발전량 (데이터프레임변경).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d32ddbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import holidays\n",
    "import datetime\n",
    "pd.set_option('display.max_columns', 200)\n",
    "pd.set_option('display.max_rows', 200)\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rc\n",
    "rc('font', family='AppleGothic')\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore') \n",
    "\n",
    "import os\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import lightgbm as lgb\n",
    "from catboost import CatBoostRegressor\n",
    "import random\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore') \n",
    "\n",
    "def seed_everything(seed):\n",
    "    random.seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "\n",
    "seed_everything(42) # Seed 고정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2b906731",
   "metadata": {},
   "outputs": [],
   "source": [
    "building = pd.read_csv('building_info.csv')\n",
    "building = building.replace('-', 'NaN')\n",
    "building = building.astype({'태양광용량(kW)' : 'float', 'ESS저장용량(kWh)' : 'float', 'PCS용량(kW)' : 'float'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0711eefc",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('train.csv')\n",
    "#시계열 특성을 학습에 반영하기 위해 일시를 월, 일, 시간으로 나눕니다\n",
    "train['month'] = train['일시'].apply(lambda x : int(x[4:6]))\n",
    "train['day'] = train['일시'].apply(lambda x : int(x[6:8]))\n",
    "train['time'] = train['일시'].apply(lambda x : int(x[9:11]))\n",
    "train['일시'] = train['일시'].str.replace(' ', '').astype('str')\n",
    "train['일시'] = train['일시'] + str('00')\n",
    "train['일시'] = pd.to_datetime(train['일시'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "15a5c2a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 일조 > 21시 ~ 5시\n",
    "# 즉 일조는 6 ~ 20시까지 데이터 존재\n",
    "# 일조는 0으로 결측치 처리하는게 맞다 \n",
    "# 일단 강수량도 0으로 처리하니까 모델의 성능이 올랐다. \n",
    "# 일사는 21시 ~ 0시 > 0으로 처리하는게 맞다 + 나머지 시간은 평균 or bfill ffill이 가장 이상적(보니까 평균보다는 후자가 맞는듯?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9b53ac7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "train.loc[train['time'].between(0, 5), '일조(hr)'] = train.loc[train['time'].between(0, 5), '일조(hr)'].fillna(0)\n",
    "train.loc[train['time'].between(21, 23), '일조(hr)'] = train.loc[train['time'].between(21, 23), '일조(hr)'].fillna(0)\n",
    "mean_radiation_by_time = train.groupby('time')['일조(hr)'].transform('mean')\n",
    "train['일조(hr)'] = train['일조(hr)'].fillna(mean_radiation_by_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d9b3141a",
   "metadata": {},
   "outputs": [],
   "source": [
    "train.loc[train['time'].between(0, 5), '일사(MJ/m2)'] = train.loc[train['time'].between(0, 5), '일사(MJ/m2)'].fillna(0)\n",
    "train.loc[train['time'].between(21, 23), '일사(MJ/m2)'] = train.loc[train['time'].between(21, 23), '일사(MJ/m2)'].fillna(0)\n",
    "mean_radiation_by_time = train.groupby('time')['일사(MJ/m2)'].transform('mean')\n",
    "train['일사(MJ/m2)'] = train['일사(MJ/m2)'].fillna(mean_radiation_by_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3ddc5fff",
   "metadata": {},
   "outputs": [],
   "source": [
    "train['weekend'] = train['일시'].dt.weekday"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "441e57a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 평일 = 0, 공휴일 = 1\n",
    "kr_holidays = holidays.Korea(years=train['일시'].dt.year.unique())\n",
    "train['평일'] = train['일시'].apply(lambda x: 1 if x.weekday() >= 5 or x in kr_holidays else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eaded11f",
   "metadata": {},
   "outputs": [],
   "source": [
    "train['습도(%)'] = train['습도(%)'].interpolate()\n",
    "train['풍속(m/s)'] = train['풍속(m/s)'].interpolate()\n",
    "train.set_index('일시', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a55106d",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = pd.read_csv('test.csv')\n",
    "#시계열 특성을 학습에 반영하기 위해 일시를 월, 일, 시간으로 나눕니다\n",
    "test['month'] = test['일시'].apply(lambda x : int(x[4:6]))\n",
    "test['day'] = test['일시'].apply(lambda x : int(x[6:8]))\n",
    "test['time'] = test['일시'].apply(lambda x : int(x[9:11]))\n",
    "test['일시'] = test['일시'].str.replace(' ', '').astype('str')\n",
    "test['일시'] = test['일시'] + str('00')\n",
