '20120924',\n",
       " '20120925',\n",
       " '20120926',\n",
       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lv2_index : 20100101 ~ 20191231 전체 기간이 담겨있는 Date list\n",
    "lv2_index = list(date_df.index.values)\n",
    "lv2_index = list(map(str, lv2_index))\n",
    "lv2_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# all_list에 20100101 ~ 20191231 기간동안의 모든 KOSPI200 리스트를 담음 (202 * 3,652 = 737,704)\n",
    "all_list = []\n",
    "for d in lv2_index:\n",
    "    all_list = all_list + list(daily_k200.loc[:, d])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[nan,\n",
       " '현대증권',\n",
       " '오뚜기',\n",
       " '동양',\n",
       " 'CJ',\n",
       " '쌍용양회',\n",
       " '현대모비스',\n",
       " '일진머티리얼즈',\n",
       " '삼성전자',\n",
       " '하이트맥주',\n",
       " '대덕GDS',\n",
       " '한온시스템',\n",
       " '대우조선해양',\n",
       " '우리은행',\n",
       " '우리금융',\n",
       " '코스맥스',\n",
       " '한화솔루션',\n",
       " '외환은행',\n",
       " '두산중공업',\n",
       " '크라운해태홀딩스',\n",
       " '동아쏘시오홀딩스',\n",
       " '미래에셋대우',\n",
       " '국도화학',\n",
       " '만도',\n",
       " '무학',\n",
       " '신세계',\n",
       " '현대로템',\n",
       " '퍼시스',\n",
       " '서흥',\n",
       " '광동제약',\n",
       " '디와이',\n",
       " '율촌화학',\n",
       " '한국타이어앤테크놀로지',\n",
       " 'SBS',\n",
       " 'LG유플러스',\n",
       " '부광약품',\n",
       " '카프로',\n",
       " '삼성화재',\n",
       " '신성이엔지',\n",
       " '삼성카드',\n",
       " '현대상선',\n",
       " '알앤엘바이오',\n",
       " '제일모직',\n",
       " '서연',\n",
       " '일신방직',\n",
       " '현대제철',\n",
       " '한솔케미칼',\n",
       " '도레이케미칼',\n",
       " '세하',\n",
       " '한국금융지주',\n",
       " '동부제철',\n",
       " '보령제약',\n",
       " 'LG',\n",
       " '삼성전기',\n",
       " '디티알오토모티브',\n",
       " 'STX조선해양',\n",
       " '코스맥스비티아이',\n",
       " '현대홈쇼핑',\n",
       " '동화약품',\n",
       " 'SK',\n",
       " '동원F&B',\n",
       " '쌍용차',\n",
       " '삼성바이오로직스',\n",
       " '신세계인터내셔날',\n",
       " '한화화인케미칼',\n",
       " '코리아써키트',\n",
       " '종근당',\n",
       " '대상',\n",
       " '대구은행',\n",
       " '종근당홀딩스',\n",
       " '사조동아원',\n",
       " 'HDC현대산업개발',\n",
       " 'NH투자증권',\n",
       " '금호전기',\n",
       " '롯데쇼핑',\n",
       " 'HSD엔진',\n",
       " '일동홀딩스',\n",
       " '삼성중공업',\n",
       " '대한제분',\n",
       " 'NAVER',\n",
       " 'BGF',\n",
       " 'LG이노텍',\n",
       " '녹십자',\n",
       " '메리츠종금증권',\n",
       " '포스코플랜텍',\n",
       " 'DB손해보험',\n",
       " '롯데칠성',\n",
       " '삼성증권',\n",
       " '신도리코',\n",
       " '코오롱인더',\n",
       " 'GS',\n",
       " '셀트리온',\n",
       " 'KT',\n",
       " '삼성SDI',\n",
       " '일진디스플',\n",
       " '한진중공업',\n",
       " '현대글로비스',\n",
       " '삼진제약',\n",
       " 'LS',\n",
       " '한국철강',\n",
       " '한국단자',\n",
       " 'BGF리테일',\n",
       " 'CJ CGV',\n",
       " '락앤락',\n",
       " '케이씨오에너지',\n",
       " '오리온홀딩스',\n",
       " '효성',\n",
       " 'LG화학',\n",
       " '엔씨소프트',\n",
       " 'SK하이닉스',\n",
       " 'KT&G',\n",
       " '강원랜드',\n",
       " '남해화학',\n",
       " '삼성물산',\n",
       " '세원셀론텍',\n",
       " '제일기획',\n",
       " '후성',\n",
       " '한국테크놀로지그룹',\n",
       " '유한양행',\n",
       " 'SK텔레콤',\n",
       " '하이트진로',\n",
       " '현대건설',\n",
       " 'STX엔진',\n",
       " '전기초자',\n",
       " '한전기술',\n",
       " '한국조선해양',\n",
       " '에스엘',\n",
       " '무림P&P',\n",
       " '아세아',\n",
       " '현대그린푸드',\n",
       " '롯데하이마트',\n",
       " '세종공업',\n",
       " '한국카본',\n",
       " '금호석유',\n",
       " '현대엘리베이',\n",
       " 'HDC',\n",
       " '우리금융지주',\n",
       " '대원강업',\n",
       " '대림산업',\n",
       " '기아차',\n",
       " '금호산업',\n",
       " '세방전지',\n",
       " '동국제강',\n",
       " '유니온스틸',\n",
       " '제일파마홀딩스',\n",
       " '한솔홀딩스',\n",
       " '코오롱',\n",
       " '한국가스공사',\n",
       " '하이트진로홀딩스',\n",
       " '빙그레',\n",
       " '한국전력',\n",
       " 'LG생명과학',\n",
       " '롯데정밀화학',\n",
       " '대한항공',\n",
       " '한화에어로스페이스',\n",
       " '대우건설',\n",
       " '효성중공업',\n",
       " '기업은행',\n",
       " 'SK디스커버리',\n",
       " '호텔신라',\n",
       " '금호타이어',\n",
       " '한미약품',\n",
       " 'LS산전',\n",
       " '한화',\n",
       " 'KB금융',\n",
       " '오리온',\n",
       " '삼성생명',\n",
       " '인디에프',\n",
       " '케이피케미칼',\n",
       " 'BNK금융지주',\n",
       " '유니드',\n",
       " 'LG상사',\n",
       " '자화전자',\n",
       " '영원무역',\n",
       " '삼양제넥스',\n",
       " '부산은행',\n",
       " '조선내화',\n",
       " '한미사이언스',\n",
       " 'LG전자',\n",
       " '대웅제약',\n",
       " '세아제강지주',\n",
       " '휠라홀딩스',\n",
       " '현대해상',\n",
       " 'POSCO',\n",
       " '대한제당',\n",
       " '팜스코',\n",
       " '하나금융지주',\n",
       " 'DB하이텍',\n",
       " '현대백화점',\n",
       " 'STX중공업',\n",
       " '포스코인터내셔널',\n",
       " '휴켐스',\n",
       " '동원시스템즈',\n",
       " '한국제지',\n",
       " '한솔테크닉스',\n",
       " '두산',\n",
       " '롯데지주',\n",
       " 'S-Oil',\n",
       " '현대리바트',\n",
       " '벽산',\n",
       " '휴비스',\n",
       " 'STX',\n",
       " 'SK네트웍스',\n",
       " '한세실업',\n",
       " '일양약품',\n",
       " '큐로',\n",
       " '모토닉',\n",
       " '경방',\n",
       " '대한전선',\n",
       " 'GS건설',\n",
       " '영진약품',\n",
       " '송원산업',\n",
       " '남양유업',\n",
       " 'LF',\n",
       " '조광피혁',\n",
       " '한올바이오파마',\n",
       " '에이블씨엔씨',\n",
       " 'SK이노베이션',\n",
       " '한국쉘석유',\n",
       " '태광산업',\n",
       " '영풍',\n",
       " 'KPX케미칼',\n",
       " 'S&T모티브',\n",
       " '현대하이스코',\n",
       " '세아베스틸',\n",
       " '현대위아',\n",
       " '한일현대시멘트',\n",
       " '두산인프라코어',\n",
       " 'AK홀딩스',\n",
       " 'OCI',\n",
       " '애경산업',\n",
       " '삼양홀딩스',\n",
       " '아이에스동서',\n",
       " '화신',\n",
       " '대덕전자',\n",
       " '일성신약',\n",
       " 'GS리테일',\n",
       " '넥센타이어',\n",
       " '두산밥캣',\n",
       " '코웨이',\n",
       " '삼영전자',\n",
       " 'LG디스플레이',\n",
       " '대한제강',\n",
       " '현대중공업지주',\n",
       " '아모레G',\n",
       " '아모레퍼시픽',\n",
       " '에스원',\n",
       " '한섬',\n",
       " '엔케이',\n",
       " '현대미포조선',\n",
       " '한진중공업홀딩스',\n",
       " '롯데푸드',\n",
       " '신한지주',\n",
       " '일진전기',\n",
       " '한라홀딩스',\n",
       " '동일산업',\n",
       " 'CJ대한통운',\n",
       " '한전KPS',\n",
       " '웅진에너지',\n",
       " '롯데케미칼',\n",
       " '녹십자홀딩스',\n",
       " '삼성엔지니어링',\n",
       " '유수홀딩스',\n",
       " '현대차',\n",
       " '이마트',\n",
       " '파미셀',\n",
       " '광전자',\n",
       " 'JW홀딩스',\n",
       " '고려제강',\n",
       " '대교',\n",
       " 'KC그린홀딩스',\n",
       " 'LG하우시스',\n",
       " '한일홀딩스',\n",
       " '이수화학',\n",
       " '미래에셋증권',\n",
       " '한샘',\n",
       " '동서',\n",
       " '고려아연',\n",
       " '풍산',\n",
       " 'SK케미칼',\n",
       " '농심',\n",
       " 'DGB금융지주',\n",
       " '무림페이퍼',\n",
       " '한화생명',\n",
       " '동아에스티',\n",
       " '한미반도체',\n",
       " '한독',\n",
       " 'LIG넥스원',\n",
       " 'CJ제일제당',\n",
       " 'SPC삼립',\n",
       " 'S&TC',\n",
       " 'S&T중공업',\n",
       " 'KCC',\n",
       " 'SKC',\n",
       " '삼양사',\n",
       " '이노션',\n",
       " 'LG생활건강',\n",
       " '한국콜마',\n",
       " '알루코',\n",
       " '한국항공우주',\n",
       " 'GKL',\n",
       " '삼광글라스',\n",
       " '한국기술산업',\n",
       " '팬오션',\n",
       " '대한유화',\n",
       " '카카오',\n",
       " 'JW중외제약',\n",
       " 'KISCO홀딩스',\n",
       " '삼성에스디에스',\n",
       " '쿠쿠홀딩스',\n",
       " 'TBH글로벌',\n",
       " '넷마블']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lv2_companies = list(set(all_list))\n",
    "lv2_companies   # 312개"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AK홀딩스',\n",
       " 'BGF',\n",
       " 'BGF리테일',\n",
       " 'BNK금융지주',\n",
       " 'CJ',\n",
       " 'CJ CGV',\n",
       " 'CJ대한통운',\n",
       " 'CJ제일제당',\n",
       " 'DB손해보험',\n",
       " 'DB하이텍',\n",
       " 'DGB금융지주',\n",
       " 'GKL',\n",
       " 'GS',\n",
       " 'GS건설',\n",
       " 'GS리테일',\n",
       " 'HDC',\n",
       " 'HDC현대산업개발',\n",
       " 'HSD엔진',\n",
       " 'JW중외제약',\n",
       " 'JW홀딩스',\n",
       " 'KB금융',\n",
       " 'KCC',\n",
       " 'KC그린홀딩스',\n",
       " 'KISCO홀딩스',\n",
       " 'KPX케미칼',\n",
       " 'KT',\n",
       " 'KT&G',\n",
       " 'LF',\n",
       " 'LG',\n",
       " 'LG디스플레이',\n",
       " 'LG상사',\n",
       " 'LG생명과학',\n",
       " 'LG생활건강',\n",
       " 'LG유플러스',\n",
       " 'LG이노텍',\n",
       " 'LG전자',\n",
       " 'LG하우시스',\n",
       " 'LG화학',\n",
       " 'LIG넥스원',\n",
       " 'LS',\n",
       " 'LS산전',\n",
       " 'NAVER',\n",
       " 'NH투자증권',\n",
       " 'OCI',\n",
       " 'POSCO',\n",
       " 'S&TC',\n",
       " 'S&T모티브',\n",
       " 'S&T중공업',\n",
       " 'S-Oil',\n",
       " 'SBS',\n",
       " 'SK',\n",
       " 'SKC',\n",
       " 'SK네트웍스',\n",
       " 'SK디스커버리',\n",
       " 'SK이노베이션',\n",
       " 'SK케미칼',\n",
       " 'SK텔레콤',\n",
       " 'SK하이닉스',\n",
       " 'SPC삼립',\n",
       " 'STX',\n",
       " 'STX엔진',\n",
       " 'STX조선해양',\n",
       " 'STX중공업',\n",
       " 'TBH글로벌',\n",
       " '강원랜드',\n",
       " '경방',\n",
       " '고려아연',\n",
       " '고려제강',\n",
       " '광동제약',\n",
       " '광전자',\n",
       " '국도화학',\n",
       " '금호산업',\n",
       " '금호석유',\n",
       " '금호전기',\n",
       " '금호타이어',\n",
       " '기아차',\n",
       " '기업은행',\n",
       " '남양유업',\n",
       " '남해화학',\n",
       " '넥센타이어',\n",
       " '넷마블',\n",
       " '녹십자',\n",
       " '녹십자홀딩스',\n",
       " '농심',\n",
       " '대교',\n",
       " '대구은행',\n",
       " '대덕GDS',\n",
       " '대덕전자',\n",
       " '대림산업',\n",
       " '대상',\n",
       " '대우건설',\n",
       " '대우조선해양',\n",
       " '대웅제약',\n",
       " '대원강업',\n",
       " '대한유화',\n",
       " '대한전선',\n",
       " '대한제강',\n",
       " '대한제당',\n",
       " '대한제분',\n",
       " '대한항공',\n",
       " '도레이케미칼',\n",
       " '동국제강',\n",
       " '동부제철',\n",
       " '동서',\n",
       " '동아쏘시오홀딩스',\n",
       " '동아에스티',\n",
       " '동양',\n",
       " '동원F&B',\n",
       " '동원시스템즈',\n",
       " '동일산업',\n",
       " '동화약품',\n",
       " '두산',\n",
       " '두산밥캣',\n",
       " '두산인프라코어',\n",
       " '두산중공업',\n",
       " '디와이',\n",
       " '디티알오토모티브',\n",
       " '락앤락',\n",
       " '롯데쇼핑',\n",
       " '롯데정밀화학',\n",
       " '롯데지주',\n",
       " '롯데칠성',\n",
       " '롯데케미칼',\n",
       " '롯데푸드',\n",
       " '롯데하이마트',\n",
       " '만도',\n",
       " '메리츠종금증권',\n",
       " '모토닉',\n",
       " '무림P&P',\n",
       " '무림페이퍼',\n",
       " '무학',\n",
       " '미래에셋대우',\n",
       " '미래에셋증권',\n",
       " '벽산',\n",
       " '보령제약',\n",
       " '부광약품',\n",
       " '부산은행',\n",
       " '빙그레',\n",
       " '사조동아원',\n",
       " '삼광글라스',\n",
       " '삼성SDI',\n",
       " '삼성물산',\n",
       " '삼성바이오로직스',\n",
       " '삼성생명',\n",
       " '삼성에스디에스',\n",
       " '삼성엔지니어링',\n",
       " '삼성전기',\n",
       " '삼성전자',\n",
       " '삼성중공업',\n",
       " '삼성증권',\n",
       " '삼성카드',\n",
       " '삼성화재',\n",
       " '삼양사',\n",
       " '삼양제넥스',\n",
       " '삼양홀딩스',\n",
       " '삼영전자',\n",
       " '삼진제약',\n",
       " '서연',\n",
       " '서흥',\n",
       " '세방전지',\n",
       " '세아베스틸',\n",
       " '세아제강지주',\n",
       " '세원셀론텍',\n",
       " '세종공업',\n",
       " '세하',\n",
       " '셀트리온',\n",
       " '송원산업',\n",
       " '신도리코',\n",
       " '신성이엔지',\n",
       " '신세계',\n",
       " '신세계인터내셔날',\n",
       " '신한지주',\n",
       " '쌍용양회',\n",
       " '쌍용차',\n",
       " '아모레G',\n",
       " '아모레퍼시픽',\n",
       " '아세아',\n",
       " '아이에스동서',\n",
       " '알루코',\n",
       " '알앤엘바이오',\n",
       " '애경산업',\n",
       " '에스엘',\n",
       " '에스원',\n",
       " '에이블씨엔씨',\n",
       " '엔씨소프트',\n",
       " '엔케이',\n",
       " '영원무역',\n",
       " '영진약품',\n",
       " '영풍',\n",
       " '오뚜기',\n",
       " '오리온',\n",
       " '오리온홀딩스',\n",
       " '외환은행',\n",
       " '우리금융',\n",
       " '우리금융지주',\n",
       " '우리은행',\n",
       " '웅진에너지',\n",
       " '유니드',\n",
       " '유니온스틸',\n",
       " '유수홀딩스',\n",
       " '유한양행',\n",
       " '율촌화학',\n",
       " '이노션',\n",
       " '이마트',\n",
       " '이수화학',\n",
       " '인디에프',\n",
       " '일동홀딩스',\n",
       " '일성신약',\n",
       " '일신방직',\n",
       " '일양약품',\n",
       " '일진디스플',\n",
       " '일진머티리얼즈',\n",
       " '일진전기',\n",
       " '자화전자',\n",
       " '전기초자',\n",
       " '제일기획',\n",
       " '제일모직',\n",
       " '제일파마홀딩스',\n",
       " '조광피혁',\n",
       " '조선내화',\n",
       " '종근당',\n",
       " '종근당홀딩스',\n",
       " '카카오',\n",
       " '카프로',\n",
       " '케이씨오에너지',\n",
       " '케이피케미칼',\n",
       " '코리아써키트',\n",
       " '코스맥스',\n",
       " '코스맥스비티아이',\n",
       " '코오롱',\n",
       " '코오롱인더',\n",
       " '코웨이',\n",
       " '쿠쿠홀딩스',\n",
       " '큐로',\n",
       " '크라운해태홀딩스',\n",
       " '태광산업',\n",
       " '파미셀',\n",
       " '팜스코',\n",
       " '팬오션',\n",
       " '퍼시스',\n",
       " '포스코인터내셔널',\n",
       " '포스코플랜텍',\n",
       " '풍산',\n",
       " '하나금융지주',\n",
       " '하이트맥주',\n",
       " '하이트진로',\n",
       " '하이트진로홀딩스',\n",
       " '한국가스공사',\n",
       " '한국금융지주',\n",
       " '한국기술산업',\n",
       " '한국단자',\n",
       " '한국쉘석유',\n",
       " '한국전력',\n",
       " '한국제지',\n",
       " '한국조선해양',\n",
       " '한국철강',\n",
       " '한국카본',\n",
       " '한국콜마',\n",
       " '한국타이어앤테크놀로지',\n",
       " '한국테크놀로지그룹',\n",
       " '한국항공우주',\n",
       " '한독',\n",
       " '한라홀딩스',\n",
       " '한미반도체',\n",
       " '한미사이언스',\n",
       " '한미약품',\n",
       " '한샘',\n",
       " '한섬',\n",
       " '한세실업',\n",
       " '한솔케미칼',\n",
       " '한솔테크닉스',\n",
       " '한솔홀딩스',\n",
       " '한온시스템',\n",
       " '한올바이오파마',\n",
       " '한일현대시멘트',\n",
       " '한일홀딩스',\n",
       " '한전KPS',\n",
       " '한전기술',\n",
       " '한진중공업',\n",
       " '한진중공업홀딩스',\n",
       " '한화',\n",
       " '한화생명',\n",
       " '한화솔루션',\n",
       " '한화에어로스페이스',\n",
       " '한화화인케미칼',\n",
       " '현대건설',\n",
       " '현대그린푸드',\n",
       " '현대글로비스',\n",
       " '현대로템',\n",
       " '현대리바트',\n",
       " '현대모비스',\n",
       " '현대미포조선',\n",
       " '현대백화점',\n",
       " '현대상선',\n",
       " '현대엘리베이',\n",
       " '현대위아',\n",
       " '현대제철',\n",
       " '현대중공업지주',\n",
       " '현대증권',\n",
       " '현대차',\n",
       " '현대하이스코',\n",
       " '현대해상',\n",
       " '현대홈쇼핑',\n",
       " '호텔신라',\n",
       " '화신',\n",
       " '효성',\n",
       " '효성중공업',\n",
       " '후성',\n",
       " '휠라홀딩스',\n",
       " '휴비스',\n",
       " '휴켐스']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del lv2_companies[0]\n",
    "lv2_companies = sorted(lv2_companies)   # 순서대로 정렬\n",
    "lv2_companies   # 311개"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "194"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lv2_companies.index('우리금융지주')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "del lv2_companies[194]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AK홀딩스',\n",
       " 'BGF',\n",
       " 'BGF리테일',\n",
       " 'BNK금융지주',\n",
       " 'CJ',\n",
       " 'CJ CGV',\n",
       " 'CJ대한통운',\n",
       " 'CJ제일제당',\n",
       " 'DB손해보험',\n",
       " 'DB하이텍',\n",
       " 'DGB금융지주',\n",
       " 'GKL',\n",
       " 'GS',\n",
       " 'GS건설',\n",
       " 'GS리테일',\n",
       " 'HDC',\n",
       " 'HDC현대산업개발',\n",
       " 'HSD엔진',\n",
       " 'JW중외제약',\n",
       " 'JW홀딩스',\n",
       " 'KB금융',\n",
       " 'KCC',\n",
       " 'KC그린홀딩스',\n",
       " 'KISCO홀딩스',\n",
       " 'KPX케미칼',\n",
       " 'KT',\n",
       " 'KT&G',\n",
       " 'LF',\n",
       " 'LG',\n",
       " 'LG디스플레이',\n",
       " 'LG상사',\n",
       " 'LG생명과학',\n",
       " 'LG생활건강',\n",
       " 'LG유플러스',\n",
       " 'LG이노텍',\n",
       " 'LG전자',\n",
       " 'LG하우시스',\n",
       " 'LG화학',\n",
       " 'LIG넥스원',\n",
       " 'LS',\n",
       " 'LS산전',\n",
       " 'NAVER',\n",
       " 'NH투자증권',\n",
       " 'OCI',\n",
       " 'POSCO',\n",
       " 'S&TC',\n",
       " 'S&T모티브',\n",
       " 'S&T중공업',\n",
       " 'S-Oil',\n",
       " 'SBS',\n",
       " 'SK',\n",
       " 'SKC',\n",
       " 'SK네트웍스',\n",
       " 'SK디스커버리',\n",
       " 'SK이노베이션',\n",
       " 'SK케미칼',\n",
       " 'SK텔레콤',\n",
       " 'SK하이닉스',\n",
       " 'SPC삼립',\n",
       " 'STX',\n",
       " 'STX엔진',\n",
       " 'STX조선해양',\n",
       " 'STX중공업',\n",
       " 'TBH글로벌',\n",
       " '강원랜드',\n",
       " '경방',\n",
       " '고려아연',\n",
       " '고려제강',\n",
       " '광동제약',\n",
       " '광전자',\n",
       " '국도화학',\n",
       " '금호산업',\n",
       " '금호석유',\n",
       " '금호전기',\n",
       " '금호타이어',\n",
       " '기아차',\n",
       " '기업은행',\n",
       " '남양유업',\n",
       " '남해화학',\n",
       " '넥센타이어',\n",
       " '넷마블',\n",
       " '녹십자',\n",
       " '녹십자홀딩스',\n",
       " '농심',\n",
       " '대교',\n",
       " '대구은행',\n",
       " '대덕GDS',\n",
       " '대덕전자',\n",
       " '대림산업',\n",
       " '대상',\n",
       " '대우건설',\n",
       " '대우조선해양',\n",
       " '대웅제약',\n",
       " '대원강업',\n",
       " '대한유화',\n",
       " '대한전선',\n",
       " '대한제강',\n",
       " '대한제당',\n",
       " '대한제분',\n",
       " '대한항공',\n",
       " '도레이케미칼',\n",
       " '동국제강',\n",
       " '동부제철',\n",
       " '동서',\n",
       " '동아쏘시오홀딩스',\n",
       " '동아에스티',\n",
       " '동양',\n",
       " '동원F&B',\n",
       " '동원시스템즈',\n",
       " '동일산업',\n",
       " '동화약품',\n",
       " '두산',\n",
       " '두산밥캣',\n",
       " '두산인프라코어',\n",
       " '두산중공업',\n",
       " '디와이',\n",
       " '디티알오토모티브',\n",
       " '락앤락',\n",
       " '롯데쇼핑',\n",
       " '롯데정밀화학',\n",
       " '롯데지주',\n",
       " '롯데칠성',\n",
       " '롯데케미칼',\n",
       " '롯데푸드',\n",
       " '롯데하이마트',\n",
       " '만도',\n",
       " '메리츠종금증권',\n",
       " '모토닉',\n",
       " '무림P&P',\n",
       " '무림페이퍼',\n",
       " '무학',\n",
       " '미래에셋대우',\n",
       " '미래에셋증권',\n",
       " '벽산',\n",
       " '보령제약',\n",
       " '부광약품',\n",
       " '부산은행',\n",
       " '빙그레',\n",
       " '사조동아원',\n",
       " '삼광글라스',\n",
       " '삼성SDI',\n",
       " '삼성물산',\n",
       " '삼성바이오로직스',\n",
       " '삼성생명',\n",
       " '삼성에스디에스',\n",
       " '삼성엔지니어링',\n",
       " '삼성전기',\n",
       " '삼성전자',\n",
       " '삼성중공업',\n",
       " '삼성증권',\n",
       " '삼성카드',\n",
       " '삼성화재',\n",
       " '삼양사',\n",
       " '삼양제넥스',\n",
       " '삼양홀딩스',\n",
       " '삼영전자',\n",
       " '삼진제약',\n",
       " '서연',\n",
       " '서흥',\n",
       " '세방전지',\n",
       " '세아베스틸',\n",
       " '세아제강지주',\n",
       " '세원셀론텍',\n",
       " '세종공업',\n",
       " '세하',\n",
       " '셀트리온',\n",
       " '송원산업',\n",
       " '신도리코',\n",
       " '신성이엔지',\n",
       " '신세계',\n",
       " '신세계인터내셔날',\n",
       " '신한지주',\n",
       " '쌍용양회',\n",
       " '쌍용차',\n",
       " '아모레G',\n",
       " '아모레퍼시픽',\n",
       " '아세아',\n",
       " '아이에스동서',\n",
       " '알루코',\n",
       " '알앤엘바이오',\n",
       " '애경산업',\n",
       " '에스엘',\n",
       " '에스원',\n",
       " '에이블씨엔씨',\n",
       " '엔씨소프트',\n",
       " '엔케이',\n",
       " '영원무역',\n",
       " '영진약품',\n",
       " '영풍',\n",
       " '오뚜기',\n",
       " '오리온',\n",
       " '오리온홀딩스',\n",
       " '외환은행',\n",
       " '우리금융',\n",
       " '우리은행',\n",
       " '웅진에너지',\n",
       " '유니드',\n",
       " '유니온스틸',\n",
       " '유수홀딩스',\n",
       " '유한양행',\n",
       " '율촌화학',\n",
       " '이노션',\n",
       " '이마트',\n",
       " '이수화학',\n",
       " '인디에프',\n",
       " '일동홀딩스',\n",
       " '일성신약',\n",
       " '일신방직',\n",
       " '일양약품',\n",
       " '일진디스플',\n",
       " '일진머티리얼즈',\n",
       " '일진전기',\n",
       " '자화전자',\n",
       " '전기초자',\n",
       " '제일기획',\n",
       " '제일모직',\n",
       " '제일파마홀딩스',\n",
       " '조광피혁',\n",
       " '조선내화',\n",
       " '종근당',\n",
       " '종근당홀딩스',\n",
       " '카카오',\n",
       " '카프로',\n",
       " '케이씨오에너지',\n",
       " '케이피케미칼',\n",
       " '코리아써키트',\n",
       " '코스맥스',\n",
       " '코스맥스비티아이',\n",
       " '코오롱',\n",
       " '코오롱인더',\n",
       " '코웨이',\n",
       " '쿠쿠홀딩스',\n",
       " '큐로',\n",
       " '크라운해태홀딩스',\n",