    "test['일시'] = pd.to_datetime(test['일시'])\n",
    "# 평일 = 0, 공휴일 = 1\n",
    "kr_holidays = holidays.Korea(years=test['일시'].dt.year.unique())\n",
    "test['평일'] = test['일시'].apply(lambda x: 1 if x.weekday() >= 5 or x in kr_holidays else 0)\n",
    "test['weekend'] = test['일시'].dt.weekday\n",
    "test.set_index('일시', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "acf3186f",
   "metadata": {},
   "outputs": [],
   "source": [
    "train['강수량(mm)'].fillna(0, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9f76f95a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# weather_x = train[['기온(C)', '강수량(mm)', '풍속(m/s)', '습도(%)', 'month', 'day', 'time']]\n",
    "# weather_y = train[['일조(hr)', '일사(MJ/m2)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "30e1b3e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# weather_test = test[['기온(C)', '강수량(mm)', '풍속(m/s)', '습도(%)', 'month', 'day', 'time']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "834cbc0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn.multioutput import MultiOutputRegressor\n",
    "\n",
    "# base_model = lgb.LGBMRegressor()\n",
    "\n",
    "# multioutput_regressor = MultiOutputRegressor(base_model)\n",
    "\n",
    "# multioutput_regressor.fit(weather_x.values, weather_y.values)\n",
    "\n",
    "# y_pred = multioutput_regressor.predict(weather_test.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "0d6f92a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# test[['일조(hr)', '일사(MJ/m2)']] = y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "b8024c94",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i, j in test.iterrows():\n",
    "#     if j['time'] in [0, 1, 2, 3, 4, 5, 21, 22, 23]:\n",
    "#         test.at[i, '일조(hr)'] = 0\n",
    "#         test.at[i, '일사(MJ/m2)'] = 0\n",
    "#     if j['일조(hr)'] < 0:\n",
    "#         test.at[i, '일조(hr)'] = 0\n",
    "#     if j['일사(MJ/m2)'] < 0:\n",
    "#         test.at[i, '일사(MJ/m2)'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0b33b67b",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_table = pd.concat([train, test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d666fbed",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_table = pd.merge(all_table, building, on = '건물번호', how = 'left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "84553797",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "encoder = LabelEncoder()\n",
    "\n",
    "encoder.fit(all_table['건물유형'])\n",
    "\n",
    "all_table[\"건물유형\"] = encoder.transform(all_table['건물유형'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1060fc1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = all_table.iloc[:train.shape[0], :]\n",
    "test = all_table.iloc[train.shape[0] :, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7afb1608",
   "metadata": {},
   "outputs": [
    {
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       "      <th>건물번호</th>\n",
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       "      <th>강수량(mm)</th>\n",
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       "      <th>태양광용량(kW)</th>\n",
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       "      <td>18.0</td>\n",
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       "      <td>1.1</td>\n",
       "      <td>45.0</td>\n",
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       "      <td>17.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>974.88</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
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      "text/plain": [
       "   num_date_time  건물번호  기온(C)  강수량(mm)  풍속(m/s)  습도(%)  일조(hr)  일사(MJ/m2)  \\\n",
       "0  1_20220601 00     1   18.6      0.0      0.9   42.0     0.0        0.0   \n",
       "1  1_20220601 01     1   18.0      0.0      1.1   45.0     0.0        0.0   \n",
       "2  1_20220601 02     1   17.7      0.0      1.5   45.0     0.0        0.0   \n",
       "3  1_20220601 03     1   16.7      0.0      1.4   48.0     0.0        0.0   \n",
       "4  1_20220601 04     1   18.4      0.0      2.8   43.0     0.0        0.0   \n",
       "\n",
       "   전력소비량(kWh)  month  day  time  weekend  평일  건물유형   연면적(m2)  냉방면적(m2)  \\\n",