       " '태광산업',\n",
       " '파미셀',\n",
       " '팜스코',\n",
       " '팬오션',\n",
       " '퍼시스',\n",
       " '포스코인터내셔널',\n",
       " '포스코플랜텍',\n",
       " '풍산',\n",
       " '하나금융지주',\n",
       " '하이트맥주',\n",
       " '하이트진로',\n",
       " '하이트진로홀딩스',\n",
       " '한국가스공사',\n",
       " '한국금융지주',\n",
       " '한국기술산업',\n",
       " '한국단자',\n",
       " '한국쉘석유',\n",
       " '한국전력',\n",
       " '한국제지',\n",
       " '한국조선해양',\n",
       " '한국철강',\n",
       " '한국카본',\n",
       " '한국콜마',\n",
       " '한국타이어앤테크놀로지',\n",
       " '한국테크놀로지그룹',\n",
       " '한국항공우주',\n",
       " '한독',\n",
       " '한라홀딩스',\n",
       " '한미반도체',\n",
       " '한미사이언스',\n",
       " '한미약품',\n",
       " '한샘',\n",
       " '한섬',\n",
       " '한세실업',\n",
       " '한솔케미칼',\n",
       " '한솔테크닉스',\n",
       " '한솔홀딩스',\n",
       " '한온시스템',\n",
       " '한올바이오파마',\n",
       " '한일현대시멘트',\n",
       " '한일홀딩스',\n",
       " '한전KPS',\n",
       " '한전기술',\n",
       " '한진중공업',\n",
       " '한진중공업홀딩스',\n",
       " '한화',\n",
       " '한화생명',\n",
       " '한화솔루션',\n",
       " '한화에어로스페이스',\n",
       " '한화화인케미칼',\n",
       " '현대건설',\n",
       " '현대그린푸드',\n",
       " '현대글로비스',\n",
       " '현대로템',\n",
       " '현대리바트',\n",
       " '현대모비스',\n",
       " '현대미포조선',\n",
       " '현대백화점',\n",
       " '현대상선',\n",
       " '현대엘리베이',\n",
       " '현대위아',\n",
       " '현대제철',\n",
       " '현대중공업지주',\n",
       " '현대증권',\n",
       " '현대차',\n",
       " '현대하이스코',\n",
       " '현대해상',\n",
       " '현대홈쇼핑',\n",
       " '호텔신라',\n",
       " '화신',\n",
       " '효성',\n",
       " '효성중공업',\n",
       " '후성',\n",
       " '휠라홀딩스',\n",
       " '휴비스',\n",
       " '휴켐스']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Guide 상 기업이름(수정하기 전) → symbol_dic이용할 때 써먹을 것\n",
    "lv2_companies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "310"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lv2_companies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KCC 케이씨씨\n",
      "KT 케이티\n",
      "KT&G 케이티앤지\n",
      "POSCO 포스코\n",
      "TBH글로벌 티비에이치글로벌\n",
      "금호석유 금호석유화학\n",
      "기아차 기아자동차\n",
      "롯데칠성 롯데칠성음료\n",
      "삼성화재 삼성화재해상보험\n",
      "삼영전자 삼영전자공업\n",
      "쌍용양회 쌍용양회공업\n",
      "쌍용차 쌍용자동차\n",
      "아모레G 아모레퍼시픽그룹\n",
      "알앤엘바이오 알바이오\n",
      "외환은행 하나은행\n",
      "우리금융 우리금융지주\n",
      "전기초자 한국전기초자\n",
      "케이씨오에너지 아진카인텍\n",
      "한국단자 한국단자공업\n",
      "한국전력 한국전력공사\n",
      "현대엘리베이 현대엘리베이터\n",
      "현대증권 케이비증권\n",
      "현대차 현대자동차\n"
     ]
    }
   ],
   "source": [
    "for i in range(310):\n",
    "    if lv2_companies[i] != lv2_companies_rename[i]:\n",
    "        print(lv2_companies[i], lv2_companies_rename[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Timestamp('2010-01-04 00:00:00'),\n",
       " Timestamp('2010-01-05 00:00:00'),\n",
       " Timestamp('2010-01-06 00:00:00'),\n",
       " Timestamp('2010-01-07 00:00:00'),\n",
       " Timestamp('2010-01-08 00:00:00'),\n",
       " Timestamp('2010-01-11 00:00:00'),\n",
       " Timestamp('2010-01-12 00:00:00'),\n",
       " Timestamp('2010-01-13 00:00:00'),\n",
       " Timestamp('2010-01-14 00:00:00'),\n",
       " Timestamp('2010-01-15 00:00:00'),\n",
       " Timestamp('2010-01-18 00:00:00'),\n",
       " Timestamp('2010-01-19 00:00:00'),\n",
       " Timestamp('2010-01-20 00:00:00'),\n",
       " Timestamp('2010-01-21 00:00:00'),\n",
       " Timestamp('2010-01-22 00:00:00'),\n",
       " Timestamp('2010-01-25 00:00:00'),\n",
       " Timestamp('2010-01-26 00:00:00'),\n",
       " Timestamp('2010-01-27 00:00:00'),\n",
       " Timestamp('2010-01-28 00:00:00'),\n",
       " Timestamp('2010-01-29 00:00:00'),\n",
       " Timestamp('2010-02-01 00:00:00'),\n",
       " Timestamp('2010-02-02 00:00:00'),\n",
       " Timestamp('2010-02-03 00:00:00'),\n",
       " Timestamp('2010-02-04 00:00:00'),\n",
       " Timestamp('2010-02-05 00:00:00'),\n",
       " Timestamp('2010-02-08 00:00:00'),\n",
       " Timestamp('2010-02-09 00:00:00'),\n",
       " Timestamp('2010-02-10 00:00:00'),\n",
       " Timestamp('2010-02-11 00:00:00'),\n",
       " Timestamp('2010-02-12 00:00:00'),\n",
       " Timestamp('2010-02-16 00:00:00'),\n",
       " Timestamp('2010-02-17 00:00:00'),\n",
       " Timestamp('2010-02-18 00:00:00'),\n",
       " Timestamp('2010-02-19 00:00:00'),\n",
       " Timestamp('2010-02-22 00:00:00'),\n",
       " Timestamp('2010-02-23 00:00:00'),\n",
       " Timestamp('2010-02-24 00:00:00'),\n",
       " Timestamp('2010-02-25 00:00:00'),\n",
       " Timestamp('2010-02-26 00:00:00'),\n",
       " Timestamp('2010-03-02 00:00:00'),\n",
       " Timestamp('2010-03-03 00:00:00'),\n",
       " Timestamp('2010-03-04 00:00:00'),\n",
       " Timestamp('2010-03-05 00:00:00'),\n",
       " Timestamp('2010-03-08 00:00:00'),\n",
       " Timestamp('2010-03-09 00:00:00'),\n",
       " Timestamp('2010-03-10 00:00:00'),\n",
       " Timestamp('2010-03-11 00:00:00'),\n",
       " Timestamp('2010-03-12 00:00:00'),\n",
       " Timestamp('2010-03-15 00:00:00'),\n",
       " Timestamp('2010-03-16 00:00:00'),\n",
       " Timestamp('2010-03-17 00:00:00'),\n",
       " Timestamp('2010-03-18 00:00:00'),\n",
       " Timestamp('2010-03-19 00:00:00'),\n",
       " Timestamp('2010-03-22 00:00:00'),\n",
       " Timestamp('2010-03-23 00:00:00'),\n",
       " Timestamp('2010-03-24 00:00:00'),\n",
       " Timestamp('2010-03-25 00:00:00'),\n",
       " Timestamp('2010-03-26 00:00:00'),\n",
       " Timestamp('2010-03-29 00:00:00'),\n",
       " Timestamp('2010-03-30 00:00:00'),\n",
       " Timestamp('2010-03-31 00:00:00'),\n",
       " Timestamp('2010-04-01 00:00:00'),\n",
       " Timestamp('2010-04-02 00:00:00'),\n",
       " Timestamp('2010-04-05 00:00:00'),\n",
       " Timestamp('2010-04-06 00:00:00'),\n",
       " Timestamp('2010-04-07 00:00:00'),\n",
       " Timestamp('2010-04-08 00:00:00'),\n",
       " Timestamp('2010-04-09 00:00:00'),\n",
       " Timestamp('2010-04-12 00:00:00'),\n",
       " Timestamp('2010-04-13 00:00:00'),\n",
       " Timestamp('2010-04-14 00:00:00'),\n",
       " Timestamp('2010-04-15 00:00:00'),\n",
       " Timestamp('2010-04-16 00:00:00'),\n",
       " Timestamp('2010-04-19 00:00:00'),\n",
       " Timestamp('2010-04-20 00:00:00'),\n",
       " Timestamp('2010-04-21 00:00:00'),\n",
       " Timestamp('2010-04-22 00:00:00'),\n",
       " Timestamp('2010-04-23 00:00:00'),\n",
       " Timestamp('2010-04-26 00:00:00'),\n",
       " Timestamp('2010-04-27 00:00:00'),\n",
       " Timestamp('2010-04-28 00:00:00'),\n",
       " Timestamp('2010-04-29 00:00:00'),\n",
       " Timestamp('2010-04-30 00:00:00'),\n",
       " Timestamp('2010-05-03 00:00:00'),\n",
       " Timestamp('2010-05-04 00:00:00'),\n",
       " Timestamp('2010-05-06 00:00:00'),\n",
       " Timestamp('2010-05-07 00:00:00'),\n",
       " Timestamp('2010-05-10 00:00:00'),\n",
       " Timestamp('2010-05-11 00:00:00'),\n",
       " Timestamp('2010-05-12 00:00:00'),\n",
       " Timestamp('2010-05-13 00:00:00'),\n",
       " Timestamp('2010-05-14 00:00:00'),\n",
       " Timestamp('2010-05-17 00:00:00'),\n",
       " Timestamp('2010-05-18 00:00:00'),\n",
       " Timestamp('2010-05-19 00:00:00'),\n",
       " Timestamp('2010-05-20 00:00:00'),\n",
       " Timestamp('2010-05-24 00:00:00'),\n",
       " Timestamp('2010-05-25 00:00:00'),\n",
       " Timestamp('2010-05-26 00:00:00'),\n",
       " Timestamp('2010-05-27 00:00:00'),\n",
       " Timestamp('2010-05-28 00:00:00'),\n",
       " Timestamp('2010-05-31 00:00:00'),\n",
       " Timestamp('2010-06-01 00:00:00'),\n",
       " Timestamp('2010-06-03 00:00:00'),\n",
       " Timestamp('2010-06-04 00:00:00'),\n",
       " Timestamp('2010-06-07 00:00:00'),\n",
       " Timestamp('2010-06-08 00:00:00'),\n",
       " Timestamp('2010-06-09 00:00:00'),\n",
       " Timestamp('2010-06-10 00:00:00'),\n",
       " Timestamp('2010-06-11 00:00:00'),\n",
       " Timestamp('2010-06-14 00:00:00'),\n",
       " Timestamp('2010-06-15 00:00:00'),\n",
       " Timestamp('2010-06-16 00:00:00'),\n",
       " Timestamp('2010-06-17 00:00:00'),\n",
       " Timestamp('2010-06-18 00:00:00'),\n",
       " Timestamp('2010-06-21 00:00:00'),\n",
       " Timestamp('2010-06-22 00:00:00'),\n",
       " Timestamp('2010-06-23 00:00:00'),\n",
       " Timestamp('2010-06-24 00:00:00'),\n",
       " Timestamp('2010-06-25 00:00:00'),\n",
       " Timestamp('2010-06-28 00:00:00'),\n",
       " Timestamp('2010-06-29 00:00:00'),\n",
       " Timestamp('2010-06-30 00:00:00'),\n",
       " Timestamp('2010-07-01 00:00:00'),\n",
       " Timestamp('2010-07-02 00:00:00'),\n",
       " Timestamp('2010-07-05 00:00:00'),\n",
       " Timestamp('2010-07-06 00:00:00'),\n",
       " Timestamp('2010-07-07 00:00:00'),\n",
       " Timestamp('2010-07-08 00:00:00'),\n",
       " Timestamp('2010-07-09 00:00:00'),\n",
       " Timestamp('2010-07-12 00:00:00'),\n",
       " Timestamp('2010-07-13 00:00:00'),\n",
       " Timestamp('2010-07-14 00:00:00'),\n",
       " Timestamp('2010-07-15 00:00:00'),\n",
       " Timestamp('2010-07-16 00:00:00'),\n",
       " Timestamp('2010-07-19 00:00:00'),\n",
       " Timestamp('2010-07-20 00:00:00'),\n",
       " Timestamp('2010-07-21 00:00:00'),\n",
       " Timestamp('2010-07-22 00:00:00'),\n",
       " Timestamp('2010-07-23 00:00:00'),\n",
       " Timestamp('2010-07-26 00:00:00'),\n",
       " Timestamp('2010-07-27 00:00:00'),\n",
       " Timestamp('2010-07-28 00:00:00'),\n",
       " Timestamp('2010-07-29 00:00:00'),\n",
       " Timestamp('2010-07-30 00:00:00'),\n",
       " Timestamp('2010-08-02 00:00:00'),\n",
       " Timestamp('2010-08-03 00:00:00'),\n",
       " Timestamp('2010-08-04 00:00:00'),\n",
       " Timestamp('2010-08-05 00:00:00'),\n",
       " Timestamp('2010-08-06 00:00:00'),\n",
       " Timestamp('2010-08-09 00:00:00'),\n",
       " Timestamp('2010-08-10 00:00:00'),\n",
       " Timestamp('2010-08-11 00:00:00'),\n",
       " Timestamp('2010-08-12 00:00:00'),\n",
       " Timestamp('2010-08-13 00:00:00'),\n",
       " Timestamp('2010-08-16 00:00:00'),\n",
       " Timestamp('2010-08-17 00:00:00'),\n",
       " Timestamp('2010-08-18 00:00:00'),\n",
       " Timestamp('2010-08-19 00:00:00'),\n",
       " Timestamp('2010-08-20 00:00:00'),\n",
       " Timestamp('2010-08-23 00:00:00'),\n",
       " Timestamp('2010-08-24 00:00:00'),\n",
       " Timestamp('2010-08-25 00:00:00'),\n",
       " Timestamp('2010-08-26 00:00:00'),\n",
       " Timestamp('2010-08-27 00:00:00'),\n",
       " Timestamp('2010-08-30 00:00:00'),\n",
       " Timestamp('2010-08-31 00:00:00'),\n",
       " Timestamp('2010-09-01 00:00:00'),\n",
       " Timestamp('2010-09-02 00:00:00'),\n",
       " Timestamp('2010-09-03 00:00:00'),\n",
       " Timestamp('2010-09-06 00:00:00'),\n",
       " Timestamp('2010-09-07 00:00:00'),\n",
       " Timestamp('2010-09-08 00:00:00'),\n",
       " Timestamp('2010-09-09 00:00:00'),\n",
       " Timestamp('2010-09-10 00:00:00'),\n",
       " Timestamp('2010-09-13 00:00:00'),\n",
       " Timestamp('2010-09-14 00:00:00'),\n",
       " Timestamp('2010-09-15 00:00:00'),\n",
       " Timestamp('2010-09-16 00:00:00'),\n",
       " Timestamp('2010-09-17 00:00:00'),\n",
       " Timestamp('2010-09-20 00:00:00'),\n",
       " Timestamp('2010-09-24 00:00:00'),\n",
       " Timestamp('2010-09-27 00:00:00'),\n",
       " Timestamp('2010-09-28 00:00:00'),\n",
       " Timestamp('2010-09-29 00:00:00'),\n",
       " Timestamp('2010-09-30 00:00:00'),\n",
       " Timestamp('2010-10-01 00:00:00'),\n",
       " Timestamp('2010-10-04 00:00:00'),\n",
       " Timestamp('2010-10-05 00:00:00'),\n",
       " Timestamp('2010-10-06 00:00:00'),\n",
       " Timestamp('2010-10-07 00:00:00'),\n",
       " Timestamp('2010-10-08 00:00:00'),\n",
       " Timestamp('2010-10-11 00:00:00'),\n",
       " Timestamp('2010-10-12 00:00:00'),\n",
       " Timestamp('2010-10-13 00:00:00'),\n",
       " Timestamp('2010-10-14 00:00:00'),\n",
       " Timestamp('2010-10-15 00:00:00'),\n",
       " Timestamp('2010-10-18 00:00:00'),\n",
       " Timestamp('2010-10-19 00:00:00'),\n",
       " Timestamp('2010-10-20 00:00:00'),\n",
       " Timestamp('2010-10-21 00:00:00'),\n",
       " Timestamp('2010-10-22 00:00:00'),\n",
       " Timestamp('2010-10-25 00:00:00'),\n",
       " Timestamp('2010-10-26 00:00:00'),\n",
       " Timestamp('2010-10-27 00:00:00'),\n",
       " Timestamp('2010-10-28 00:00:00'),\n",
       " Timestamp('2010-10-29 00:00:00'),\n",
       " Timestamp('2010-11-01 00:00:00'),\n",
       " Timestamp('2010-11-02 00:00:00'),\n",
       " Timestamp('2010-11-03 00:00:00'),\n",
       " Timestamp('2010-11-04 00:00:00'),\n",
       " Timestamp('2010-11-05 00:00:00'),\n",
       " Timestamp('2010-11-08 00:00:00'),\n",
       " Timestamp('2010-11-09 00:00:00'),\n",
       " Timestamp('2010-11-10 00:00:00'),\n",
       " Timestamp('2010-11-11 00:00:00'),\n",
       " Timestamp('2010-11-12 00:00:00'),\n",
       " Timestamp('2010-11-15 00:00:00'),\n",
       " Timestamp('2010-11-16 00:00:00'),\n",
       " Timestamp('2010-11-17 00:00:00'),\n",
       " Timestamp('2010-11-18 00:00:00'),\n",
       " Timestamp('2010-11-19 00:00:00'),\n",
       " Timestamp('2010-11-22 00:00:00'),\n",
       " Timestamp('2010-11-23 00:00:00'),\n",
       " Timestamp('2010-11-24 00:00:00'),\n",
       " Timestamp('2010-11-25 00:00:00'),\n",
       " Timestamp('2010-11-26 00:00:00'),\n",
       " Timestamp('2010-11-29 00:00:00'),\n",
       " Timestamp('2010-11-30 00:00:00'),\n",
       " Timestamp('2010-12-01 00:00:00'),\n",
       " Timestamp('2010-12-02 00:00:00'),\n",
       " Timestamp('2010-12-03 00:00:00'),\n",
       " Timestamp('2010-12-06 00:00:00'),\n",
       " Timestamp('2010-12-07 00:00:00'),\n",
       " Timestamp('2010-12-08 00:00:00'),\n",
       " Timestamp('2010-12-09 00:00:00'),\n",
       " Timestamp('2010-12-10 00:00:00'),\n",
       " Timestamp('2010-12-13 00:00:00'),\n",
       " Timestamp('2010-12-14 00:00:00'),\n",
       " Timestamp('2010-12-15 00:00:00'),\n",
       " Timestamp('2010-12-16 00:00:00'),\n",
       " Timestamp('2010-12-17 00:00:00'),\n",
       " Timestamp('2010-12-20 00:00:00'),\n",
       " Timestamp('2010-12-21 00:00:00'),\n",
       " Timestamp('2010-12-22 00:00:00'),\n",
       " Timestamp('2010-12-23 00:00:00'),\n",
       " Timestamp('2010-12-24 00:00:00'),\n",
       " Timestamp('2010-12-27 00:00:00'),\n",
       " Timestamp('2010-12-28 00:00:00'),\n",
       " Timestamp('2010-12-29 00:00:00'),\n",
       " Timestamp('2010-12-30 00:00:00'),\n",
       " Timestamp('2011-01-03 00:00:00'),\n",
       " Timestamp('2011-01-04 00:00:00'),\n",
       " Timestamp('2011-01-05 00:00:00'),\n",
       " Timestamp('2011-01-06 00:00:00'),\n",
       " Timestamp('2011-01-07 00:00:00'),\n",
       " Timestamp('2011-01-10 00:00:00'),\n",
       " Timestamp('2011-01-11 00:00:00'),\n",
       " Timestamp('2011-01-12 00:00:00'),\n",
       " Timestamp('2011-01-13 00:00:00'),\n",
       " Timestamp('2011-01-14 00:00:00'),\n",
       " Timestamp('2011-01-17 00:00:00'),\n",
       " Timestamp('2011-01-18 00:00:00'),\n",
       " Timestamp('2011-01-19 00:00:00'),\n",
       " Timestamp('2011-01-20 00:00:00'),\n",
       " Timestamp('2011-01-21 00:00:00'),\n",
       " Timestamp('2011-01-24 00:00:00'),\n",
       " Timestamp('2011-01-25 00:00:00'),\n",
       " Timestamp('2011-01-26 00:00:00'),\n",
       " Timestamp('2011-01-27 00:00:00'),\n",
       " Timestamp('2011-01-28 00:00:00'),\n",
       " Timestamp('2011-01-31 00:00:00'),\n",
       " Timestamp('2011-02-01 00:00:00'),\n",
       " Timestamp('2011-02-07 00:00:00'),\n",
       " Timestamp('2011-02-08 00:00:00'),\n",
       " Timestamp('2011-02-09 00:00:00'),\n",
       " Timestamp('2011-02-10 00:00:00'),\n",
       " Timestamp('2011-02-11 00:00:00'),\n",
       " Timestamp('2011-02-14 00:00:00'),\n",
       " Timestamp('2011-02-15 00:00:00'),\n",
       " Timestamp('2011-02-16 00:00:00'),\n",
       " Timestamp('2011-02-17 00:00:00'),\n",
       " Timestamp('2011-02-18 00:00:00'),\n",
       " Timestamp('2011-02-21 00:00:00'),\n",
       " Timestamp('2011-02-22 00:00:00'),\n",
       " Timestamp('2011-02-23 00:00:00'),\n",
       " Timestamp('2011-02-24 00:00:00'),\n",
       " Timestamp('2011-02-25 00:00:00'),\n",
       " Timestamp('2011-02-28 00:00:00'),\n",
       " Timestamp('2011-03-02 00:00:00'),\n",
       " Timestamp('2011-03-03 00:00:00'),\n",
       " Timestamp('2011-03-04 00:00:00'),\n",
       " Timestamp('2011-03-07 00:00:00'),\n",
       " Timestamp('2011-03-08 00:00:00'),\n",
       " Timestamp('2011-03-09 00:00:00'),\n",
       " Timestamp('2011-03-10 00:00:00'),\n",
       " Timestamp('2011-03-11 00:00:00'),\n",
       " Timestamp('2011-03-14 00:00:00'),\n",
       " Timestamp('2011-03-15 00:00:00'),\n",
       " Timestamp('2011-03-16 00:00:00'),\n",
       " Timestamp('2011-03-17 00:00:00'),\n",
       " Timestamp('2011-03-18 00:00:00'),\n",
       " Timestamp('2011-03-21 00:00:00'),\n",
       " Timestamp('2011-03-22 00:00:00'),\n",
       " Timestamp('2011-03-23 00:00:00'),\n",
       " Timestamp('2011-03-24 00:00:00'),\n",
       " Timestamp('2011-03-25 00:00:00'),\n",
       " Timestamp('2011-03-28 00:00:00'),\n",
       " Timestamp('2011-03-29 00:00:00'),\n",
       " Timestamp('2011-03-30 00:00:00'),\n",
       " Timestamp('2011-03-31 00:00:00'),\n",
       " Timestamp('2011-04-01 00:00:00'),\n",
       " Timestamp('2011-04-04 00:00:00'),\n",
       " Timestamp('2011-04-05 00:00:00'),\n",
       " Timestamp('2011-04-06 00:00:00'),\n",
       " Timestamp('2011-04-07 00:00:00'),\n",
       " Timestamp('2011-04-08 00:00:00'),\n",
       " Timestamp('2011-04-11 00:00:00'),\n",
       " Timestamp('2011-04-12 00:00:00'),\n",
       " Timestamp('2011-04-13 00:00:00'),\n",
       " Timestamp('2011-04-14 00:00:00'),\n",
       " Timestamp('2011-04-15 00:00:00'),\n",
       " Timestamp('2011-04-18 00:00:00'),\n",
       " Timestamp('2011-04-19 00:00:00'),\n",
       " Timestamp('2011-04-20 00:00:00'),\n",
       " Timestamp('2011-04-21 00:00:00'),\n",
       " Timestamp('2011-04-22 00:00:00'),\n",
       " Timestamp('2011-04-25 00:00:00'),\n",
       " Timestamp('2011-04-26 00:00:00'),\n",
       " Timestamp('2011-04-27 00:00:00'),\n",
       " Timestamp('2011-04-28 00:00:00'),\n",
       " Timestamp('2011-04-29 00:00:00'),\n",
       " Timestamp('2011-05-02 00:00:00'),\n",
       " Timestamp('2011-05-03 00:00:00'),\n",
       " Timestamp('2011-05-04 00:00:00'),\n",
       " Timestamp('2011-05-06 00:00:00'),\n",
       " Timestamp('2011-05-09 00:00:00'),\n",
       " Timestamp('2011-05-11 00:00:00'),\n",
       " Timestamp('2011-05-12 00:00:00'),\n",
       " Timestamp('2011-05-13 00:00:00'),\n",
       " Timestamp('2011-05-16 00:00:00'),\n",
       " Timestamp('2011-05-17 00:00:00'),\n",
       " Timestamp('2011-05-18 00:00:00'),\n",
       " Timestamp('2011-05-19 00:00:00'),\n",
       " Timestamp('2011-05-20 00:00:00'),\n",
       " Timestamp('2011-05-23 00:00:00'),\n",
       " Timestamp('2011-05-24 00:00:00'),\n",
       " Timestamp('2011-05-25 00:00:00'),\n",
       " Timestamp('2011-05-26 00:00:00'),\n",
       " Timestamp('2011-05-27 00:00:00'),\n",
       " Timestamp('2011-05-30 00:00:00'),\n",
       " Timestamp('2011-05-31 00:00:00'),\n",
       " Timestamp('2011-06-01 00:00:00'),\n",
       " Timestamp('2011-06-02 00:00:00'),\n",
       " Timestamp('2011-06-03 00:00:00'),\n",
       " Timestamp('2011-06-07 00:00:00'),\n",
       " Timestamp('2011-06-08 00:00:00'),\n",
       " Timestamp('2011-06-09 00:00:00'),\n",
       " Timestamp('2011-06-10 00:00:00'),\n",
       " Timestamp('2011-06-13 00:00:00'),\n",
       " Timestamp('2011-06-14 00:00:00'),\n",
       " Timestamp('2011-06-15 00:00:00'),\n",
       " Timestamp('2011-06-16 00:00:00'),\n",
       " Timestamp('2011-06-17 00:00:00'),\n",
       " Timestamp('2011-06-20 00:00:00'),\n",
       " Timestamp('2011-06-21 00:00:00'),\n",
       " Timestamp('2011-06-22 00:00:00'),\n",
       " Timestamp('2011-06-23 00:00:00'),\n",
       " Timestamp('2011-06-24 00:00:00'),\n",
       " Timestamp('2011-06-27 00:00:00'),\n",
       " Timestamp('2011-06-28 00:00:00'),\n",
       " Timestamp('2011-06-29 00:00:00'),\n",
       " Timestamp('2011-06-30 00:00:00'),\n",
       " Timestamp('2011-07-01 00:00:00'),\n",
       " Timestamp('2011-07-04 00:00:00'),\n",
       " Timestamp('2011-07-05 00:00:00'),\n",
       " Timestamp('2011-07-06 00:00:00'),\n",
       " Timestamp('2011-07-07 00:00:00'),\n",
       " Timestamp('2011-07-08 00:00:00'),\n",
       " Timestamp('2011-07-11 00:00:00'),\n",
       " Timestamp('2011-07-12 00:00:00'),\n",
       " Timestamp('2011-07-13 00:00:00'),\n",
       " Timestamp('2011-07-14 00:00:00'),\n",
       " Timestamp('2011-07-15 00:00:00'),\n",
       " Timestamp('2011-07-18 00:00:00'),\n",
       " Timestamp('2011-07-19 00:00:00'),\n",
       " Timestamp('2011-07-20 00:00:00'),\n",
       " Timestamp('2011-07-21 00:00:00'),\n",
       " Timestamp('2011-07-22 00:00:00'),\n",
       " Timestamp('2011-07-25 00:00:00'),\n",
       " Timestamp('2011-07-26 00:00:00'),\n",
       " Timestamp('2011-07-27 00:00:00'),\n",
       " Timestamp('2011-07-28 00:00:00'),\n",
       " Timestamp('2011-07-29 00:00:00'),\n",
       " Timestamp('2011-08-01 00:00:00'),\n",
       " Timestamp('2011-08-02 00:00:00'),\n",
       " Timestamp('2011-08-03 00:00:00'),\n",
       " Timestamp('2011-08-04 00:00:00'),\n",
       " Timestamp('2011-08-05 00:00:00'),\n",
       " Timestamp('2011-08-08 00:00:00'),\n",
       " Timestamp('2011-08-09 00:00:00'),\n",
       " Timestamp('2011-08-10 00:00:00'),\n",
       " Timestamp('2011-08-11 00:00:00'),\n",
       " Timestamp('2011-08-12 00:00:00'),\n",
       " Timestamp('2011-08-16 00:00:00'),\n",
       " Timestamp('2011-08-17 00:00:00'),\n",
       " Timestamp('2011-08-18 00:00:00'),\n",
       " Timestamp('2011-08-19 00:00:00'),\n",
       " Timestamp('2011-08-22 00:00:00'),\n",
       " Timestamp('2011-08-23 00:00:00'),\n",
       " Timestamp('2011-08-24 00:00:00'),\n",
       " Timestamp('2011-08-25 00:00:00'),\n",
       " Timestamp('2011-08-26 00:00:00'),\n",
       " Timestamp('2011-08-29 00:00:00'),\n",
       " Timestamp('2011-08-30 00:00:00'),\n",
       " Timestamp('2011-08-31 00:00:00'),\n",
       " Timestamp('2011-09-01 00:00:00'),\n",
       " Timestamp('2011-09-02 00:00:00'),\n",
       " Timestamp('2011-09-05 00:00:00'),\n",
       " Timestamp('2011-09-06 00:00:00'),\n",
       " Timestamp('2011-09-07 00:00:00'),\n",
       " Timestamp('2011-09-08 00:00:00'),\n",
       " Timestamp('2011-09-09 00:00:00'),\n",
       " Timestamp('2011-09-14 00:00:00'),\n",
       " Timestamp('2011-09-15 00:00:00'),\n",
       " Timestamp('2011-09-16 00:00:00'),\n",
       " Timestamp('2011-09-19 00:00:00'),\n",
       " Timestamp('2011-09-20 00:00:00'),\n",
       " Timestamp('2011-09-21 00:00:00'),\n",
       " Timestamp('2011-09-22 00:00:00'),\n",
       " Timestamp('2011-09-23 00:00:00'),\n",
       " Timestamp('2011-09-26 00:00:00'),\n",
       " Timestamp('2011-09-27 00:00:00'),\n",
       " Timestamp('2011-09-28 00:00:00'),\n",
       " Timestamp('2011-09-29 00:00:00'),\n",
       " Timestamp('2011-09-30 00:00:00'),\n",
       " Timestamp('2011-10-04 00:00:00'),\n",
       " Timestamp('2011-10-05 00:00:00'),\n",
       " Timestamp('2011-10-06 00:00:00'),\n",
       " Timestamp('2011-10-07 00:00:00'),\n",
       " Timestamp('2011-10-10 00:00:00'),\n",
       " Timestamp('2011-10-11 00:00:00'),\n",
       " Timestamp('2011-10-12 00:00:00'),\n",
       " Timestamp('2011-10-13 00:00:00'),\n",
       " Timestamp('2011-10-14 00:00:00'),\n",
       " Timestamp('2011-10-17 00:00:00'),\n",
       " Timestamp('2011-10-18 00:00:00'),\n",
       " Timestamp('2011-10-19 00:00:00'),\n",
       " Timestamp('2011-10-20 00:00:00'),\n",
       " Timestamp('2011-10-21 00:00:00'),\n",
       " Timestamp('2011-10-24 00:00:00'),\n",
       " Timestamp('2011-10-25 00:00:00'),\n",
       " Timestamp('2011-10-26 00:00:00'),\n",
       " Timestamp('2011-10-27 00:00:00'),\n",
       " Timestamp('2011-10-28 00:00:00'),\n",
       " Timestamp('2011-10-31 00:00:00'),\n",
       " Timestamp('2011-11-01 00:00:00'),\n",
       " Timestamp('2011-11-02 00:00:00'),\n",
       " Timestamp('2011-11-03 00:00:00'),\n",
       " Timestamp('2011-11-04 00:00:00'),\n",
       " Timestamp('2011-11-07 00:00:00'),\n",
       " Timestamp('2011-11-08 00:00:00'),\n",
       " Timestamp('2011-11-09 00:00:00'),\n",
       " Timestamp('2011-11-10 00:00:00'),\n",
       " Timestamp('2011-11-11 00:00:00'),\n",
       " Timestamp('2011-11-14 00:00:00'),\n",
       " Timestamp('2011-11-15 00:00:00'),\n",
       " Timestamp('2011-11-16 00:00:00'),\n",
       " Timestamp('2011-11-17 00:00:00'),\n",
       " Timestamp('2011-11-18 00:00:00'),\n",
       " Timestamp('2011-11-21 00:00:00'),\n",
       " Timestamp('2011-11-22 00:00:00'),\n",
       " Timestamp('2011-11-23 00:00:00'),\n",
       " Timestamp('2011-11-24 00:00:00'),\n",
       " Timestamp('2011-11-25 00:00:00'),\n",
       " Timestamp('2011-11-28 00:00:00'),\n",
       " Timestamp('2011-11-29 00:00:00'),\n",
       " Timestamp('2011-11-30 00:00:00'),\n",
       " Timestamp('2011-12-01 00:00:00'),\n",
       " Timestamp('2011-12-02 00:00:00'),\n",
       " Timestamp('2011-12-05 00:00:00'),\n",
       " Timestamp('2011-12-06 00:00:00'),\n",
       " Timestamp('2011-12-07 00:00:00'),\n",
       " Timestamp('2011-12-08 00:00:00'),\n",
       " Timestamp('2011-12-09 00:00:00'),\n",
       " Timestamp('2011-12-12 00:00:00'),\n",
       " Timestamp('2011-12-13 00:00:00'),\n",
       " Timestamp('2011-12-14 00:00:00'),\n",
       " Timestamp('2011-12-15 00:00:00'),\n",
       " Timestamp('2011-12-16 00:00:00'),\n",
       " Timestamp('2011-12-19 00:00:00'),\n",
       " Timestamp('2011-12-20 00:00:00'),\n",
       " Timestamp('2011-12-21 00:00:00'),\n",
       " Timestamp('2011-12-22 00:00:00'),\n",
       " Timestamp('2011-12-23 00:00:00'),\n",
       " Timestamp('2011-12-26 00:00:00'),\n",
       " Timestamp('2011-12-27 00:00:00'),\n",
       " Timestamp('2011-12-28 00:00:00'),\n",
       " Timestamp('2011-12-29 00:00:00'),\n",
       " Timestamp('2012-01-02 00:00:00'),\n",
       " Timestamp('2012-01-03 00:00:00'),\n",
       " Timestamp('2012-01-04 00:00:00'),\n",
       " Timestamp('2012-01-05 00:00:00'),\n",
       " Timestamp('2012-01-06 00:00:00'),\n",
       " Timestamp('2012-01-09 00:00:00'),\n",
       " Timestamp('2012-01-10 00:00:00'),\n",
       " Timestamp('2012-01-11 00:00:00'),\n",
       " Timestamp('2012-01-12 00:00:00'),\n",
       " Timestamp('2012-01-13 00:00:00'),\n",
       " Timestamp('2012-01-16 00:00:00'),\n",
       " Timestamp('2012-01-17 00:00:00'),\n",
       " Timestamp('2012-01-18 00:00:00'),\n",
       " Timestamp('2012-01-19 00:00:00'),\n",
       " Timestamp('2012-01-20 00:00:00'),\n",
       " Timestamp('2012-01-25 00:00:00'),\n",
       " Timestamp('2012-01-26 00:00:00'),\n",
       " Timestamp('2012-01-27 00:00:00'),\n",
       " Timestamp('2012-01-30 00:00:00'),\n",
       " Timestamp('2012-01-31 00:00:00'),\n",
       " Timestamp('2012-02-01 00:00:00'),\n",
       " Timestamp('2012-02-02 00:00:00'),\n",
       " Timestamp('2012-02-03 00:00:00'),\n",
       " Timestamp('2012-02-06 00:00:00'),\n",
       " Timestamp('2012-02-07 00:00:00'),\n",
       " Timestamp('2012-02-08 00:00:00'),\n",
       " Timestamp('2012-02-09 00:00:00'),\n",
       " Timestamp('2012-02-10 00:00:00'),\n",
       " Timestamp('2012-02-13 00:00:00'),\n",
       " Timestamp('2012-02-14 00:00:00'),\n",
       " Timestamp('2012-02-15 00:00:00'),\n",
       " Timestamp('2012-02-16 00:00:00'),\n",
       " Timestamp('2012-02-17 00:00:00'),\n",
       " Timestamp('2012-02-20 00:00:00'),\n",
       " Timestamp('2012-02-21 00:00:00'),\n",
       " Timestamp('2012-02-22 00:00:00'),\n",
       " Timestamp('2012-02-23 00:00:00'),\n",
       " Timestamp('2012-02-24 00:00:00'),\n",
       " Timestamp('2012-02-27 00:00:00'),\n",
       " Timestamp('2012-02-28 00:00:00'),\n",
       " Timestamp('2012-02-29 00:00:00'),\n",
       " Timestamp('2012-03-02 00:00:00'),\n",
       " Timestamp('2012-03-05 00:00:00'),\n",
       " Timestamp('2012-03-06 00:00:00'),\n",
       " Timestamp('2012-03-07 00:00:00'),\n",
       " Timestamp('2012-03-08 00:00:00'),\n",
       " Timestamp('2012-03-09 00:00:00'),\n",
       " Timestamp('2012-03-12 00:00:00'),\n",
       " Timestamp('2012-03-13 00:00:00'),\n",
       " Timestamp('2012-03-14 00:00:00'),\n",
       " Timestamp('2012-03-15 00:00:00'),\n",
       " Timestamp('2012-03-16 00:00:00'),\n",
       " Timestamp('2012-03-19 00:00:00'),\n",
       " Timestamp('2012-03-20 00:00:00'),\n",
       " Timestamp('2012-03-21 00:00:00'),\n",
       " Timestamp('2012-03-22 00:00:00'),\n",
       " Timestamp('2012-03-23 00:00:00'),\n",
       " Timestamp('2012-03-26 00:00:00'),\n",
       " Timestamp('2012-03-27 00:00:00'),\n",
       " Timestamp('2012-03-28 00:00:00'),\n",
       " Timestamp('2012-03-29 00:00:00'),\n",
       " Timestamp('2012-03-30 00:00:00'),\n",
       " Timestamp('2012-04-02 00:00:00'),\n",
       " Timestamp('2012-04-03 00:00:00'),\n",
       " Timestamp('2012-04-04 00:00:00'),\n",
       " Timestamp('2012-04-05 00:00:00'),\n",
       " Timestamp('2012-04-06 00:00:00'),\n",
       " Timestamp('2012-04-09 00:00:00'),\n",
       " Timestamp('2012-04-10 00:00:00'),\n",
       " Timestamp('2012-04-12 00:00:00'),\n",
       " Timestamp('2012-04-13 00:00:00'),\n",
       " Timestamp('2012-04-16 00:00:00'),\n",
       " Timestamp('2012-04-17 00:00:00'),\n",
       " Timestamp('2012-04-18 00:00:00'),\n",
       " Timestamp('2012-04-19 00:00:00'),\n",
       " Timestamp('2012-04-20 00:00:00'),\n",
       " Timestamp('2012-04-23 00:00:00'),\n",
       " Timestamp('2012-04-24 00:00:00'),\n",
       " Timestamp('2012-04-25 00:00:00'),\n",
       " Timestamp('2012-04-26 00:00:00'),\n",
       " Timestamp('2012-04-27 00:00:00'),\n",
       " Timestamp('2012-04-30 00:00:00'),\n",
       " Timestamp('2012-05-02 00:00:00'),\n",
       " Timestamp('2012-05-03 00:00:00'),\n",
       " Timestamp('2012-05-04 00:00:00'),\n",
       " Timestamp('2012-05-07 00:00:00'),\n",
       " Timestamp('2012-05-08 00:00:00'),\n",
       " Timestamp('2012-05-09 00:00:00'),\n",
       " Timestamp('2012-05-10 00:00:00'),\n",
       " Timestamp('2012-05-11 00:00:00'),\n",
       " Timestamp('2012-05-14 00:00:00'),\n",
       " Timestamp('2012-05-15 00:00:00'),\n",
       " Timestamp('2012-05-16 00:00:00'),\n",
       " Timestamp('2012-05-17 00:00:00'),\n",
       " Timestamp('2012-05-18 00:00:00'),\n",
       " Timestamp('2012-05-21 00:00:00'),\n",
       " Timestamp('2012-05-22 00:00:00'),\n",
       " Timestamp('2012-05-23 00:00:00'),\n",
       " Timestamp('2012-05-24 00:00:00'),\n",
       " Timestamp('2012-05-25 00:00:00'),\n",
       " Timestamp('2012-05-29 00:00:00'),\n",
       " Timestamp('2012-05-30 00:00:00'),\n",
       " Timestamp('2012-05-31 00:00:00'),\n",
       " Timestamp('2012-06-01 00:00:00'),\n",
       " Timestamp('2012-06-04 00:00:00'),\n",
       " Timestamp('2012-06-05 00:00:00'),\n",
       " Timestamp('2012-06-07 00:00:00'),\n",
       " Timestamp('2012-06-08 00:00:00'),\n",
       " Timestamp('2012-06-11 00:00:00'),\n",
       " Timestamp('2012-06-12 00:00:00'),\n",
       " Timestamp('2012-06-13 00:00:00'),\n",
       " Timestamp('2012-06-14 00:00:00'),\n",
       " Timestamp('2012-06-15 00:00:00'),\n",
       " Timestamp('2012-06-18 00:00:00'),\n",
       " Timestamp('2012-06-19 00:00:00'),\n",
       " Timestamp('2012-06-20 00:00:00'),\n",
       " Timestamp('2012-06-21 00:00:00'),\n",
       " Timestamp('2012-06-22 00:00:00'),\n",
       " Timestamp('2012-06-25 00:00:00'),\n",
       " Timestamp('2012-06-26 00:00:00'),\n",
       " Timestamp('2012-06-27 00:00:00'),\n",
       " Timestamp('2012-06-28 00:00:00'),\n",
       " Timestamp('2012-06-29 00:00:00'),\n",
       " Timestamp('2012-07-02 00:00:00'),\n",
       " Timestamp('2012-07-03 00:00:00'),\n",
       " Timestamp('2012-07-04 00:00:00'),\n",
       " Timestamp('2012-07-05 00:00:00'),\n",
       " Timestamp('2012-07-06 00:00:00'),\n",
       " Timestamp('2012-07-09 00:00:00'),\n",
       " Timestamp('2012-07-10 00:00:00'),\n",
       " Timestamp('2012-07-11 00:00:00'),\n",
       " Timestamp('2012-07-12 00:00:00'),\n",
       " Timestamp('2012-07-13 00:00:00'),\n",
       " Timestamp('2012-07-16 00:00:00'),\n",
       " Timestamp('2012-07-17 00:00:00'),\n",
       " Timestamp('2012-07-18 00:00:00'),\n",
       " Timestamp('2012-07-19 00:00:00'),\n",
       " Timestamp('2012-07-20 00:00:00'),\n",
       " Timestamp('2012-07-23 00:00:00'),\n",
       " Timestamp('2012-07-24 00:00:00'),\n",
       " Timestamp('2012-07-25 00:00:00'),\n",
       " Timestamp('2012-07-26 00:00:00'),\n",
       " Timestamp('2012-07-27 00:00:00'),\n",
       " Timestamp('2012-07-30 00:00:00'),\n",
       " Timestamp('2012-07-31 00:00:00'),\n",
       " Timestamp('2012-08-01 00:00:00'),\n",
       " Timestamp('2012-08-02 00:00:00'),\n",
       " Timestamp('2012-08-03 00:00:00'),\n",
       " Timestamp('2012-08-06 00:00:00'),\n",
       " Timestamp('2012-08-07 00:00:00'),\n",
       " Timestamp('2012-08-08 00:00:00'),\n",
       " Timestamp('2012-08-09 00:00:00'),\n",
       " Timestamp('2012-08-10 00:00:00'),\n",
       " Timestamp('2012-08-13 00:00:00'),\n",
       " Timestamp('2012-08-14 00:00:00'),\n",
       " Timestamp('2012-08-16 00:00:00'),\n",
       " Timestamp('2012-08-17 00:00:00'),\n",
       " Timestamp('2012-08-20 00:00:00'),\n",
       " Timestamp('2012-08-21 00:00:00'),\n",
       " Timestamp('2012-08-22 00:00:00'),\n",
       " Timestamp('2012-08-23 00:00:00'),\n",
       " Timestamp('2012-08-24 00:00:00'),\n",
       " Timestamp('2012-08-27 00:00:00'),\n",
       " Timestamp('2012-08-28 00:00:00'),\n",
       " Timestamp('2012-08-29 00:00:00'),\n",
       " Timestamp('2012-08-30 00:00:00'),\n",
       " Timestamp('2012-08-31 00:00:00'),\n",
       " Timestamp('2012-09-03 00:00:00'),\n",
       " Timestamp('2012-09-04 00:00:00'),\n",
       " Timestamp('2012-09-05 00:00:00'),\n",
       " Timestamp('2012-09-06 00:00:00'),\n",
       " Timestamp('2012-09-07 00:00:00'),\n",
       " Timestamp('2012-09-10 00:00:00'),\n",
       " Timestamp('2012-09-11 00:00:00'),\n",
       " Timestamp('2012-09-12 00:00:00'),\n",
       " Timestamp('2012-09-13 00:00:00'),\n",
       " Timestamp('2012-09-14 00:00:00'),\n",
       " Timestamp('2012-09-17 00:00:00'),\n",
       " Timestamp('2012-09-18 00:00:00'),\n",
       " Timestamp('2012-09-19 00:00:00'),\n",
       " Timestamp('2012-09-20 00:00:00'),\n",
       " Timestamp('2012-09-21 00:00:00'),\n",
       " Timestamp('2012-09-24 00:00:00'),\n",
       " Timestamp('2012-09-25 00:00:00'),\n",
       " Timestamp('2012-09-26 00:00:00'),\n",
       " Timestamp('2012-09-27 00:00:00'),\n",
       " Timestamp('2012-09-28 00:00:00'),\n",
       " Timestamp('2012-10-02 00:00:00'),\n",
       " Timestamp('2012-10-04 00:00:00'),\n",
       " Timestamp('2012-10-05 00:00:00'),\n",
       " Timestamp('2012-10-08 00:00:00'),\n",
       " Timestamp('2012-10-09 00:00:00'),\n",
       " Timestamp('2012-10-10 00:00:00'),\n",
       " Timestamp('2012-10-11 00:00:00'),\n",
       " Timestamp('2012-10-12 00:00:00'),\n",
       " Timestamp('2012-10-15 00:00:00'),\n",
       " Timestamp('2012-10-16 00:00:00'),\n",
       " Timestamp('2012-10-17 00:00:00'),\n",
       " Timestamp('2012-10-18 00:00:00'),\n",
       " Timestamp('2012-10-19 00:00:00'),\n",
       " Timestamp('2012-10-22 00:00:00'),\n",
       " Timestamp('2012-10-23 00:00:00'),\n",
       " Timestamp('2012-10-24 00:00:00'),\n",
       " Timestamp('2012-10-25 00:00:00'),\n",
       " Timestamp('2012-10-26 00:00:00'),\n",
       " Timestamp('2012-10-29 00:00:00'),\n",
       " Timestamp('2012-10-30 00:00:00'),\n",
       " Timestamp('2012-10-31 00:00:00'),\n",
       " Timestamp('2012-11-01 00:00:00'),\n",
       " Timestamp('2012-11-02 00:00:00'),\n",
       " Timestamp('2012-11-05 00:00:00'),\n",
       " Timestamp('2012-11-06 00:00:00'),\n",
       " Timestamp('2012-11-07 00:00:00'),\n",
       " Timestamp('2012-11-08 00:00:00'),\n",
       " Timestamp('2012-11-09 00:00:00'),\n",
       " Timestamp('2012-11-12 00:00:00'),\n",
       " Timestamp('2012-11-13 00:00:00'),\n",
       " Timestamp('2012-11-14 00:00:00'),\n",
       " Timestamp('2012-11-15 00:00:00'),\n",
       " Timestamp('2012-11-16 00:00:00'),\n",
       " Timestamp('2012-11-19 00:00:00'),\n",
       " Timestamp('2012-11-20 00:00:00'),\n",
       " Timestamp('2012-11-21 00:00:00'),\n",
       " Timestamp('2012-11-22 00:00:00'),\n",
       " Timestamp('2012-11-23 00:00:00'),\n",
       " Timestamp('2012-11-26 00:00:00'),\n",
       " Timestamp('2012-11-27 00:00:00'),\n",
       " Timestamp('2012-11-28 00:00:00'),\n",
       " Timestamp('2012-11-29 00:00:00'),\n",
       " Timestamp('2012-11-30 00:00:00'),\n",
       " Timestamp('2012-12-03 00:00:00'),\n",
       " Timestamp('2012-12-04 00:00:00'),\n",
       " Timestamp('2012-12-05 00:00:00'),\n",
       " Timestamp('2012-12-06 00:00:00'),\n",
       " Timestamp('2012-12-07 00:00:00'),\n",
       " Timestamp('2012-12-10 00:00:00'),\n",
       " Timestamp('2012-12-11 00:00:00'),\n",
       " Timestamp('2012-12-12 00:00:00'),\n",
       " Timestamp('2012-12-13 00:00:00'),\n",
       " Timestamp('2012-12-14 00:00:00'),\n",
       " Timestamp('2012-12-17 00:00:00'),\n",
       " Timestamp('2012-12-18 00:00:00'),\n",
       " Timestamp('2012-12-20 00:00:00'),\n",
       " Timestamp('2012-12-21 00:00:00'),\n",
       " Timestamp('2012-12-24 00:00:00'),\n",
       " Timestamp('2012-12-26 00:00:00'),\n",
       " Timestamp('2012-12-27 00:00:00'),\n",
       " Timestamp('2012-12-28 00:00:00'),\n",
       " Timestamp('2013-01-02 00:00:00'),\n",
       " Timestamp('2013-01-03 00:00:00'),\n",
       " Timestamp('2013-01-04 00:00:00'),\n",
       " Timestamp('2013-01-07 00:00:00'),\n",
       " Timestamp('2013-01-08 00:00:00'),\n",
       " Timestamp('2013-01-09 00:00:00'),\n",
       " Timestamp('2013-01-10 00:00:00'),\n",
       " Timestamp('2013-01-11 00:00:00'),\n",
       " Timestamp('2013-01-14 00:00:00'),\n",
       " Timestamp('2013-01-15 00:00:00'),\n",
       " Timestamp('2013-01-16 00:00:00'),\n",
       " Timestamp('2013-01-17 00:00:00'),\n",
       " Timestamp('2013-01-18 00:00:00'),\n",
       " Timestamp('2013-01-21 00:00:00'),\n",
       " Timestamp('2013-01-22 00:00:00'),\n",
       " Timestamp('2013-01-23 00:00:00'),\n",
       " Timestamp('2013-01-24 00:00:00'),\n",
       " Timestamp('2013-01-25 00:00:00'),\n",
       " Timestamp('2013-01-28 00:00:00'),\n",
       " Timestamp('2013-01-29 00:00:00'),\n",
       " Timestamp('2013-01-30 00:00:00'),\n",
       " Timestamp('2013-01-31 00:00:00'),\n",
       " Timestamp('2013-02-01 00:00:00'),\n",
       " Timestamp('2013-02-04 00:00:00'),\n",
       " Timestamp('2013-02-05 00:00:00'),\n",
       " Timestamp('2013-02-06 00:00:00'),\n",
       " Timestamp('2013-02-07 00:00:00'),\n",
       " Timestamp('2013-02-08 00:00:00'),\n",
       " Timestamp('2013-02-12 00:00:00'),\n",
       " Timestamp('2013-02-13 00:00:00'),\n",
       " Timestamp('2013-02-14 00:00:00'),\n",