       "0     1085.28      6    1     0        2   0     0  110634.0   39570.0   \n",
       "1     1047.36      6    1     1        2   0     0  110634.0   39570.0   \n",
       "2      974.88      6    1     2        2   0     0  110634.0   39570.0   \n",
       "3      953.76      6    1     3        2   0     0  110634.0   39570.0   \n",
       "4      986.40      6    1     4        2   0     0  110634.0   39570.0   \n",
       "\n",
       "   태양광용량(kW)  ESS저장용량(kWh)  PCS용량(kW)  \n",
       "0        NaN           NaN        NaN  \n",
       "1        NaN           NaN        NaN  \n",
       "2        NaN           NaN        NaN  \n",
       "3        NaN           NaN        NaN  \n",
       "4        NaN           NaN        NaN  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "15603319",
   "metadata": {},
   "outputs": [
    {
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       "      <th>num_date_time</th>\n",
       "      <th>건물번호</th>\n",
       "      <th>기온(C)</th>\n",
       "      <th>강수량(mm)</th>\n",
       "      <th>풍속(m/s)</th>\n",
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       "      <th>month</th>\n",
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       "      <th>weekend</th>\n",
       "      <th>평일</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>204000</th>\n",
       "      <td>1_20220825 00</td>\n",
       "      <td>1</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204001</th>\n",
       "      <td>1_20220825 01</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204002</th>\n",
       "      <td>1_20220825 02</td>\n",
       "      <td>1</td>\n",
       "      <td>22.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204003</th>\n",
       "      <td>1_20220825 03</td>\n",
       "      <td>1</td>\n",
       "      <td>22.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204004</th>\n",
       "      <td>1_20220825 04</td>\n",
       "      <td>1</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        num_date_time  건물번호  기온(C)  강수량(mm)  풍속(m/s)  습도(%)  일조(hr)  \\\n",
       "204000  1_20220825 00     1   23.5      0.0      2.2   72.0     NaN   \n",
       "204001  1_20220825 01     1   23.0      0.0      0.9   72.0     NaN   \n",
       "204002  1_20220825 02     1   22.7      0.0      1.5   75.0     NaN   \n",
       "204003  1_20220825 03     1   22.1      0.0      1.3   78.0     NaN   \n",
       "204004  1_20220825 04     1   21.8      0.0      1.0   77.0     NaN   \n",
       "\n",
       "        일사(MJ/m2)  전력소비량(kWh)  month  day  time  weekend  평일  건물유형   연면적(m2)  \\\n",
       "204000        NaN         NaN      8   25     0        3   0     0  110634.0   \n",
       "204001        NaN         NaN      8   25     1        3   0     0  110634.0   \n",
       "204002        NaN         NaN      8   25     2        3   0     0  110634.0   \n",
       "204003        NaN         NaN      8   25     3        3   0     0  110634.0   \n",
       "204004        NaN         NaN      8   25     4        3   0     0  110634.0   \n",
       "\n",
       "        냉방면적(m2)  태양광용량(kW)  ESS저장용량(kWh)  PCS용량(kW)  \n",
       "204000   39570.0        NaN           NaN        NaN  \n",
       "204001   39570.0        NaN           NaN        NaN  \n",
       "204002   39570.0        NaN           NaN        NaN  \n",
       "204003   39570.0        NaN           NaN        NaN  \n",
       "204004   39570.0        NaN           NaN        NaN  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a4e747ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = train[['num_date_time', '건물번호', '건물유형', '기온(C)', '강수량(mm)', '풍속(m/s)', '습도(%)',\n",
    "       '일조(hr)', '일사(MJ/m2)', 'month', 'day', 'time', '평일', 'weekend','연면적(m2)', '냉방면적(m2)', '전력소비량(kWh)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9522e7d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = test[['num_date_time', '건물번호', '건물유형', '기온(C)', '강수량(mm)', '풍속(m/s)', '습도(%)',\n",
    "       '일조(hr)', '일사(MJ/m2)', 'month', 'day', 'time', '평일', 'weekend','연면적(m2)', '냉방면적(m2)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "67007a86",
   "metadata": {},
   "outputs": [],
   "source": [