       " Timestamp('2013-02-15 00:00:00'),\n",
       " Timestamp('2013-02-18 00:00:00'),\n",
       " Timestamp('2013-02-19 00:00:00'),\n",
       " Timestamp('2013-02-20 00:00:00'),\n",
       " Timestamp('2013-02-21 00:00:00'),\n",
       " Timestamp('2013-02-22 00:00:00'),\n",
       " Timestamp('2013-02-25 00:00:00'),\n",
       " Timestamp('2013-02-26 00:00:00'),\n",
       " Timestamp('2013-02-27 00:00:00'),\n",
       " Timestamp('2013-02-28 00:00:00'),\n",
       " Timestamp('2013-03-04 00:00:00'),\n",
       " Timestamp('2013-03-05 00:00:00'),\n",
       " Timestamp('2013-03-06 00:00:00'),\n",
       " Timestamp('2013-03-07 00:00:00'),\n",
       " Timestamp('2013-03-08 00:00:00'),\n",
       " Timestamp('2013-03-11 00:00:00'),\n",
       " Timestamp('2013-03-12 00:00:00'),\n",
       " Timestamp('2013-03-13 00:00:00'),\n",
       " Timestamp('2013-03-14 00:00:00'),\n",
       " Timestamp('2013-03-15 00:00:00'),\n",
       " Timestamp('2013-03-18 00:00:00'),\n",
       " Timestamp('2013-03-19 00:00:00'),\n",
       " Timestamp('2013-03-20 00:00:00'),\n",
       " Timestamp('2013-03-21 00:00:00'),\n",
       " Timestamp('2013-03-22 00:00:00'),\n",
       " Timestamp('2013-03-25 00:00:00'),\n",
       " Timestamp('2013-03-26 00:00:00'),\n",
       " Timestamp('2013-03-27 00:00:00'),\n",
       " Timestamp('2013-03-28 00:00:00'),\n",
       " Timestamp('2013-03-29 00:00:00'),\n",
       " Timestamp('2013-04-01 00:00:00'),\n",
       " Timestamp('2013-04-02 00:00:00'),\n",
       " Timestamp('2013-04-03 00:00:00'),\n",
       " Timestamp('2013-04-04 00:00:00'),\n",
       " Timestamp('2013-04-05 00:00:00'),\n",
       " Timestamp('2013-04-08 00:00:00'),\n",
       " Timestamp('2013-04-09 00:00:00'),\n",
       " Timestamp('2013-04-10 00:00:00'),\n",
       " Timestamp('2013-04-11 00:00:00'),\n",
       " Timestamp('2013-04-12 00:00:00'),\n",
       " Timestamp('2013-04-15 00:00:00'),\n",
       " Timestamp('2013-04-16 00:00:00'),\n",
       " Timestamp('2013-04-17 00:00:00'),\n",
       " Timestamp('2013-04-18 00:00:00'),\n",
       " Timestamp('2013-04-19 00:00:00'),\n",
       " Timestamp('2013-04-22 00:00:00'),\n",
       " Timestamp('2013-04-23 00:00:00'),\n",
       " Timestamp('2013-04-24 00:00:00'),\n",
       " Timestamp('2013-04-25 00:00:00'),\n",
       " Timestamp('2013-04-26 00:00:00'),\n",
       " Timestamp('2013-04-29 00:00:00'),\n",
       " Timestamp('2013-04-30 00:00:00'),\n",
       " Timestamp('2013-05-02 00:00:00'),\n",
       " Timestamp('2013-05-03 00:00:00'),\n",
       " Timestamp('2013-05-06 00:00:00'),\n",
       " Timestamp('2013-05-07 00:00:00'),\n",
       " Timestamp('2013-05-08 00:00:00'),\n",
       " Timestamp('2013-05-09 00:00:00'),\n",
       " Timestamp('2013-05-10 00:00:00'),\n",
       " Timestamp('2013-05-13 00:00:00'),\n",
       " Timestamp('2013-05-14 00:00:00'),\n",
       " Timestamp('2013-05-15 00:00:00'),\n",
       " Timestamp('2013-05-16 00:00:00'),\n",
       " Timestamp('2013-05-20 00:00:00'),\n",
       " Timestamp('2013-05-21 00:00:00'),\n",
       " Timestamp('2013-05-22 00:00:00'),\n",
       " Timestamp('2013-05-23 00:00:00'),\n",
       " Timestamp('2013-05-24 00:00:00'),\n",
       " Timestamp('2013-05-27 00:00:00'),\n",
       " Timestamp('2013-05-28 00:00:00'),\n",
       " Timestamp('2013-05-29 00:00:00'),\n",
       " Timestamp('2013-05-30 00:00:00'),\n",
       " Timestamp('2013-05-31 00:00:00'),\n",
       " Timestamp('2013-06-03 00:00:00'),\n",
       " Timestamp('2013-06-04 00:00:00'),\n",
       " Timestamp('2013-06-05 00:00:00'),\n",
       " Timestamp('2013-06-07 00:00:00'),\n",
       " Timestamp('2013-06-10 00:00:00'),\n",
       " Timestamp('2013-06-11 00:00:00'),\n",
       " Timestamp('2013-06-12 00:00:00'),\n",
       " Timestamp('2013-06-13 00:00:00'),\n",
       " Timestamp('2013-06-14 00:00:00'),\n",
       " Timestamp('2013-06-17 00:00:00'),\n",
       " Timestamp('2013-06-18 00:00:00'),\n",
       " Timestamp('2013-06-19 00:00:00'),\n",
       " Timestamp('2013-06-20 00:00:00'),\n",
       " Timestamp('2013-06-21 00:00:00'),\n",
       " Timestamp('2013-06-24 00:00:00'),\n",
       " Timestamp('2013-06-25 00:00:00'),\n",
       " Timestamp('2013-06-26 00:00:00'),\n",
       " Timestamp('2013-06-27 00:00:00'),\n",
       " Timestamp('2013-06-28 00:00:00'),\n",
       " Timestamp('2013-07-01 00:00:00'),\n",
       " Timestamp('2013-07-02 00:00:00'),\n",
       " Timestamp('2013-07-03 00:00:00'),\n",
       " Timestamp('2013-07-04 00:00:00'),\n",
       " Timestamp('2013-07-05 00:00:00'),\n",
       " Timestamp('2013-07-08 00:00:00'),\n",
       " Timestamp('2013-07-09 00:00:00'),\n",
       " Timestamp('2013-07-10 00:00:00'),\n",
       " Timestamp('2013-07-11 00:00:00'),\n",
       " Timestamp('2013-07-12 00:00:00'),\n",
       " Timestamp('2013-07-15 00:00:00'),\n",
       " Timestamp('2013-07-16 00:00:00'),\n",
       " Timestamp('2013-07-17 00:00:00'),\n",
       " Timestamp('2013-07-18 00:00:00'),\n",
       " Timestamp('2013-07-19 00:00:00'),\n",
       " Timestamp('2013-07-22 00:00:00'),\n",
       " Timestamp('2013-07-23 00:00:00'),\n",
       " Timestamp('2013-07-24 00:00:00'),\n",
       " Timestamp('2013-07-25 00:00:00'),\n",
       " Timestamp('2013-07-26 00:00:00'),\n",
       " Timestamp('2013-07-29 00:00:00'),\n",
       " Timestamp('2013-07-30 00:00:00'),\n",
       " Timestamp('2013-07-31 00:00:00'),\n",
       " Timestamp('2013-08-01 00:00:00'),\n",
       " Timestamp('2013-08-02 00:00:00'),\n",
       " Timestamp('2013-08-05 00:00:00'),\n",
       " Timestamp('2013-08-06 00:00:00'),\n",
       " Timestamp('2013-08-07 00:00:00'),\n",
       " Timestamp('2013-08-08 00:00:00'),\n",
       " Timestamp('2013-08-09 00:00:00'),\n",
       " Timestamp('2013-08-12 00:00:00'),\n",
       " Timestamp('2013-08-13 00:00:00'),\n",
       " Timestamp('2013-08-14 00:00:00'),\n",
       " Timestamp('2013-08-16 00:00:00'),\n",
       " Timestamp('2013-08-19 00:00:00'),\n",
       " Timestamp('2013-08-20 00:00:00'),\n",
       " Timestamp('2013-08-21 00:00:00'),\n",
       " Timestamp('2013-08-22 00:00:00'),\n",
       " Timestamp('2013-08-23 00:00:00'),\n",
       " Timestamp('2013-08-26 00:00:00'),\n",
       " Timestamp('2013-08-27 00:00:00'),\n",
       " Timestamp('2013-08-28 00:00:00'),\n",
       " Timestamp('2013-08-29 00:00:00'),\n",
       " Timestamp('2013-08-30 00:00:00'),\n",
       " Timestamp('2013-09-02 00:00:00'),\n",
       " Timestamp('2013-09-03 00:00:00'),\n",
       " Timestamp('2013-09-04 00:00:00'),\n",
       " Timestamp('2013-09-05 00:00:00'),\n",
       " Timestamp('2013-09-06 00:00:00'),\n",
       " Timestamp('2013-09-09 00:00:00'),\n",
       " Timestamp('2013-09-10 00:00:00'),\n",
       " Timestamp('2013-09-11 00:00:00'),\n",
       " Timestamp('2013-09-12 00:00:00'),\n",
       " Timestamp('2013-09-13 00:00:00'),\n",
       " Timestamp('2013-09-16 00:00:00'),\n",
       " Timestamp('2013-09-17 00:00:00'),\n",
       " Timestamp('2013-09-23 00:00:00'),\n",
       " Timestamp('2013-09-24 00:00:00'),\n",
       " Timestamp('2013-09-25 00:00:00'),\n",
       " Timestamp('2013-09-26 00:00:00'),\n",
       " Timestamp('2013-09-27 00:00:00'),\n",
       " Timestamp('2013-09-30 00:00:00'),\n",
       " Timestamp('2013-10-01 00:00:00'),\n",
       " Timestamp('2013-10-02 00:00:00'),\n",
       " Timestamp('2013-10-04 00:00:00'),\n",
       " Timestamp('2013-10-07 00:00:00'),\n",
       " Timestamp('2013-10-08 00:00:00'),\n",
       " Timestamp('2013-10-10 00:00:00'),\n",
       " Timestamp('2013-10-11 00:00:00'),\n",
       " Timestamp('2013-10-14 00:00:00'),\n",
       " Timestamp('2013-10-15 00:00:00'),\n",
       " Timestamp('2013-10-16 00:00:00'),\n",
       " Timestamp('2013-10-17 00:00:00'),\n",
       " Timestamp('2013-10-18 00:00:00'),\n",
       " Timestamp('2013-10-21 00:00:00'),\n",
       " Timestamp('2013-10-22 00:00:00'),\n",
       " Timestamp('2013-10-23 00:00:00'),\n",
       " Timestamp('2013-10-24 00:00:00'),\n",
       " Timestamp('2013-10-25 00:00:00'),\n",
       " Timestamp('2013-10-28 00:00:00'),\n",
       " Timestamp('2013-10-29 00:00:00'),\n",
       " Timestamp('2013-10-30 00:00:00'),\n",
       " Timestamp('2013-10-31 00:00:00'),\n",
       " Timestamp('2013-11-01 00:00:00'),\n",
       " Timestamp('2013-11-04 00:00:00'),\n",
       " Timestamp('2013-11-05 00:00:00'),\n",
       " Timestamp('2013-11-06 00:00:00'),\n",
       " Timestamp('2013-11-07 00:00:00'),\n",
       " Timestamp('2013-11-08 00:00:00'),\n",
       " Timestamp('2013-11-11 00:00:00'),\n",
       " Timestamp('2013-11-12 00:00:00'),\n",
       " Timestamp('2013-11-13 00:00:00'),\n",
       " Timestamp('2013-11-14 00:00:00'),\n",
       " Timestamp('2013-11-15 00:00:00'),\n",
       " Timestamp('2013-11-18 00:00:00'),\n",
       " Timestamp('2013-11-19 00:00:00'),\n",
       " Timestamp('2013-11-20 00:00:00'),\n",
       " Timestamp('2013-11-21 00:00:00'),\n",
       " Timestamp('2013-11-22 00:00:00'),\n",
       " Timestamp('2013-11-25 00:00:00'),\n",
       " Timestamp('2013-11-26 00:00:00'),\n",
       " Timestamp('2013-11-27 00:00:00'),\n",
       " Timestamp('2013-11-28 00:00:00'),\n",
       " Timestamp('2013-11-29 00:00:00'),\n",
       " Timestamp('2013-12-02 00:00:00'),\n",
       " Timestamp('2013-12-03 00:00:00'),\n",
       " Timestamp('2013-12-04 00:00:00'),\n",
       " Timestamp('2013-12-05 00:00:00'),\n",
       " Timestamp('2013-12-06 00:00:00'),\n",
       " Timestamp('2013-12-09 00:00:00'),\n",
       " Timestamp('2013-12-10 00:00:00'),\n",
       " Timestamp('2013-12-11 00:00:00'),\n",
       " Timestamp('2013-12-12 00:00:00'),\n",
       " Timestamp('2013-12-13 00:00:00'),\n",
       " Timestamp('2013-12-16 00:00:00'),\n",
       " Timestamp('2013-12-17 00:00:00'),\n",
       " Timestamp('2013-12-18 00:00:00'),\n",
       " Timestamp('2013-12-19 00:00:00'),\n",
       " Timestamp('2013-12-20 00:00:00'),\n",
       " Timestamp('2013-12-23 00:00:00'),\n",
       " Timestamp('2013-12-24 00:00:00'),\n",
       " Timestamp('2013-12-26 00:00:00'),\n",
       " Timestamp('2013-12-27 00:00:00'),\n",
       " Timestamp('2013-12-30 00:00:00'),\n",
       " Timestamp('2014-01-02 00:00:00'),\n",
       " Timestamp('2014-01-03 00:00:00'),\n",
       " Timestamp('2014-01-06 00:00:00'),\n",
       " Timestamp('2014-01-07 00:00:00'),\n",
       " Timestamp('2014-01-08 00:00:00'),\n",
       " Timestamp('2014-01-09 00:00:00'),\n",
       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samsung = fdr.DataReader('005930', '2010-01-01', '2019-12-31')\n",
    "lv2_index_rename = list(samsung.index)\n",
    "lv2_index_rename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def length_adjust(str_) : \n",
    "    return (2-len(str_)) * '0' + str_\n",
    "\n",
    "def date_convertor(date) : \n",
    "    year = length_adjust(str(date.year))\n",
    "    month = length_adjust(str(date.month))\n",
    "    day = length_adjust(str(date.day))\n",
    "    yyyymmdd = int(year+month+day)\n",
    "    return yyyymmdd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "lv2_index_rename = list(map(date_convertor,lv2_index_rename))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['20100104',\n",
       " '20100105',\n",
       " '20100106',\n",
       " '20100107',\n",
       " '20100108',\n",
       " '20100111',\n",
       " '20100112',\n",
       " '20100113',\n",
       " '20100114',\n",
       " '20100115',\n",
       " '20100118',\n",
       " '20100119',\n",
       " '20100120',\n",
       " '20100121',\n",
       " '20100122',\n",
       " '20100125',\n",
       " '20100126',\n",
       " '20100127',\n",
       " '20100128',\n",
       " '20100129',\n",
       " '20100201',\n",
       " '20100202',\n",
       " '20100203',\n",
       " '20100204',\n",
       " '20100205',\n",
       " '20100208',\n",
       " '20100209',\n",
       " '20100210',\n",
       " '20100211',\n",
       " '20100212',\n",
       " '20100216',\n",
       " '20100217',\n",
       " '20100218',\n",
       " '20100219',\n",
       " '20100222',\n",
       " '20100223',\n",
       " '20100224',\n",
       " '20100225',\n",
       " '20100226',\n",
       " '20100302',\n",
       " '20100303',\n",
       " '20100304',\n",
       " '20100305',\n",
       " '20100308',\n",
       " '20100309',\n",
       " '20100310',\n",
       " '20100311',\n",
       " '20100312',\n",
       " '20100315',\n",
       " '20100316',\n",
       " '20100317',\n",
       " '20100318',\n",
       " '20100319',\n",
       " '20100322',\n",
       " '20100323',\n",
       " '20100324',\n",
       " '20100325',\n",
       " '20100326',\n",
       " '20100329',\n",
       " '20100330',\n",
       " '20100331',\n",
       " '20100401',\n",
       " '20100402',\n",
       " '20100405',\n",
       " '20100406',\n",
       " '20100407',\n",
       " '20100408',\n",
       " '20100409',\n",
       " '20100412',\n",
       " '20100413',\n",
       " '20100414',\n",
       " '20100415',\n",
       " '20100416',\n",
       " '20100419',\n",
       " '20100420',\n",
       " '20100421',\n",
       " '20100422',\n",
       " '20100423',\n",
       " '20100426',\n",
       " '20100427',\n",
       " '20100428',\n",
       " '20100429',\n",
       " '20100430',\n",
       " '20100503',\n",
       " '20100504',\n",
       " '20100506',\n",
       " '20100507',\n",
       " '20100510',\n",
       " '20100511',\n",
       " '20100512',\n",
       " '20100513',\n",
       " '20100514',\n",
       " '20100517',\n",
       " '20100518',\n",
       " '20100519',\n",
       " '20100520',\n",
       " '20100524',\n",
       " '20100525',\n",
       " '20100526',\n",
       " '20100527',\n",
       " '20100528',\n",
       " '20100531',\n",
       " '20100601',\n",
       " '20100603',\n",
       " '20100604',\n",
       " '20100607',\n",
       " '20100608',\n",
       " '20100609',\n",
       " '20100610',\n",
       " '20100611',\n",
       " '20100614',\n",
       " '20100615',\n",
       " '20100616',\n",
       " '20100617',\n",
       " '20100618',\n",
       " '20100621',\n",
       " '20100622',\n",
       " '20100623',\n",
       " '20100624',\n",
       " '20100625',\n",
       " '20100628',\n",
       " '20100629',\n",
       " '20100630',\n",
       " '20100701',\n",
       " '20100702',\n",
       " '20100705',\n",
       " '20100706',\n",
       " '20100707',\n",
       " '20100708',\n",
       " '20100709',\n",
       " '20100712',\n",
       " '20100713',\n",
       " '20100714',\n",
       " '20100715',\n",
       " '20100716',\n",
       " '20100719',\n",
       " '20100720',\n",
       " '20100721',\n",
       " '20100722',\n",
       " '20100723',\n",
       " '20100726',\n",
       " '20100727',\n",
       " '20100728',\n",
       " '20100729',\n",
       " '20100730',\n",
       " '20100802',\n",
       " '20100803',\n",
       " '20100804',\n",
       " '20100805',\n",
       " '20100806',\n",
       " '20100809',\n",
       " '20100810',\n",
       " '20100811',\n",
       " '20100812',\n",
       " '20100813',\n",
       " '20100816',\n",
       " '20100817',\n",
       " '20100818',\n",
       " '20100819',\n",
       " '20100820',\n",
       " '20100823',\n",
       " '20100824',\n",
       " '20100825',\n",
       " '20100826',\n",
       " '20100827',\n",
       " '20100830',\n",
       " '20100831',\n",
       " '20100901',\n",
       " '20100902',\n",
       " '20100903',\n",
       " '20100906',\n",
       " '20100907',\n",
       " '20100908',\n",
       " '20100909',\n",
       " '20100910',\n",
       " '20100913',\n",
       " '20100914',\n",
       " '20100915',\n",
       " '20100916',\n",
       " '20100917',\n",
       " '20100920',\n",
       " '20100924',\n",
       " '20100927',\n",
       " '20100928',\n",
       " '20100929',\n",
       " '20100930',\n",
       " '20101001',\n",
       " '20101004',\n",
       " '20101005',\n",
       " '20101006',\n",
       " '20101007',\n",
       " '20101008',\n",
       " '20101011',\n",
       " '20101012',\n",
       " '20101013',\n",
       " '20101014',\n",
       " '20101015',\n",
       " '20101018',\n",
       " '20101019',\n",
       " '20101020',\n",
       " '20101021',\n",
       " '20101022',\n",
       " '20101025',\n",
       " '20101026',\n",
       " '20101027',\n",
       " '20101028',\n",
       " '20101029',\n",
       " '20101101',\n",
       " '20101102',\n",
       " '20101103',\n",
       " '20101104',\n",
       " '20101105',\n",
       " '20101108',\n",
       " '20101109',\n",
       " '20101110',\n",
       " '20101111',\n",
       " '20101112',\n",
       " '20101115',\n",
       " '20101116',\n",
       " '20101117',\n",
       " '20101118',\n",
       " '20101119',\n",
       " '20101122',\n",
       " '20101123',\n",
       " '20101124',\n",
       " '20101125',\n",
       " '20101126',\n",
       " '20101129',\n",
       " '20101130',\n",
       " '20101201',\n",
       " '20101202',\n",
       " '20101203',\n",
       " '20101206',\n",
       " '20101207',\n",
       " '20101208',\n",
       " '20101209',\n",
       " '20101210',\n",
       " '20101213',\n",
       " '20101214',\n",
       " '20101215',\n",
       " '20101216',\n",
       " '20101217',\n",
       " '20101220',\n",
       " '20101221',\n",
       " '20101222',\n",
       " '20101223',\n",
       " '20101224',\n",
       " '20101227',\n",
       " '20101228',\n",
       " '20101229',\n",
       " '20101230',\n",
       " '20110103',\n",
       " '20110104',\n",
       " '20110105',\n",
       " '20110106',\n",
       " '20110107',\n",
       " '20110110',\n",
       " '20110111',\n",
       " '20110112',\n",
       " '20110113',\n",
       " '20110114',\n",
       " '20110117',\n",
       " '20110118',\n",
       " '20110119',\n",
       " '20110120',\n",
       " '20110121',\n",
       " '20110124',\n",
       " '20110125',\n",
       " '20110126',\n",
       " '20110127',\n",
       " '20110128',\n",
       " '20110131',\n",
       " '20110201',\n",
       " '20110207',\n",
       " '20110208',\n",
       " '20110209',\n",
       " '20110210',\n",
       " '20110211',\n",
       " '20110214',\n",
       " '20110215',\n",
       " '20110216',\n",
       " '20110217',\n",
       " '20110218',\n",
       " '20110221',\n",
       " '20110222',\n",
       " '20110223',\n",
       " '20110224',\n",
       " '20110225',\n",
       " '20110228',\n",
       " '20110302',\n",
       " '20110303',\n",
       " '20110304',\n",
       " '20110307',\n",
       " '20110308',\n",
       " '20110309',\n",
       " '20110310',\n",
       " '20110311',\n",
       " '20110314',\n",
       " '20110315',\n",
       " '20110316',\n",
       " '20110317',\n",
       " '20110318',\n",
       " '20110321',\n",
       " '20110322',\n",
       " '20110323',\n",
       " '20110324',\n",
       " '20110325',\n",
       " '20110328',\n",
       " '20110329',\n",
       " '20110330',\n",
       " '20110331',\n",
       " '20110401',\n",
       " '20110404',\n",
       " '20110405',\n",
       " '20110406',\n",
       " '20110407',\n",
       " '20110408',\n",
       " '20110411',\n",
       " '20110412',\n",
       " '20110413',\n",
       " '20110414',\n",
       " '20110415',\n",
       " '20110418',\n",
       " '20110419',\n",
       " '20110420',\n",
       " '20110421',\n",
       " '20110422',\n",
       " '20110425',\n",
       " '20110426',\n",
       " '20110427',\n",
       " '20110428',\n",
       " '20110429',\n",
       " '20110502',\n",
       " '20110503',\n",
       " '20110504',\n",
       " '20110506',\n",
       " '20110509',\n",
       " '20110511',\n",
       " '20110512',\n",
       " '20110513',\n",
       " '20110516',\n",
       " '20110517',\n",
       " '20110518',\n",
       " '20110519',\n",
       " '20110520',\n",
       " '20110523',\n",
       " '20110524',\n",
       " '20110525',\n",
       " '20110526',\n",
       " '20110527',\n",
       " '20110530',\n",
       " '20110531',\n",
       " '20110601',\n",
       " '20110602',\n",
       " '20110603',\n",
       " '20110607',\n",
       " '20110608',\n",
       " '20110609',\n",
       " '20110610',\n",
       " '20110613',\n",
       " '20110614',\n",
       " '20110615',\n",
       " '20110616',\n",
       " '20110617',\n",
       " '20110620',\n",
       " '20110621',\n",
       " '20110622',\n",
       " '20110623',\n",
       " '20110624',\n",
       " '20110627',\n",
       " '20110628',\n",
       " '20110629',\n",
       " '20110630',\n",
       " '20110701',\n",
       " '20110704',\n",
       " '20110705',\n",
       " '20110706',\n",
       " '20110707',\n",
       " '20110708',\n",
       " '20110711',\n",
       " '20110712',\n",
       " '20110713',\n",
       " '20110714',\n",
       " '20110715',\n",
       " '20110718',\n",
       " '20110719',\n",
       " '20110720',\n",
       " '20110721',\n",
       " '20110722',\n",
       " '20110725',\n",
       " '20110726',\n",
       " '20110727',\n",
       " '20110728',\n",
       " '20110729',\n",
       " '20110801',\n",
       " '20110802',\n",
       " '20110803',\n",
       " '20110804',\n",
       " '20110805',\n",
       " '20110808',\n",
       " '20110809',\n",
       " '20110810',\n",
       " '20110811',\n",
       " '20110812',\n",
       " '20110816',\n",
       " '20110817',\n",
       " '20110818',\n",
       " '20110819',\n",
       " '20110822',\n",
       " '20110823',\n",
       " '20110824',\n",
       " '20110825',\n",
       " '20110826',\n",
       " '20110829',\n",
       " '20110830',\n",
       " '20110831',\n",
       " '20110901',\n",
       " '20110902',\n",
       " '20110905',\n",
       " '20110906',\n",
       " '20110907',\n",
       " '20110908',\n",
       " '20110909',\n",
       " '20110914',\n",
       " '20110915',\n",
       " '20110916',\n",
       " '20110919',\n",
       " '20110920',\n",
       " '20110921',\n",
       " '20110922',\n",
       " '20110923',\n",
       " '20110926',\n",
       " '20110927',\n",
       " '20110928',\n",
       " '20110929',\n",
       " '20110930',\n",
       " '20111004',\n",
       " '20111005',\n",
       " '20111006',\n",
       " '20111007',\n",
       " '20111010',\n",
       " '20111011',\n",
       " '20111012',\n",
       " '20111013',\n",
       " '20111014',\n",
       " '20111017',\n",
       " '20111018',\n",
       " '20111019',\n",
       " '20111020',\n",
       " '20111021',\n",
       " '20111024',\n",
       " '20111025',\n",
       " '20111026',\n",
       " '20111027',\n",
       " '20111028',\n",
       " '20111031',\n",
       " '20111101',\n",
       " '20111102',\n",
       " '20111103',\n",
       " '20111104',\n",
       " '20111107',\n",
       " '20111108',\n",
       " '20111109',\n",
       " '20111110',\n",
       " '20111111',\n",
       " '20111114',\n",
       " '20111115',\n",
       " '20111116',\n",
       " '20111117',\n",
       " '20111118',\n",
       " '20111121',\n",
       " '20111122',\n",
       " '20111123',\n",
       " '20111124',\n",
       " '20111125',\n",
       " '20111128',\n",
       " '20111129',\n",
       " '20111130',\n",
       " '20111201',\n",
       " '20111202',\n",
       " '20111205',\n",
       " '20111206',\n",
       " '20111207',\n",
       " '20111208',\n",
       " '20111209',\n",
       " '20111212',\n",
       " '20111213',\n",
       " '20111214',\n",
       " '20111215',\n",
       " '20111216',\n",
       " '20111219',\n",
       " '20111220',\n",
       " '20111221',\n",
       " '20111222',\n",
       " '20111223',\n",
       " '20111226',\n",
       " '20111227',\n",
       " '20111228',\n",
       " '20111229',\n",
       " '20120102',\n",
       " '20120103',\n",
       " '20120104',\n",
       " '20120105',\n",
       " '20120106',\n",
       " '20120109',\n",
       " '20120110',\n",
       " '20120111',\n",
       " '20120112',\n",
       " '20120113',\n",
       " '20120116',\n",
       " '20120117',\n",
       " '20120118',\n",
       " '20120119',\n",
       " '20120120',\n",
       " '20120125',\n",
       " '20120126',\n",
       " '20120127',\n",
       " '20120130',\n",
       " '20120131',\n",
       " '20120201',\n",
       " '20120202',\n",
       " '20120203',\n",
       " '20120206',\n",
       " '20120207',\n",
       " '20120208',\n",
       " '20120209',\n",
       " '20120210',\n",
       " '20120213',\n",
       " '20120214',\n",
       " '20120215',\n",
       " '20120216',\n",
       " '20120217',\n",
       " '20120220',\n",
       " '20120221',\n",
       " '20120222',\n",
       " '20120223',\n",
       " '20120224',\n",
       " '20120227',\n",
       " '20120228',\n",
       " '20120229',\n",
       " '20120302',\n",
       " '20120305',\n",
       " '20120306',\n",
       " '20120307',\n",
       " '20120308',\n",
       " '20120309',\n",
       " '20120312',\n",
       " '20120313',\n",
       " '20120314',\n",
       " '20120315',\n",
       " '20120316',\n",
       " '20120319',\n",
       " '20120320',\n",
       " '20120321',\n",
       " '20120322',\n",
       " '20120323',\n",
       " '20120326',\n",
       " '20120327',\n",
       " '20120328',\n",
       " '20120329',\n",
       " '20120330',\n",
       " '20120402',\n",
       " '20120403',\n",
       " '20120404',\n",
       " '20120405',\n",
       " '20120406',\n",
       " '20120409',\n",
       " '20120410',\n",
       " '20120412',\n",
       " '20120413',\n",
       " '20120416',\n",
       " '20120417',\n",
       " '20120418',\n",
       " '20120419',\n",
       " '20120420',\n",
       " '20120423',\n",
       " '20120424',\n",
       " '20120425',\n",
       " '20120426',\n",
       " '20120427',\n",
       " '20120430',\n",
       " '20120502',\n",
       " '20120503',\n",
       " '20120504',\n",
       " '20120507',\n",
       " '20120508',\n",
       " '20120509',\n",
       " '20120510',\n",
       " '20120511',\n",
       " '20120514',\n",
       " '20120515',\n",
       " '20120516',\n",
       " '20120517',\n",
       " '20120518',\n",
       " '20120521',\n",
       " '20120522',\n",
       " '20120523',\n",
       " '20120524',\n",
       " '20120525',\n",
       " '20120529',\n",
       " '20120530',\n",
       " '20120531',\n",
       " '20120601',\n",
       " '20120604',\n",
       " '20120605',\n",
       " '20120607',\n",
       " '20120608',\n",
       " '20120611',\n",
       " '20120612',\n",
       " '20120613',\n",
       " '20120614',\n",
       " '20120615',\n",
       " '20120618',\n",
       " '20120619',\n",
       " '20120620',\n",
       " '20120621',\n",
       " '20120622',\n",
       " '20120625',\n",
       " '20120626',\n",
       " '20120627',\n",
       " '20120628',\n",
       " '20120629',\n",
       " '20120702',\n",
       " '20120703',\n",
       " '20120704',\n",
       " '20120705',\n",
       " '20120706',\n",
       " '20120709',\n",
       " '20120710',\n",
       " '20120711',\n",
       " '20120712',\n",
       " '20120713',\n",
       " '20120716',\n",
       " '20120717',\n",
       " '20120718',\n",
       " '20120719',\n",
       " '20120720',\n",
       " '20120723',\n",
       " '20120724',\n",
       " '20120725',\n",
       " '20120726',\n",
       " '20120727',\n",
       " '20120730',\n",
       " '20120731',\n",
       " '20120801',\n",
       " '20120802',\n",
       " '20120803',\n",
       " '20120806',\n",
       " '20120807',\n",
       " '20120808',\n",
       " '20120809',\n",
       " '20120810',\n",
       " '20120813',\n",
       " '20120814',\n",
       " '20120816',\n",
       " '20120817',\n",
       " '20120820',\n",
       " '20120821',\n",
       " '20120822',\n",
       " '20120823',\n",
       " '20120824',\n",
       " '20120827',\n",
       " '20120828',\n",
       " '20120829',\n",
       " '20120830',\n",
       " '20120831',\n",
       " '20120903',\n",
       " '20120904',\n",
       " '20120905',\n",
       " '20120906',\n",
       " '20120907',\n",
       " '20120910',\n",
       " '20120911',\n",
       " '20120912',\n",
       " '20120913',\n",
       " '20120914',\n",
       " '20120917',\n",
       " '20120918',\n",
       " '20120919',\n",
       " '20120920',\n",
       " '20120921',\n",
       " '20120924',\n",
       " '20120925',\n",
       " '20120926',\n",
       " '20120927',\n",
       " '20120928',\n",
       " '20121002',\n",
       " '20121004',\n",
       " '20121005',\n",
       " '20121008',\n",
       " '20121009',\n",
       " '20121010',\n",
       " '20121011',\n",
       " '20121012',\n",
       " '20121015',\n",
       " '20121016',\n",
       " '20121017',\n",
       " '20121018',\n",
       " '20121019',\n",
       " '20121022',\n",
       " '20121023',\n",
       " '20121024',\n",
       " '20121025',\n",
       " '20121026',\n",
       " '20121029',\n",
       " '20121030',\n",
       " '20121031',\n",
       " '20121101',\n",
       " '20121102',\n",
       " '20121105',\n",
       " '20121106',\n",
       " '20121107',\n",
       " '20121108',\n",
       " '20121109',\n",
       " '20121112',\n",
       " '20121113',\n",
       " '20121114',\n",
       " '20121115',\n",
       " '20121116',\n",
       " '20121119',\n",
       " '20121120',\n",
       " '20121121',\n",
       " '20121122',\n",
       " '20121123',\n",
       " '20121126',\n",
       " '20121127',\n",
       " '20121128',\n",
       " '20121129',\n",
       " '20121130',\n",
       " '20121203',\n",
       " '20121204',\n",
       " '20121205',\n",
       " '20121206',\n",
       " '20121207',\n",
       " '20121210',\n",
       " '20121211',\n",
       " '20121212',\n",
       " '20121213',\n",
       " '20121214',\n",
       " '20121217',\n",
       " '20121218',\n",
       " '20121220',\n",
       " '20121221',\n",
       " '20121224',\n",
       " '20121226',\n",
       " '20121227',\n",
       " '20121228',\n",
       " '20130102',\n",
       " '20130103',\n",
       " '20130104',\n",
       " '20130107',\n",
       " '20130108',\n",
       " '20130109',\n",
       " '20130110',\n",
       " '20130111',\n",
       " '20130114',\n",
       " '20130115',\n",
       " '20130116',\n",
       " '20130117',\n",
       " '20130118',\n",
       " '20130121',\n",
       " '20130122',\n",
       " '20130123',\n",
       " '20130124',\n",
       " '20130125',\n",
       " '20130128',\n",
       " '20130129',\n",
       " '20130130',\n",
       " '20130131',\n",
       " '20130201',\n",
       " '20130204',\n",
       " '20130205',\n",
       " '20130206',\n",
       " '20130207',\n",
       " '20130208',\n",
       " '20130212',\n",
       " '20130213',\n",
       " '20130214',\n",
       " '20130215',\n",
       " '20130218',\n",
       " '20130219',\n",
       " '20130220',\n",
       " '20130221',\n",
       " '20130222',\n",
       " '20130225',\n",
       " '20130226',\n",
       " '20130227',\n",
       " '20130228',\n",
       " '20130304',\n",
       " '20130305',\n",
       " '20130306',\n",
       " '20130307',\n",
       " '20130308',\n",
       " '20130311',\n",
       " '20130312',\n",
       " '20130313',\n",
       " '20130314',\n",
       " '20130315',\n",
       " '20130318',\n",
       " '20130319',\n",
       " '20130320',\n",
       " '20130321',\n",
       " '20130322',\n",
       " '20130325',\n",
       " '20130326',\n",
       " '20130327',\n",
       " '20130328',\n",
       " '20130329',\n",
       " '20130401',\n",
       " '20130402',\n",
       " '20130403',\n",
       " '20130404',\n",
       " '20130405',\n",
       " '20130408',\n",
       " '20130409',\n",
       " '20130410',\n",
       " '20130411',\n",
       " '20130412',\n",
       " '20130415',\n",
       " '20130416',\n",
       " '20130417',\n",
       " '20130418',\n",
       " '20130419',\n",
       " '20130422',\n",
       " '20130423',\n",
       " '20130424',\n",
       " '20130425',\n",
       " '20130426',\n",
       " '20130429',\n",
       " '20130430',\n",
       " '20130502',\n",
       " '20130503',\n",
       " '20130506',\n",
       " '20130507',\n",
       " '20130508',\n",
       " '20130509',\n",
       " '20130510',\n",
       " '20130513',\n",
       " '20130514',\n",
       " '20130515',\n",
       " '20130516',\n",
       " '20130520',\n",
       " '20130521',\n",
       " '20130522',\n",
       " '20130523',\n",
       " '20130524',\n",
       " '20130527',\n",
       " '20130528',\n",
       " '20130529',\n",
       " '20130530',\n",
       " '20130531',\n",
       " '20130603',\n",
       " '20130604',\n",
       " '20130605',\n",
       " '20130607',\n",
       " '20130610',\n",
       " '20130611',\n",
       " '20130612',\n",
       " '20130613',\n",
       " '20130614',\n",
       " '20130617',\n",
       " '20130618',\n",
       " '20130619',\n",
       " '20130620',\n",
       " '20130621',\n",
       " '20130624',\n",
       " '20130625',\n",
       " '20130626',\n",
       " '20130627',\n",
       " '20130628',\n",
       " '20130701',\n",
       " '20130702',\n",
       " '20130703',\n",
       " '20130704',\n",
       " '20130705',\n",
       " '20130708',\n",
       " '20130709',\n",
       " '20130710',\n",
       " '20130711',\n",
       " '20130712',\n",
       " '20130715',\n",
       " '20130716',\n",
       " '20130717',\n",
       " '20130718',\n",
       " '20130719',\n",
       " '20130722',\n",
       " '20130723',\n",
       " '20130724',\n",
       " '20130725',\n",
       " '20130726',\n",
       " '20130729',\n",
       " '20130730',\n",
       " '20130731',\n",
       " '20130801',\n",
       " '20130802',\n",
       " '20130805',\n",
       " '20130806',\n",
       " '20130807',\n",
       " '20130808',\n",
       " '20130809',\n",
       " '20130812',\n",
       " '20130813',\n",
       " '20130814',\n",
       " '20130816',\n",
       " '20130819',\n",
       " '20130820',\n",
       " '20130821',\n",
       " '20130822',\n",
       " '20130823',\n",
       " '20130826',\n",
       " '20130827',\n",
       " '20130828',\n",
       " '20130829',\n",
       " '20130830',\n",
       " '20130902',\n",
       " '20130903',\n",
       " '20130904',\n",
       " '20130905',\n",
       " '20130906',\n",
       " '20130909',\n",
       " '20130910',\n",
       " '20130911',\n",
       " '20130912',\n",
       " '20130913',\n",
       " '20130916',\n",
       " '20130917',\n",
       " '20130923',\n",
       " '20130924',\n",
       " '20130925',\n",
       " '20130926',\n",
       " '20130927',\n",
       " '20130930',\n",
       " '20131001',\n",
       " '20131002',\n",
       " '20131004',\n",
       " '20131007',\n",
       " '20131008',\n",
       " '20131010',\n",
       " '20131011',\n",
       " '20131014',\n",
       " '20131015',\n",
       " '20131016',\n",
       " '20131017',\n",
       " '20131018',\n",
       " '20131021',\n",
       " '20131022',\n",
       " '20131023',\n",
       " '20131024',\n",
       " '20131025',\n",
       " '20131028',\n",
       " '20131029',\n",
       " '20131030',\n",
       " '20131031',\n",
       " '20131101',\n",
       " '20131104',\n",
       " '20131105',\n",
       " '20131106',\n",
       " '20131107',\n",
       " '20131108',\n",
       " '20131111',\n",
       " '20131112',\n",
       " '20131113',\n",
       " '20131114',\n",
       " '20131115',\n",
       " '20131118',\n",
       " '20131119',\n",
       " '20131120',\n",
       " '20131121',\n",
       " '20131122',\n",
       " '20131125',\n",
       " '20131126',\n",
       " '20131127',\n",
       " '20131128',\n",
       " '20131129',\n",
       " '20131202',\n",
       " '20131203',\n",
       " '20131204',\n",
       " '20131205',\n",
       " '20131206',\n",
       " '20131209',\n",
       " '20131210',\n",
       " '20131211',\n",
       " '20131212',\n",
       " '20131213',\n",
       " '20131216',\n",
       " '20131217',\n",
       " '20131218',\n",
       " '20131219',\n",
       " '20131220',\n",
       " '20131223',\n",
       " '20131224',\n",
       " '20131226',\n",
       " '20131227',\n",
       " '20131230',\n",
       " '20140102',\n",
       " '20140103',\n",
       " '20140106',\n",
       " '20140107',\n",
       " '20140108',\n",
       " '20140109',\n",
       " ...]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lv2_index_rename = list(map(str, lv2_index_rename))\n",
    "lv2_index_rename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2466"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lv2_index_rename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['006840',\n",
       " '027410',\n",
       " '282330',\n",
       " '138930',\n",
       " '001040',\n",
       " '079160',\n",
       " '000120',\n",
       " '097950',\n",
       " '005830',\n",
       " '000990',\n",
       " '139130',\n",
       " '114090',\n",
       " '078930',\n",
       " '006360',\n",
       " '007070',\n",
       " '012630',\n",
       " '294870',\n",
       " '082740',\n",
       " '001060',\n",
       " '096760',\n",
       " '105560',\n",
       " '002380',\n",
       " '009440',\n",
       " '001940',\n",
       " '025000',\n",
       " '030200',\n",
       " '033780',\n",
       " '093050',\n",
       " '003550',\n",
       " '034220',\n",
       " '001120',\n",
       " '068870',\n",
       " '051900',\n",
       " '032640',\n",
       " '011070',\n",
       " '066570',\n",
       " '108670',\n",
       " '051910',\n",
       " '079550',\n",
       " '006260',\n",
       " '010120',\n",
       " '035420',\n",
       " '005940',\n",
       " '010060',\n",
       " '005490',\n",
       " '100840',\n",
       " '064960',\n",
       " '003570',\n",
       " '010950',\n",
       " '034120',\n",
       " '034730',\n",
       " '011790',\n",
       " '001740',\n",
       " '006120',\n",
       " '096770',\n",
       " '285130',\n",
       " '017670',\n",
       " '000660',\n",
       " '005610',\n",
       " '011810',\n",
       " '077970',\n",
       " '067250',\n",
       " '071970',\n",
       " '084870',\n",
       " '035250',\n",
       " '000050',\n",
       " '010130',\n",
       " '002240',\n",
       " '009290',\n",
       " '017900',\n",
       " '007690',\n",
       " '002990',\n",
       " '011780',\n",
       " '001210',\n",
       " '073240',\n",
       " '000270',\n",
       " '024110',\n",
       " '003920',\n",
       " '025860',\n",
       " '002350',\n",
       " '251270',\n",
       " '006280',\n",
       " '005250',\n",
       " '004370',\n",
       " '019680',\n",
       " '005270',\n",
       " '004130',\n",
       " '008060',\n",
       " '000210',\n",
       " '001680',\n",
       " '047040',\n",
       " '042660',\n",
       " '069620',\n",
       " '000430',\n",
       " '006650',\n",
       " '001440',\n",
       " '084010',\n",
       " '001790',\n",
       " '001130',\n",
       " '003490',\n",
       " '008000',\n",
       " '001230',\n",
       " '016380',\n",
       " '026960',\n",
       " '000640',\n",
       " '170900',\n",
       " '001520',\n",
       " '049770',\n",
       " '014820',\n",
       " '004890',\n",
       " '000020',\n",
       " '000150',\n",
       " '241560',\n",
       " '042670',\n",
       " '034020',\n",
       " '013570',\n",
       " '007340',\n",
       " '115390',\n",