    "sub = pd.read_csv('sample_submission.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54551b0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_date_time</th>\n",
       "      <th>건물번호</th>\n",
       "      <th>건물유형</th>\n",
       "      <th>기온(C)</th>\n",
       "      <th>강수량(mm)</th>\n",
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       "      <th>습도(%)</th>\n",
       "      <th>일조(hr)</th>\n",
       "      <th>일사(MJ/m2)</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>평일</th>\n",
       "      <th>weekend</th>\n",
       "      <th>연면적(m2)</th>\n",
       "      <th>냉방면적(m2)</th>\n",
       "      <th>전력소비량(kWh)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1_20220601 00</td>\n",
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       "      <td>39570.00</td>\n",
       "      <td>1085.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1_20220601 01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>110634.00</td>\n",
       "      <td>39570.00</td>\n",
       "      <td>1047.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1_20220601 02</td>\n",
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       "      <td>17.7</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>2</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.00</td>\n",
       "      <td>974.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1_20220601 03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
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       "      <td>2</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.00</td>\n",
       "      <td>953.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1_20220601 04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.00</td>\n",
       "      <td>986.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>203995</th>\n",
       "      <td>100_20220824 19</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>23.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>86.0</td>\n",
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       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>57497.84</td>\n",
       "      <td>40035.23</td>\n",
       "      <td>881.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203996</th>\n",
       "      <td>100_20220824 20</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>22.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.043287</td>\n",
       "      <td>8</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>57497.84</td>\n",
       "      <td>40035.23</td>\n",
       "      <td>798.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203997</th>\n",
       "      <td>100_20220824 21</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>57497.84</td>\n",
       "      <td>40035.23</td>\n",
       "      <td>825.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203998</th>\n",
       "      <td>100_20220824 22</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
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       "      <td>2</td>\n",
       "      <td>57497.84</td>\n",
       "      <td>40035.23</td>\n",
       "      <td>640.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203999</th>\n",
       "      <td>100_20220824 23</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>20.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>24</td>\n",
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       "      <td>2</td>\n",
       "      <td>57497.84</td>\n",
       "      <td>40035.23</td>\n",
       "      <td>540.24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>204000 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          num_date_time  건물번호  건물유형  기온(C)  강수량(mm)  풍속(m/s)  습도(%)  일조(hr)  \\\n",
       "0         1_20220601 00     1     0   18.6      0.0      0.9   42.0     0.0   \n",
       "1         1_20220601 01     1     0   18.0      0.0      1.1   45.0     0.0   \n",
       "2         1_20220601 02     1     0   17.7      0.0      1.5   45.0     0.0   \n",
       "3         1_20220601 03     1     0   16.7      0.0      1.4   48.0     0.0   \n",
       "4         1_20220601 04     1     0   18.4      0.0      2.8   43.0     0.0   \n",
       "...                 ...   ...   ...    ...      ...      ...    ...     ...   \n",
       "203995  100_20220824 19   100    11   23.1      0.0      0.9   86.0     0.5   \n",