       " '023530',\n",
       " '004000',\n",
       " '004990',\n",
       " '005300',\n",
       " '011170',\n",
       " '002270',\n",
       " '071840',\n",
       " '204320',\n",
       " '008560',\n",
       " '009680',\n",
       " '009580',\n",
       " '009200',\n",
       " '033920',\n",
       " '006800',\n",
       " '037620',\n",
       " '007210',\n",
       " '003850',\n",
       " '003000',\n",
       " '005280',\n",
       " '005180',\n",
       " '008040',\n",
       " '005090',\n",
       " '006400',\n",
       " '028260',\n",
       " '207940',\n",
       " '032830',\n",
       " '018260',\n",
       " '028050',\n",
       " '009150',\n",
       " '005930',\n",
       " '010140',\n",
       " '016360',\n",
       " '029780',\n",
       " '000810',\n",
       " '145990',\n",
       " '003940',\n",
       " '000070',\n",
       " '005680',\n",
       " '005500',\n",
       " '007860',\n",
       " '008490',\n",
       " '004490',\n",
       " '001430',\n",
       " '003030',\n",
       " '091090',\n",
       " '033530',\n",
       " '027970',\n",
       " '068270',\n",
       " '004430',\n",
       " '029530',\n",
       " '104110',\n",
       " '004170',\n",
       " '031430',\n",
       " '055550',\n",
       " '003410',\n",
       " '003620',\n",
       " '002790',\n",
       " '090430',\n",
       " '002030',\n",
       " '010780',\n",
       " '021570',\n",
       " '003190',\n",
       " '018250',\n",
       " '005850',\n",
       " '012750',\n",
       " '078520',\n",
       " '036570',\n",
       " '085310',\n",
       " '111770',\n",
       " '003520',\n",
       " '000670',\n",
       " '007310',\n",
       " '271560',\n",
       " '001800',\n",
       " '004940',\n",
       " '053000',\n",
       " '000030',\n",
       " '103130',\n",
       " '014830',\n",
       " '003640',\n",
       " '000700',\n",
       " '000100',\n",
       " '008730',\n",
       " '214320',\n",
       " '139480',\n",
       " '005950',\n",
       " '014990',\n",
       " '000230',\n",
       " '003120',\n",
       " '003200',\n",
       " '007570',\n",
       " '020760',\n",
       " '020150',\n",
       " '103590',\n",
       " '033240',\n",
       " '009720',\n",
       " '030000',\n",
       " '001300',\n",
       " '002620',\n",
       " '004700',\n",
       " '000480',\n",
       " '185750',\n",
       " '001630',\n",
       " '035720',\n",
       " '006380',\n",
       " '011400',\n",
       " '064420',\n",
       " '007810',\n",
       " '192820',\n",
       " '044820',\n",
       " '002020',\n",
       " '120110',\n",
       " '021240',\n",
       " '192400',\n",
       " '015590',\n",
       " '005740',\n",
       " '003240',\n",
       " '005690',\n",
       " '036580',\n",
       " '028670',\n",
       " '016800',\n",
       " '047050',\n",
       " '051310',\n",
       " '103140',\n",
       " '086790',\n",
       " '103150',\n",
       " '000080',\n",
       " '000140',\n",
       " '036460',\n",
       " '071050',\n",
       " '008320',\n",
       " '025540',\n",
       " '002960',\n",
       " '015760',\n",
       " '002300',\n",
       " '009540',\n",
       " '104700',\n",
       " '017960',\n",
       " '161890',\n",
       " '161390',\n",
       " '000240',\n",
       " '047810',\n",
       " '002390',\n",
       " '060980',\n",
       " '042700',\n",
       " '008930',\n",
       " '128940',\n",
       " '009240',\n",
       " '020000',\n",
       " '105630',\n",
       " '014680',\n",
       " '004710',\n",
       " '004150',\n",
       " '018880',\n",
       " '009420',\n",
       " '006390',\n",
       " '003300',\n",
       " '051600',\n",
       " '052690',\n",
       " '097230',\n",
       " '003480',\n",
       " '000880',\n",
       " '088350',\n",
       " '009830',\n",
       " '012450',\n",
       " '025850',\n",
       " '000720',\n",
       " '005440',\n",
       " '086280',\n",
       " '064350',\n",
       " '079430',\n",
       " '012330',\n",
       " '010620',\n",
       " '069960',\n",
       " '011200',\n",
       " '017800',\n",
       " '011210',\n",
       " '004020',\n",
       " '267250',\n",
       " '003450',\n",
       " '005380',\n",
       " '010520',\n",
       " '001450',\n",
       " '057050',\n",
       " '008770',\n",
       " '010690',\n",
       " '004800',\n",
       " '298040',\n",
       " '093370',\n",
       " '081660',\n",
       " '079980',\n",
       " '069260']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Guide에서 받은 자료에 있는 모든 기업 & 기업코드를 토대로 만든 symbol_dic을 이용하여 lv2_companies에 있는 기업들의 기업코드를 symbol에 저장\n",
    "symbol = []\n",
    "for corp in lv2_companies:\n",
    "    symbol.append(symbol_dic[corp])\n",
    "symbol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "310"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(symbol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_closing_price(code):  # 개별기업코드 입력 시 종가 반환\n",
    "    \n",
    "    import FinanceDataReader as fdr\n",
    "   \n",
    "    df = fdr.DataReader(code, start = '2010-01-01', end = '2019-12-31')\n",
    "    df = df['Close']\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_return(code):  # 개별기업코드 입력 시 수익률 반환\n",
    "    \n",
    "    import FinanceDataReader as fdr\n",
    "    \n",
    "    df = fdr.DataReader(code, start = '2010-01-01', end = '2019-12-31')\n",
    "    df = df['Change']\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 필요 없음\n",
    "def get_monthly_price(code):  # 개별기업코드 입력 시 월별 종가 반환\n",
    "    \n",
    "    from pykrx import stock\n",
    "    \n",
    "    df = stock.get_market_ohlcv_by_date(\"20100101\", \"20191231\", code, \"m\")\n",
    "    df = df['종가']\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "새로운 방법 : concat하기 → columns의 이름을 바꿔줘야 함"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# '알루코' 삭제 → 주가 데이터 없음\n",
    "del symbol[178]\n",
    "del lv2_companies[178]\n",
    "del lv2_companies_rename[178]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Process : 309 | Total : 309\r"
     ]
    }
   ],
   "source": [
    "price_df = pd.DataFrame()\n",
    "for process,x in enumerate(symbol):\n",
    "    print(\"Process : {} | Total : {}\".format(process+1,len(symbol)), end='\\r')\n",
    "    char_price_df = get_closing_price(x)\n",
    "    price_df = pd.concat([price_df, char_price_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Process : 309 | Total : 309\r"
     ]
    }
   ],
   "source": [
    "## 필요 없음\n",
    "monthly_price_df = pd.DataFrame()\n",
    "for process,x in enumerate(symbol):\n",
    "    print(\"Process : {} | Total : {}\".format(process+1,len(symbol)), end='\\r')\n",
    "    char_monthly_price_df = get_monthly_price(x)\n",
    "    monthly_price_df = pd.concat([monthly_price_df, char_monthly_price_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>...</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "      <th>종가</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2010-01-31</td>\n",
       "      <td>9955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63367</td>\n",
       "      <td>21500</td>\n",
       "      <td>53800</td>\n",
       "      <td>209000</td>\n",
       "      <td>33550</td>\n",
       "      <td>6080</td>\n",
       "      <td>...</td>\n",
       "      <td>17750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19850</td>\n",
       "      <td>4100</td>\n",
       "      <td>48113</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3775</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-02-28</td>\n",
       "      <td>9580</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64876</td>\n",
       "      <td>22900</td>\n",
       "      <td>56100</td>\n",
       "      <td>209500</td>\n",
       "      <td>31500</td>\n",
       "      <td>6250</td>\n",
       "      <td>...</td>\n",
       "      <td>18900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000</td>\n",
       "      <td>4960</td>\n",
       "      <td>51782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-03-31</td>\n",
       "      <td>11145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63556</td>\n",
       "      <td>23800</td>\n",
       "      <td>66100</td>\n",
       "      <td>225000</td>\n",
       "      <td>32300</td>\n",
       "      <td>7370</td>\n",
       "      <td>...</td>\n",
       "      <td>18300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22700</td>\n",
       "      <td>6680</td>\n",
       "      <td>48053</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3790</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-04-30</td>\n",
       "      <td>11364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60821</td>\n",
       "      <td>23300</td>\n",
       "      <td>62400</td>\n",
       "      <td>222000</td>\n",
       "      <td>35300</td>\n",
       "      <td>8420</td>\n",
       "      <td>...</td>\n",
       "      <td>20650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22450</td>\n",
       "      <td>7650</td>\n",
       "      <td>46811</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3618</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-05-31</td>\n",
       "      <td>11364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57144</td>\n",
       "      <td>24150</td>\n",
       "      <td>55500</td>\n",
       "      <td>214000</td>\n",
       "      <td>33100</td>\n",
       "      <td>10600</td>\n",
       "      <td>...</td>\n",
       "      <td>22550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21200</td>\n",
       "      <td>11450</td>\n",
       "      <td>40183</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-08-31</td>\n",
       "      <td>33300</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>203500.0</td>\n",
       "      <td>6700.0</td>\n",
       "      <td>81500</td>\n",
       "      <td>33550</td>\n",
       "      <td>143000</td>\n",
       "      <td>228500</td>\n",
       "      <td>47900</td>\n",
       "      <td>14700</td>\n",
       "      <td>...</td>\n",
       "      <td>23900</td>\n",
       "      <td>93100.0</td>\n",
       "      <td>78800</td>\n",
       "      <td>2825</td>\n",
       "      <td>86400</td>\n",
       "      <td>35400.0</td>\n",
       "      <td>9100</td>\n",
       "      <td>57200.0</td>\n",
       "      <td>6310.0</td>\n",
       "      <td>21300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>31450</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>197000.0</td>\n",
       "      <td>7190.0</td>\n",
       "      <td>82000</td>\n",
       "      <td>33400</td>\n",
       "      <td>144500</td>\n",
       "      <td>234500</td>\n",
       "      <td>51600</td>\n",
       "      <td>16000</td>\n",
       "      <td>...</td>\n",
       "      <td>26400</td>\n",
       "      <td>91500.0</td>\n",
       "      <td>86200</td>\n",
       "      <td>3450</td>\n",
       "      <td>83800</td>\n",
       "      <td>31450.0</td>\n",
       "      <td>8480</td>\n",
       "      <td>57900.0</td>\n",
       "      <td>6170.0</td>\n",
       "      <td>21400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>31300</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>178000.0</td>\n",
       "      <td>6950.0</td>\n",
       "      <td>82400</td>\n",
       "      <td>33750</td>\n",
       "      <td>157500</td>\n",
       "      <td>228500</td>\n",
       "      <td>50500</td>\n",
       "      <td>17000</td>\n",
       "      <td>...</td>\n",
       "      <td>25250</td>\n",
       "      <td>84500.0</td>\n",
       "      <td>77500</td>\n",
       "      <td>3650</td>\n",
       "      <td>82700</td>\n",
       "      <td>28300.0</td>\n",
       "      <td>8440</td>\n",
       "      <td>57600.0</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>22100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-11-30</td>\n",
       "      <td>31500</td>\n",
       "      <td>5570.0</td>\n",
       "      <td>168000.0</td>\n",
       "      <td>6960.0</td>\n",
       "      <td>92100</td>\n",
       "      <td>36750</td>\n",
       "      <td>157500</td>\n",
       "      <td>248000</td>\n",
       "      <td>55700</td>\n",
       "      <td>19000</td>\n",
       "      <td>...</td>\n",
       "      <td>28000</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>84700</td>\n",
       "      <td>3555</td>\n",
       "      <td>79400</td>\n",
       "      <td>25350.0</td>\n",
       "      <td>7830</td>\n",
       "      <td>51600.0</td>\n",
       "      <td>6010.0</td>\n",
       "      <td>21500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>34600</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>169500.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>96600</td>\n",
       "      <td>34550</td>\n",
       "      <td>155000</td>\n",
       "      <td>252500</td>\n",
       "      <td>52300</td>\n",
       "      <td>27600</td>\n",
       "      <td>...</td>\n",
       "      <td>26950</td>\n",
       "      <td>80500.0</td>\n",
       "      <td>90800</td>\n",
       "      <td>3270</td>\n",
       "      <td>79100</td>\n",
       "      <td>26650.0</td>\n",
       "      <td>8170</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>6090.0</td>\n",
       "      <td>21150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 309 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               종가      종가        종가      종가     종가     종가      종가      종가  \\\n",
       "2010-01-31   9955     NaN       NaN     NaN  63367  21500   53800  209000   \n",
       "2010-02-28   9580     NaN       NaN     NaN  64876  22900   56100  209500   \n",
       "2010-03-31  11145     NaN       NaN     NaN  63556  23800   66100  225000   \n",
       "2010-04-30  11364     NaN       NaN     NaN  60821  23300   62400  222000   \n",
       "2010-05-31  11364     NaN       NaN     NaN  57144  24150   55500  214000   \n",
       "...           ...     ...       ...     ...    ...    ...     ...     ...   \n",
       "2019-08-31  33300  5750.0  203500.0  6700.0  81500  33550  143000  228500   \n",
       "2019-09-30  31450  6000.0  197000.0  7190.0  82000  33400  144500  234500   \n",
       "2019-10-31  31300  5750.0  178000.0  6950.0  82400  33750  157500  228500   \n",
       "2019-11-30  31500  5570.0  168000.0  6960.0  92100  36750  157500  248000   \n",
       "2019-12-31  34600  5600.0  169500.0  7660.0  96600  34550  155000  252500   \n",
       "\n",
       "               종가     종가  ...     종가       종가     종가     종가     종가       종가  \\\n",
       "2010-01-31  33550   6080  ...  17750      NaN  19850   4100  48113      NaN   \n",
       "2010-02-28  31500   6250  ...  18900      NaN  20000   4960  51782      NaN   \n",
       "2010-03-31  32300   7370  ...  18300      NaN  22700   6680  48053      NaN   \n",
       "2010-04-30  35300   8420  ...  20650      NaN  22450   7650  46811      NaN   \n",
       "2010-05-31  33100  10600  ...  22550      NaN  21200  11450  40183      NaN   \n",
       "...           ...    ...  ...    ...      ...    ...    ...    ...      ...   \n",
       "2019-08-31  47900  14700  ...  23900  93100.0  78800   2825  86400  35400.0   \n",
       "2019-09-30  51600  16000  ...  26400  91500.0  86200   3450  83800  31450.0   \n",
       "2019-10-31  50500  17000  ...  25250  84500.0  77500   3650  82700  28300.0   \n",
       "2019-11-30  55700  19000  ...  28000  85000.0  84700   3555  79400  25350.0   \n",
       "2019-12-31  52300  27600  ...  26950  80500.0  90800   3270  79100  26650.0   \n",
       "\n",
       "              종가       종가      종가     종가  \n",
       "2010-01-31  3775      NaN     NaN  16859  \n",
       "2010-02-28  3932      NaN     NaN  16829  \n",
       "2010-03-31  3790      NaN     NaN  16813  \n",
       "2010-04-30  3618      NaN     NaN  16531  \n",
       "2010-05-31  3153      NaN     NaN  15028  \n",
       "...          ...      ...     ...    ...  \n",
       "2019-08-31  9100  57200.0  6310.0  21300  \n",
       "2019-09-30  8480  57900.0  6170.0  21400  \n",
       "2019-10-31  8440  57600.0  5800.0  22100  \n",
       "2019-11-30  7830  51600.0  6010.0  21500  \n",
       "2019-12-31  8170  53000.0  6090.0  21150  \n",
       "\n",
       "[120 rows x 309 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 필요 없음\n",
    "monthly_price_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'알루코'"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock.get_market_ticker_name('021570')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdr.DataReader('021570', start = '2010-01-01', end = '2019-12-31')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "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>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>...</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>10331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58652</td>\n",
       "      <td>21100</td>\n",
       "      <td>54500</td>\n",
       "      <td>207000</td>\n",
       "      <td>34200</td>\n",
       "      <td>7500</td>\n",
       "      <td>...</td>\n",
       "      <td>19450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21950</td>\n",
       "      <td>3915</td>\n",
       "      <td>50480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3726</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>10206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59595</td>\n",
       "      <td>21200</td>\n",
       "      <td>54400</td>\n",
       "      <td>220000</td>\n",
       "      <td>33600</td>\n",
       "      <td>7550</td>\n",
       "      <td>...</td>\n",
       "      <td>19300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22300</td>\n",
       "      <td>3785</td>\n",
       "      <td>52255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-06</td>\n",
       "      <td>10206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59595</td>\n",
       "      <td>21600</td>\n",
       "      <td>56400</td>\n",
       "      <td>220500</td>\n",
       "      <td>35450</td>\n",
       "      <td>7410</td>\n",
       "      <td>...</td>\n",
       "      <td>20200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22200</td>\n",
       "      <td>3910</td>\n",
       "      <td>54859</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3755</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-07</td>\n",
       "      <td>10300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60444</td>\n",
       "      <td>21750</td>\n",
       "      <td>56600</td>\n",
       "      <td>218000</td>\n",
       "      <td>35650</td>\n",
       "      <td>7460</td>\n",
       "      <td>...</td>\n",
       "      <td>20200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21550</td>\n",
       "      <td>3865</td>\n",
       "      <td>53143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-08</td>\n",
       "      <td>10362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63556</td>\n",
       "      <td>22800</td>\n",
       "      <td>57600</td>\n",
       "      <td>218000</td>\n",
       "      <td>35300</td>\n",
       "      <td>7510</td>\n",
       "      <td>...</td>\n",
       "      <td>20000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21350</td>\n",
       "      <td>3975</td>\n",
       "      <td>55037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3804</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-23</td>\n",
       "      <td>33500</td>\n",
       "      <td>5570.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7870.0</td>\n",
       "      <td>96500</td>\n",
       "      <td>34900</td>\n",
       "      <td>151500</td>\n",
       "      <td>243500</td>\n",
       "      <td>54600</td>\n",
       "      <td>25950</td>\n",
       "      <td>...</td>\n",
       "      <td>27900</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>86300</td>\n",
       "      <td>3145</td>\n",
       "      <td>82600</td>\n",
       "      <td>26400.0</td>\n",
       "      <td>7910</td>\n",
       "      <td>53900.0</td>\n",
       "      <td>6080.0</td>\n",
       "      <td>22450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-24</td>\n",
       "      <td>34500</td>\n",
       "      <td>5530.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7850.0</td>\n",
       "      <td>96000</td>\n",
       "      <td>34100</td>\n",
       "      <td>150000</td>\n",
       "      <td>242000</td>\n",
       "      <td>54500</td>\n",
       "      <td>26650</td>\n",
       "      <td>...</td>\n",
       "      <td>27900</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>84000</td>\n",
       "      <td>3270</td>\n",
       "      <td>83800</td>\n",
       "      <td>26150.0</td>\n",
       "      <td>8020</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>6120.0</td>\n",
       "      <td>22650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-26</td>\n",
       "      <td>34900</td>\n",
       "      <td>5580.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7770.0</td>\n",
       "      <td>97000</td>\n",
       "      <td>33800</td>\n",
       "      <td>150000</td>\n",
       "      <td>243000</td>\n",
       "      <td>54500</td>\n",
       "      <td>26650</td>\n",
       "      <td>...</td>\n",
       "      <td>27950</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>83800</td>\n",
       "      <td>3250</td>\n",
       "      <td>84300</td>\n",
       "      <td>26200.0</td>\n",
       "      <td>7970</td>\n",
       "      <td>52600.0</td>\n",
       "      <td>6250.0</td>\n",
       "      <td>22450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-27</td>\n",
       "      <td>34850</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>168500.0</td>\n",
       "      <td>7620.0</td>\n",
       "      <td>96400</td>\n",
       "      <td>33950</td>\n",
       "      <td>154500</td>\n",
       "      <td>250000</td>\n",
       "      <td>52800</td>\n",
       "      <td>28150</td>\n",
       "      <td>...</td>\n",
       "      <td>27150</td>\n",
       "      <td>80200.0</td>\n",
       "      <td>87300</td>\n",
       "      <td>3270</td>\n",
       "      <td>79600</td>\n",
       "      <td>26300.0</td>\n",
       "      <td>8110</td>\n",
       "      <td>53800.0</td>\n",
       "      <td>6090.0</td>\n",
       "      <td>21300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-30</td>\n",
       "      <td>34600</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>169500.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>96600</td>\n",
       "      <td>34550</td>\n",
       "      <td>155000</td>\n",
       "      <td>252500</td>\n",
       "      <td>52300</td>\n",
       "      <td>27600</td>\n",
       "      <td>...</td>\n",
       "      <td>26950</td>\n",
       "      <td>80500.0</td>\n",
       "      <td>90800</td>\n",
       "      <td>3270</td>\n",
       "      <td>79100</td>\n",
       "      <td>26650.0</td>\n",
       "      <td>8170</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>6090.0</td>\n",
       "      <td>21150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2466 rows × 309 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Close   Close     Close   Close  Close  Close   Close   Close  \\\n",
       "2010-01-04  10331     NaN       NaN     NaN  58652  21100   54500  207000   \n",
       "2010-01-05  10206     NaN       NaN     NaN  59595  21200   54400  220000   \n",
       "2010-01-06  10206     NaN       NaN     NaN  59595  21600   56400  220500   \n",
       "2010-01-07  10300     NaN       NaN     NaN  60444  21750   56600  218000   \n",
       "2010-01-08  10362     NaN       NaN     NaN  63556  22800   57600  218000   \n",
       "...           ...     ...       ...     ...    ...    ...     ...     ...   \n",
       "2019-12-23  33500  5570.0  165500.0  7870.0  96500  34900  151500  243500   \n",
       "2019-12-24  34500  5530.0  165500.0  7850.0  96000  34100  150000  242000   \n",
       "2019-12-26  34900  5580.0  165500.0  7770.0  97000  33800  150000  243000   \n",
       "2019-12-27  34850  5600.0  168500.0  7620.0  96400  33950  154500  250000   \n",
       "2019-12-30  34600  5600.0  169500.0  7660.0  96600  34550  155000  252500   \n",
       "\n",
       "            Close  Close  ...  Close    Close  Close  Close  Close    Close  \\\n",
       "2010-01-04  34200   7500  ...  19450      NaN  21950   3915  50480      NaN   \n",
       "2010-01-05  33600   7550  ...  19300      NaN  22300   3785  52255      NaN   \n",
       "2010-01-06  35450   7410  ...  20200      NaN  22200   3910  54859      NaN   \n",
       "2010-01-07  35650   7460  ...  20200      NaN  21550   3865  53143      NaN   \n",
       "2010-01-08  35300   7510  ...  20000      NaN  21350   3975  55037      NaN   \n",
       "...           ...    ...  ...    ...      ...    ...    ...    ...      ...   \n",
       "2019-12-23  54600  25950  ...  27900  81000.0  86300   3145  82600  26400.0   \n",
       "2019-12-24  54500  26650  ...  27900  81000.0  84000   3270  83800  26150.0   \n",
       "2019-12-26  54500  26650  ...  27950  81000.0  83800   3250  84300  26200.0   \n",
       "2019-12-27  52800  28150  ...  27150  80200.0  87300   3270  79600  26300.0   \n",
       "2019-12-30  52300  27600  ...  26950  80500.0  90800   3270  79100  26650.0   \n",
       "\n",
       "            Close    Close   Close  Close  \n",
       "2010-01-04   3726      NaN     NaN  17885  \n",
       "2010-01-05   3702      NaN     NaN  17312  \n",
       "2010-01-06   3755      NaN     NaN  17613  \n",
       "2010-01-07   3785      NaN     NaN  17312  \n",
       "2010-01-08   3804      NaN     NaN  17432  \n",
       "...           ...      ...     ...    ...  \n",
       "2019-12-23   7910  53900.0  6080.0  22450  \n",
       "2019-12-24   8020  54000.0  6120.0  22650  \n",
       "2019-12-26   7970  52600.0  6250.0  22450  \n",
       "2019-12-27   8110  53800.0  6090.0  21300  \n",
       "2019-12-30   8170  53000.0  6090.0  21150  \n",
       "\n",
       "[2466 rows x 309 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AK홀딩스', 'BGF', 'BGF리테일', 'BNK금융지주', 'CJ', 'CJ CGV', 'CJ대한통운', 'CJ제일제당',\n",
       "       'DB손해보험', 'DB하이텍',\n",
       "       ...\n",
       "       '현대해상', '현대홈쇼핑', '호텔신라', '화신', '효성', '효성중공업', '후성', '휠라홀딩스', '휴비스',\n",
       "       '휴켐스'],\n",
       "      dtype='object', length=309)"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_df.columns = lv2_companies_rename\n",
    "price_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "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>AK홀딩스</th>\n",
       "      <th>BGF</th>\n",
       "      <th>BGF리테일</th>\n",
       "      <th>BNK금융지주</th>\n",
       "      <th>CJ</th>\n",
       "      <th>CJ CGV</th>\n",
       "      <th>CJ대한통운</th>\n",
       "      <th>CJ제일제당</th>\n",
       "      <th>DB손해보험</th>\n",
       "      <th>DB하이텍</th>\n",
       "      <th>...</th>\n",
       "      <th>현대해상</th>\n",
       "      <th>현대홈쇼핑</th>\n",
       "      <th>호텔신라</th>\n",
       "      <th>화신</th>\n",
       "      <th>효성</th>\n",
       "      <th>효성중공업</th>\n",
       "      <th>후성</th>\n",
       "      <th>휠라홀딩스</th>\n",
       "      <th>휴비스</th>\n",
       "      <th>휴켐스</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>20100104</td>\n",
       "      <td>10331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58652</td>\n",
       "      <td>21100</td>\n",
       "      <td>54500</td>\n",
       "      <td>207000</td>\n",
       "      <td>34200</td>\n",
       "      <td>7500</td>\n",
       "      <td>...</td>\n",
       "      <td>19450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21950</td>\n",
       "      <td>3915</td>\n",
       "      <td>50480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3726</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100105</td>\n",
       "      <td>10206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59595</td>\n",
       "      <td>21200</td>\n",
       "      <td>54400</td>\n",
       "      <td>220000</td>\n",
       "      <td>33600</td>\n",
       "      <td>7550</td>\n",
       "      <td>...</td>\n",
       "      <td>19300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22300</td>\n",
       "      <td>3785</td>\n",
       "      <td>52255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100106</td>\n",
       "      <td>10206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59595</td>\n",
       "      <td>21600</td>\n",
       "      <td>56400</td>\n",
       "      <td>220500</td>\n",
       "      <td>35450</td>\n",
       "      <td>7410</td>\n",
       "      <td>...</td>\n",
       "      <td>20200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22200</td>\n",
       "      <td>3910</td>\n",
       "      <td>54859</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3755</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100107</td>\n",
       "      <td>10300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60444</td>\n",
       "      <td>21750</td>\n",
       "      <td>56600</td>\n",
       "      <td>218000</td>\n",
       "      <td>35650</td>\n",
       "      <td>7460</td>\n",
       "      <td>...</td>\n",
       "      <td>20200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21550</td>\n",
       "      <td>3865</td>\n",
       "      <td>53143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100108</td>\n",
       "      <td>10362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63556</td>\n",
       "      <td>22800</td>\n",
       "      <td>57600</td>\n",
       "      <td>218000</td>\n",
       "      <td>35300</td>\n",
       "      <td>7510</td>\n",
       "      <td>...</td>\n",
       "      <td>20000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21350</td>\n",
       "      <td>3975</td>\n",
       "      <td>55037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3804</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191223</td>\n",
       "      <td>33500</td>\n",
       "      <td>5570.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7870.0</td>\n",
       "      <td>96500</td>\n",
       "      <td>34900</td>\n",
       "      <td>151500</td>\n",
       "      <td>243500</td>\n",
       "      <td>54600</td>\n",
       "      <td>25950</td>\n",
       "      <td>...</td>\n",
       "      <td>27900</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>86300</td>\n",
       "      <td>3145</td>\n",
       "      <td>82600</td>\n",
       "      <td>26400.0</td>\n",
       "      <td>7910</td>\n",
       "      <td>53900.0</td>\n",
       "      <td>6080.0</td>\n",
       "      <td>22450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191224</td>\n",
       "      <td>34500</td>\n",
       "      <td>5530.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7850.0</td>\n",
       "      <td>96000</td>\n",
       "      <td>34100</td>\n",
       "      <td>150000</td>\n",
       "      <td>242000</td>\n",
       "      <td>54500</td>\n",
       "      <td>26650</td>\n",
       "      <td>...</td>\n",
       "      <td>27900</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>84000</td>\n",
       "      <td>3270</td>\n",
       "      <td>83800</td>\n",
       "      <td>26150.0</td>\n",
       "      <td>8020</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>6120.0</td>\n",
       "      <td>22650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191226</td>\n",
       "      <td>34900</td>\n",
       "      <td>5580.0</td>\n",
       "      <td>165500.0</td>\n",
       "      <td>7770.0</td>\n",
       "      <td>97000</td>\n",
       "      <td>33800</td>\n",
       "      <td>150000</td>\n",
       "      <td>243000</td>\n",
       "      <td>54500</td>\n",
       "      <td>26650</td>\n",
       "      <td>...</td>\n",
       "      <td>27950</td>\n",
       "      <td>81000.0</td>\n",
       "      <td>83800</td>\n",
       "      <td>3250</td>\n",
       "      <td>84300</td>\n",
       "      <td>26200.0</td>\n",
       "      <td>7970</td>\n",
       "      <td>52600.0</td>\n",
       "      <td>6250.0</td>\n",
       "      <td>22450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191227</td>\n",
       "      <td>34850</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>168500.0</td>\n",
       "      <td>7620.0</td>\n",
       "      <td>96400</td>\n",
       "      <td>33950</td>\n",
       "      <td>154500</td>\n",
       "      <td>250000</td>\n",
       "      <td>52800</td>\n",
       "      <td>28150</td>\n",
       "      <td>...</td>\n",
       "      <td>27150</td>\n",
       "      <td>80200.0</td>\n",
       "      <td>87300</td>\n",
       "      <td>3270</td>\n",
       "      <td>79600</td>\n",
       "      <td>26300.0</td>\n",
       "      <td>8110</td>\n",
       "      <td>53800.0</td>\n",
       "      <td>6090.0</td>\n",
       "      <td>21300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191230</td>\n",
       "      <td>34600</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>169500.0</td>\n",
       "      <td>7660.0</td>\n",
       "      <td>96600</td>\n",
       "      <td>34550</td>\n",
       "      <td>155000</td>\n",
       "      <td>252500</td>\n",
       "      <td>52300</td>\n",
       "      <td>27600</td>\n",
       "      <td>...</td>\n",
       "      <td>26950</td>\n",
       "      <td>80500.0</td>\n",
       "      <td>90800</td>\n",
       "      <td>3270</td>\n",
       "      <td>79100</td>\n",
       "      <td>26650.0</td>\n",
       "      <td>8170</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>6090.0</td>\n",
       "      <td>21150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2466 rows × 309 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          AK홀딩스     BGF    BGF리테일  BNK금융지주     CJ  CJ CGV  CJ대한통운  CJ제일제당  \\\n",
       "20100104  10331     NaN       NaN      NaN  58652   21100   54500  207000   \n",
       "20100105  10206     NaN       NaN      NaN  59595   21200   54400  220000   \n",
       "20100106  10206     NaN       NaN      NaN  59595   21600   56400  220500   \n",
       "20100107  10300     NaN       NaN      NaN  60444   21750   56600  218000   \n",
       "20100108  10362     NaN       NaN      NaN  63556   22800   57600  218000   \n",
       "...         ...     ...       ...      ...    ...     ...     ...     ...   \n",
       "20191223  33500  5570.0  165500.0   7870.0  96500   34900  151500  243500   \n",
       "20191224  34500  5530.0  165500.0   7850.0  96000   34100  150000  242000   \n",
       "20191226  34900  5580.0  165500.0   7770.0  97000   33800  150000  243000   \n",
       "20191227  34850  5600.0  168500.0   7620.0  96400   33950  154500  250000   \n",
       "20191230  34600  5600.0  169500.0   7660.0  96600   34550  155000  252500   \n",
       "\n",
       "          DB손해보험  DB하이텍  ...   현대해상    현대홈쇼핑   호텔신라    화신     효성    효성중공업  \\\n",
       "20100104   34200   7500  ...  19450      NaN  21950  3915  50480      NaN   \n",
       "20100105   33600   7550  ...  19300      NaN  22300  3785  52255      NaN   \n",
       "20100106   35450   7410  ...  20200      NaN  22200  3910  54859      NaN   \n",
       "20100107   35650   7460  ...  20200      NaN  21550  3865  53143      NaN   \n",
       "20100108   35300   7510  ...  20000      NaN  21350  3975  55037      NaN   \n",
       "...          ...    ...  ...    ...      ...    ...   ...    ...      ...   \n",
       "20191223   54600  25950  ...  27900  81000.0  86300  3145  82600  26400.0   \n",
       "20191224   54500  26650  ...  27900  81000.0  84000  3270  83800  26150.0   \n",
       "20191226   54500  26650  ...  27950  81000.0  83800  3250  84300  26200.0   \n",
       "20191227   52800  28150  ...  27150  80200.0  87300  3270  79600  26300.0   \n",
       "20191230   52300  27600  ...  26950  80500.0  90800  3270  79100  26650.0   \n",
       "\n",
       "            후성    휠라홀딩스     휴비스    휴켐스  \n",
       "20100104  3726      NaN     NaN  17885  \n",
       "20100105  3702      NaN     NaN  17312  \n",
       "20100106  3755      NaN     NaN  17613  \n",
       "20100107  3785      NaN     NaN  17312  \n",
       "20100108  3804      NaN     NaN  17432  \n",
       "...        ...      ...     ...    ...  \n",
       "20191223  7910  53900.0  6080.0  22450  \n",
       "20191224  8020  54000.0  6120.0  22650  \n",
       "20191226  7970  52600.0  6250.0  22450  \n",
       "20191227  8110  53800.0  6090.0  21300  \n",
       "20191230  8170  53000.0  6090.0  21150  \n",
       "\n",
       "[2466 rows x 309 columns]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_df.index = lv2_index_rename\n",
    "price_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "price_df.to_csv(r'C:\\Users\\PC\\OneDrive\\Data Science\\Weak-supervision\\생존편향 제거\\완료된 데이터\\price_df.csv', encoding='euc-kr')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "같은 방법으로 수익률 데이터 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Process : 309 | Total : 309\r"
     ]
    }
   ],
   "source": [
    "return_df = pd.DataFrame()\n",
    "for process,x in enumerate(symbol):\n",
    "    print(\"Process : {} | Total : {}\".format(process+1,len(symbol)), end='\\r')\n",
    "    char_return_df = get_return(x)\n",
    "    return_df = pd.concat([return_df, char_return_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>...</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "      <th>Change</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2010-01-04</td>\n",
       "      <td>-0.002992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007983</td>\n",
       "      <td>-0.040909</td>\n",
       "      <td>-0.038801</td>\n",
       "      <td>0.007299</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.060820</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065534</td>\n",
       "      <td>0.018205</td>\n",
       "      <td>0.001170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-05</td>\n",
       "      <td>-0.012100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.016078</td>\n",
       "      <td>0.004739</td>\n",
       "      <td>-0.001835</td>\n",
       "      <td>0.062802</td>\n",
       "      <td>-0.017544</td>\n",
       "      <td>0.006667</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015945</td>\n",
       "      <td>-0.033206</td>\n",
       "      <td>0.035162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.032038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018868</td>\n",
       "      <td>0.036765</td>\n",
       "      <td>0.002273</td>\n",
       "      <td>0.055060</td>\n",
       "      <td>-0.018543</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.004484</td>\n",
       "      <td>0.033025</td>\n",
       "      <td>0.049833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.017387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-07</td>\n",
       "      <td>0.009210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014246</td>\n",
       "      <td>0.006944</td>\n",
       "      <td>0.003546</td>\n",
       "      <td>-0.011338</td>\n",
       "      <td>0.005642</td>\n",
       "      <td>0.006748</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.029279</td>\n",
       "      <td>-0.011509</td>\n",
       "      <td>-0.031280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.017090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010-01-08</td>\n",
       "      <td>0.006019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051486</td>\n",
       "      <td>0.048276</td>\n",
       "      <td>0.017668</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.009818</td>\n",
       "      <td>0.006702</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.009281</td>\n",
       "      <td>0.028461</td>\n",
       "      <td>0.035640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.005020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-23</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.012727</td>\n",
       "      <td>0.015337</td>\n",
       "      <td>-0.002535</td>\n",
       "      <td>0.002077</td>\n",
       "      <td>-0.002857</td>\n",
       "      <td>-0.013029</td>\n",
       "      <td>0.008282</td>\n",
       "      <td>-0.003650</td>\n",
       "      <td>-0.022599</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005405</td>\n",
       "      <td>0.003717</td>\n",
       "      <td>0.002323</td>\n",
       "      <td>0.006400</td>\n",
       "      <td>0.012255</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>-0.027060</td>\n",
       "      <td>0.022770</td>\n",
       "      <td>0.001647</td>\n",
       "      <td>0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-24</td>\n",
       "      <td>0.029851</td>\n",
       "      <td>-0.007181</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.002541</td>\n",
       "      <td>-0.005181</td>\n",
       "      <td>-0.022923</td>\n",
       "      <td>-0.009901</td>\n",
       "      <td>-0.006160</td>\n",
       "      <td>-0.001832</td>\n",
       "      <td>0.026975</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.026651</td>\n",
       "      <td>0.039746</td>\n",
       "      <td>0.014528</td>\n",
       "      <td>-0.009470</td>\n",
       "      <td>0.013906</td>\n",
       "      <td>0.001855</td>\n",
       "      <td>0.006579</td>\n",
       "      <td>0.008909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-26</td>\n",
       "      <td>0.011594</td>\n",
       "      <td>0.009042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.010191</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>-0.008798</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.002381</td>\n",
       "      <td>-0.006116</td>\n",
       "      <td>0.005967</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>-0.006234</td>\n",
       "      <td>-0.025926</td>\n",
       "      <td>0.021242</td>\n",
       "      <td>-0.008830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-27</td>\n",
       "      <td>-0.001433</td>\n",
       "      <td>0.003584</td>\n",
       "      <td>0.018127</td>\n",
       "      <td>-0.019305</td>\n",
       "      <td>-0.006186</td>\n",
       "      <td>0.004438</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.028807</td>\n",
       "      <td>-0.031193</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.028623</td>\n",
       "      <td>-0.009877</td>\n",
       "      <td>0.041766</td>\n",
       "      <td>0.006154</td>\n",
       "      <td>-0.055753</td>\n",
       "      <td>0.003817</td>\n",
       "      <td>0.017566</td>\n",
       "      <td>0.022814</td>\n",
       "      <td>-0.025600</td>\n",
       "      <td>-0.051225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-30</td>\n",
       "      <td>-0.007174</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005935</td>\n",
       "      <td>0.005249</td>\n",
       "      <td>0.002075</td>\n",
       "      <td>0.017673</td>\n",
       "      <td>0.003236</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>-0.009470</td>\n",
       "      <td>-0.019538</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007366</td>\n",
       "      <td>0.003741</td>\n",
       "      <td>0.040092</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.006281</td>\n",
       "      <td>0.013308</td>\n",
       "      <td>0.007398</td>\n",
       "      <td>-0.014870</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.007042</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2466 rows × 309 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Change    Change    Change    Change    Change    Change  \\\n",
       "2010-01-04 -0.002992       NaN       NaN       NaN -0.007983 -0.040909   \n",
       "2010-01-05 -0.012100       NaN       NaN       NaN  0.016078  0.004739   \n",
       "2010-01-06  0.000000       NaN       NaN       NaN  0.000000  0.018868   \n",
       "2010-01-07  0.009210       NaN       NaN       NaN  0.014246  0.006944   \n",
       "2010-01-08  0.006019       NaN       NaN       NaN  0.051486  0.048276   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2019-12-23  0.007519  0.012727  0.015337 -0.002535  0.002077 -0.002857   \n",
       "2019-12-24  0.029851 -0.007181  0.000000 -0.002541 -0.005181 -0.022923   \n",
       "2019-12-26  0.011594  0.009042  0.000000 -0.010191  0.010417 -0.008798   \n",
       "2019-12-27 -0.001433  0.003584  0.018127 -0.019305 -0.006186  0.004438   \n",
       "2019-12-30 -0.007174  0.000000  0.005935  0.005249  0.002075  0.017673   \n",
       "\n",
       "              Change    Change    Change    Change  ...    Change    Change  \\\n",
       "2010-01-04 -0.038801  0.007299  0.055556  0.060820  ...  0.040107       NaN   \n",
       "2010-01-05 -0.001835  0.062802 -0.017544  0.006667  ... -0.007712       NaN   \n",
       "2010-01-06  0.036765  0.002273  0.055060 -0.018543  ...  0.046632       NaN   \n",
       "2010-01-07  0.003546 -0.011338  0.005642  0.006748  ...  0.000000       NaN   \n",
       "2010-01-08  0.017668  0.000000 -0.009818  0.006702  ... -0.009901       NaN   \n",
       "...              ...       ...       ...       ...  ...       ...       ...   \n",
       "2019-12-23 -0.013029  0.008282 -0.003650 -0.022599  ...  0.005405  0.003717   \n",
       "2019-12-24 -0.009901 -0.006160 -0.001832  0.026975  ...  0.000000  0.000000   \n",
       "2019-12-26  0.000000  0.004132  0.000000  0.000000  ...  0.001792  0.000000   \n",
       "2019-12-27  0.030000  0.028807 -0.031193  0.056285  ... -0.028623 -0.009877   \n",
       "2019-12-30  0.003236  0.010000 -0.009470 -0.019538  ... -0.007366  0.003741   \n",
       "\n",
       "              Change    Change    Change    Change    Change    Change  \\\n",
       "2010-01-04  0.065534  0.018205  0.001170       NaN -0.006665       NaN   \n",
       "2010-01-05  0.015945 -0.033206  0.035162       NaN -0.006441       NaN   \n",
       "2010-01-06 -0.004484  0.033025  0.049833       NaN  0.014317       NaN   \n",
       "2010-01-07 -0.029279 -0.011509 -0.031280       NaN  0.007989       NaN   \n",
       "2010-01-08 -0.009281  0.028461  0.035640       NaN  0.005020       NaN   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2019-12-23  0.002323  0.006400  0.012255  0.011494 -0.027060  0.022770   \n",
       "2019-12-24 -0.026651  0.039746  0.014528 -0.009470  0.013906  0.001855   \n",
       "2019-12-26 -0.002381 -0.006116  0.005967  0.001912 -0.006234 -0.025926   \n",
       "2019-12-27  0.041766  0.006154 -0.055753  0.003817  0.017566  0.022814   \n",
       "2019-12-30  0.040092  0.000000 -0.006281  0.013308  0.007398 -0.014870   \n",
       "\n",
       "              Change    Change  \n",
       "2010-01-04       NaN -0.024650  \n",
       "2010-01-05       NaN -0.032038  \n",
       "2010-01-06       NaN  0.017387  \n",
       "2010-01-07       NaN -0.017090  \n",
       "2010-01-08       NaN  0.006932  \n",
       "...              ...       ...  \n",
       "2019-12-23  0.001647  0.004474  \n",
       "2019-12-24  0.006579  0.008909  \n",
       "2019-12-26  0.021242 -0.008830  \n",
       "2019-12-27 -0.025600 -0.051225  \n",
       "2019-12-30  0.000000 -0.007042  \n",
       "\n",
       "[2466 rows x 309 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "return_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AK홀딩스', 'BGF', 'BGF리테일', 'BNK금융지주', 'CJ', 'CJ CGV', 'CJ대한통운', 'CJ제일제당',\n",
       "       'DB손해보험', 'DB하이텍',\n",
       "       ...\n",
       "       '현대해상', '현대홈쇼핑', '호텔신라', '화신', '효성', '효성중공업', '후성', '휠라홀딩스', '휴비스',\n",
       "       '휴켐스'],\n",
       "      dtype='object', length=309)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "return_df.columns = lv2_companies_rename\n",
    "return_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AK홀딩스</th>\n",
       "      <th>BGF</th>\n",
       "      <th>BGF리테일</th>\n",
       "      <th>BNK금융지주</th>\n",
       "      <th>CJ</th>\n",
       "      <th>CJ CGV</th>\n",
       "      <th>CJ대한통운</th>\n",
       "      <th>CJ제일제당</th>\n",
       "      <th>DB손해보험</th>\n",
       "      <th>DB하이텍</th>\n",
       "      <th>...</th>\n",
       "      <th>현대해상</th>\n",
       "      <th>현대홈쇼핑</th>\n",
       "      <th>호텔신라</th>\n",
       "      <th>화신</th>\n",
       "      <th>효성</th>\n",
       "      <th>효성중공업</th>\n",
       "      <th>후성</th>\n",
       "      <th>휠라홀딩스</th>\n",
       "      <th>휴비스</th>\n",
       "      <th>휴켐스</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>20100104</td>\n",
       "      <td>-0.002992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007983</td>\n",
       "      <td>-0.040909</td>\n",
       "      <td>-0.038801</td>\n",
       "      <td>0.007299</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.060820</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065534</td>\n",
       "      <td>0.018205</td>\n",
       "      <td>0.001170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100105</td>\n",
       "      <td>-0.012100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.016078</td>\n",
       "      <td>0.004739</td>\n",
       "      <td>-0.001835</td>\n",
       "      <td>0.062802</td>\n",
       "      <td>-0.017544</td>\n",
       "      <td>0.006667</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015945</td>\n",
       "      <td>-0.033206</td>\n",
       "      <td>0.035162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.032038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100106</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018868</td>\n",
       "      <td>0.036765</td>\n",
       "      <td>0.002273</td>\n",
       "      <td>0.055060</td>\n",
       "      <td>-0.018543</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.004484</td>\n",
       "      <td>0.033025</td>\n",
       "      <td>0.049833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.017387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100107</td>\n",
       "      <td>0.009210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014246</td>\n",
       "      <td>0.006944</td>\n",
       "      <td>0.003546</td>\n",
       "      <td>-0.011338</td>\n",
       "      <td>0.005642</td>\n",
       "      <td>0.006748</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.029279</td>\n",
       "      <td>-0.011509</td>\n",
       "      <td>-0.031280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.017090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20100108</td>\n",
       "      <td>0.006019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051486</td>\n",
       "      <td>0.048276</td>\n",
       "      <td>0.017668</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.009818</td>\n",
       "      <td>0.006702</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.009281</td>\n",
       "      <td>0.028461</td>\n",
       "      <td>0.035640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.005020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191223</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.012727</td>\n",
       "      <td>0.015337</td>\n",
       "      <td>-0.002535</td>\n",
       "      <td>0.002077</td>\n",
       "      <td>-0.002857</td>\n",
       "      <td>-0.013029</td>\n",
       "      <td>0.008282</td>\n",
       "      <td>-0.003650</td>\n",
       "      <td>-0.022599</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005405</td>\n",
       "      <td>0.003717</td>\n",
       "      <td>0.002323</td>\n",
       "      <td>0.006400</td>\n",
       "      <td>0.012255</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>-0.027060</td>\n",
       "      <td>0.022770</td>\n",
       "      <td>0.001647</td>\n",
       "      <td>0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191224</td>\n",
       "      <td>0.029851</td>\n",
       "      <td>-0.007181</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.002541</td>\n",
       "      <td>-0.005181</td>\n",
       "      <td>-0.022923</td>\n",
       "      <td>-0.009901</td>\n",
       "      <td>-0.006160</td>\n",
       "      <td>-0.001832</td>\n",
       "      <td>0.026975</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.026651</td>\n",
       "      <td>0.039746</td>\n",
       "      <td>0.014528</td>\n",
       "      <td>-0.009470</td>\n",
       "      <td>0.013906</td>\n",
       "      <td>0.001855</td>\n",
       "      <td>0.006579</td>\n",
       "      <td>0.008909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191226</td>\n",
       "      <td>0.011594</td>\n",
       "      <td>0.009042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.010191</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>-0.008798</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.002381</td>\n",
       "      <td>-0.006116</td>\n",
       "      <td>0.005967</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>-0.006234</td>\n",
       "      <td>-0.025926</td>\n",
       "      <td>0.021242</td>\n",
       "      <td>-0.008830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191227</td>\n",
       "      <td>-0.001433</td>\n",
       "      <td>0.003584</td>\n",
       "      <td>0.018127</td>\n",
       "      <td>-0.019305</td>\n",
       "      <td>-0.006186</td>\n",
       "      <td>0.004438</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.028807</td>\n",
       "      <td>-0.031193</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.028623</td>\n",
       "      <td>-0.009877</td>\n",
       "      <td>0.041766</td>\n",
       "      <td>0.006154</td>\n",
       "      <td>-0.055753</td>\n",
       "      <td>0.003817</td>\n",
       "      <td>0.017566</td>\n",
       "      <td>0.022814</td>\n",
       "      <td>-0.025600</td>\n",
       "      <td>-0.051225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20191230</td>\n",
       "      <td>-0.007174</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005935</td>\n",
       "      <td>0.005249</td>\n",
       "      <td>0.002075</td>\n",
       "      <td>0.017673</td>\n",
       "      <td>0.003236</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>-0.009470</td>\n",
       "      <td>-0.019538</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007366</td>\n",
       "      <td>0.003741</td>\n",
       "      <td>0.040092</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.006281</td>\n",
       "      <td>0.013308</td>\n",
       "      <td>0.007398</td>\n",
       "      <td>-0.014870</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.007042</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2466 rows × 309 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             AK홀딩스       BGF    BGF리테일   BNK금융지주        CJ    CJ CGV  \\\n",
       "20100104 -0.002992       NaN       NaN       NaN -0.007983 -0.040909   \n",
       "20100105 -0.012100       NaN       NaN       NaN  0.016078  0.004739   \n",
       "20100106  0.000000       NaN       NaN       NaN  0.000000  0.018868   \n",
       "20100107  0.009210       NaN       NaN       NaN  0.014246  0.006944   \n",
       "20100108  0.006019       NaN       NaN       NaN  0.051486  0.048276   \n",
       "...            ...       ...       ...       ...       ...       ...   \n",
       "20191223  0.007519  0.012727  0.015337 -0.002535  0.002077 -0.002857   \n",
       "20191224  0.029851 -0.007181  0.000000 -0.002541 -0.005181 -0.022923   \n",
       "20191226  0.011594  0.009042  0.000000 -0.010191  0.010417 -0.008798   \n",
       "20191227 -0.001433  0.003584  0.018127 -0.019305 -0.006186  0.004438   \n",
       "20191230 -0.007174  0.000000  0.005935  0.005249  0.002075  0.017673   \n",
       "\n",
       "            CJ대한통운    CJ제일제당    DB손해보험     DB하이텍  ...      현대해상     현대홈쇼핑  \\\n",
       "20100104 -0.038801  0.007299  0.055556  0.060820  ...  0.040107       NaN   \n",
       "20100105 -0.001835  0.062802 -0.017544  0.006667  ... -0.007712       NaN   \n",
       "20100106  0.036765  0.002273  0.055060 -0.018543  ...  0.046632       NaN   \n",
       "20100107  0.003546 -0.011338  0.005642  0.006748  ...  0.000000       NaN   \n",
       "20100108  0.017668  0.000000 -0.009818  0.006702  ... -0.009901       NaN   \n",
       "...            ...       ...       ...       ...  ...       ...       ...   \n",
       "20191223 -0.013029  0.008282 -0.003650 -0.022599  ...  0.005405  0.003717   \n",
       "20191224 -0.009901 -0.006160 -0.001832  0.026975  ...  0.000000  0.000000   \n",
       "20191226  0.000000  0.004132  0.000000  0.000000  ...  0.001792  0.000000   \n",
       "20191227  0.030000  0.028807 -0.031193  0.056285  ... -0.028623 -0.009877   \n",
       "20191230  0.003236  0.010000 -0.009470 -0.019538  ... -0.007366  0.003741   \n",
       "\n",
       "              호텔신라        화신        효성     효성중공업        후성     휠라홀딩스  \\\n",
       "20100104  0.065534  0.018205  0.001170       NaN -0.006665       NaN   \n",
       "20100105  0.015945 -0.033206  0.035162       NaN -0.006441       NaN   \n",
       "20100106 -0.004484  0.033025  0.049833       NaN  0.014317       NaN   \n",
       "20100107 -0.029279 -0.011509 -0.031280       NaN  0.007989       NaN   \n",
       "20100108 -0.009281  0.028461  0.035640       NaN  0.005020       NaN   \n",
       "...            ...       ...       ...       ...       ...       ...   \n",
       "20191223  0.002323  0.006400  0.012255  0.011494 -0.027060  0.022770   \n",
       "20191224 -0.026651  0.039746  0.014528 -0.009470  0.013906  0.001855   \n",
       "20191226 -0.002381 -0.006116  0.005967  0.001912 -0.006234 -0.025926   \n",
       "20191227  0.041766  0.006154 -0.055753  0.003817  0.017566  0.022814   \n",
       "20191230  0.040092  0.000000 -0.006281  0.013308  0.007398 -0.014870   \n",
       "\n",
       "               휴비스       휴켐스  \n",
       "20100104       NaN -0.024650  \n",
       "20100105       NaN -0.032038  \n",
       "20100106       NaN  0.017387  \n",
       "20100107       NaN -0.017090  \n",
       "20100108       NaN  0.006932  \n",
       "...            ...       ...  \n",
       "20191223  0.001647  0.004474  \n",
       "20191224  0.006579  0.008909  \n",
       "20191226  0.021242 -0.008830  \n",
       "20191227 -0.025600 -0.051225  \n",
       "20191230  0.000000 -0.007042  \n",
       "\n",
       "[2466 rows x 309 columns]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "return_df.index = lv2_index_rename\n",
    "return_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "return_df.to_csv(r'C:\\Users\\PC\\OneDrive\\Data Science\\Weak-supervision\\생존편향 제거\\완료된 데이터\\return_df.csv', encoding='euc-kr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}