       "203996  100_20220824 20   100    11   22.4      0.0      1.3   86.0     0.0   \n",
       "203997  100_20220824 21   100    11   21.3      0.0      1.0   92.0     0.0   \n",
       "203998  100_20220824 22   100    11   21.0      0.0      0.3   94.0     0.0   \n",
       "203999  100_20220824 23   100    11   20.7      0.0      0.1   95.0     0.0   \n",
       "\n",
       "        일사(MJ/m2)  month  day  time  평일  weekend    연면적(m2)  냉방면적(m2)  \\\n",
       "0        0.000000      6    1     0   0        2  110634.00  39570.00   \n",
       "1        0.000000      6    1     1   0        2  110634.00  39570.00   \n",
       "2        0.000000      6    1     2   0        2  110634.00  39570.00   \n",
       "3        0.000000      6    1     3   0        2  110634.00  39570.00   \n",
       "4        0.000000      6    1     4   0        2  110634.00  39570.00   \n",
       "...           ...    ...  ...   ...  ..      ...        ...       ...   \n",
       "203995   0.300450      8   24    19   0        2   57497.84  40035.23   \n",
       "203996   0.043287      8   24    20   0        2   57497.84  40035.23   \n",
       "203997   0.000000      8   24    21   0        2   57497.84  40035.23   \n",
       "203998   0.000000      8   24    22   0        2   57497.84  40035.23   \n",
       "203999   0.000000      8   24    23   0        2   57497.84  40035.23   \n",
       "\n",
       "        전력소비량(kWh)  \n",
       "0          1085.28  \n",
       "1          1047.36  \n",
       "2           974.88  \n",
       "3           953.76  \n",
       "4           986.40  \n",
       "...            ...  \n",
       "203995      881.04  \n",
       "203996      798.96  \n",
       "203997      825.12  \n",
       "203998      640.08  \n",
       "203999      540.24  \n",
       "\n",
       "[204000 rows x 17 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "3559814f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     30600\n",
       "1     16320\n",
       "2     16320\n",
       "4     16320\n",
       "5     16320\n",
       "6     16320\n",
       "7     16320\n",
       "8     16320\n",
       "9     16320\n",
       "10    16320\n",
       "11    16320\n",
       "3     10200\n",
       "Name: 건물유형, dtype: int64"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['건물유형'].value_counts() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "ea368bea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2520\n",
       "1     1344\n",
       "2     1344\n",
       "4     1344\n",
       "5     1344\n",
       "6     1344\n",
       "7     1344\n",
       "8     1344\n",
       "9     1344\n",
       "10    1344\n",
       "11    1344\n",
       "3      840\n",
       "Name: 건물유형, dtype: int64"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test['건물유형'].value_counts() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f2930d6",
   "metadata": {},
   "source": [
    "## 모델은 여기서 수정가능 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "badc6bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "class run:\n",
    "    def __init__(self, train, test, n, col_name1, col_name2, col_name3, window_size):\n",
    "        self.train = train\n",
    "        self.test = test\n",
    "        self.n = n\n",
    "        self.col_name1 = col_name1\n",
    "        self.col_name2 = col_name2\n",
    "        self.col_name3 = col_name3\n",
    "        self.window_size = window_size\n",
    "        \n",
    "    def make_table(self):\n",
    "        train = self.train\n",
    "        n = self.n\n",
    "        test = self.test\n",
    "        train_table = train[train['건물번호'] == n]\n",
    "        train_table = train_table.drop(['태양광용량(kW)', '일사(MJ/m2)', '일조(hr)','num_date_time', '발전량'], axis = 1)\n",
    "        \n",
    "\n",
    "        \n",
    "        test_table = test[test['건물번호'] == n]\n",
    "        test_table = test_table.drop(['일사(MJ/m2)', '일조(hr)', '발전량',\n",
    "                         '태양광용량(kW)', 'num_date_time'], axis = 1)\n",
    "        all_table = pd.concat([train_table, test_table])\n",
    "        return all_table\n",
    "    \n",
    "#     def window_table(self):\n",
    "#         all_table = self.make_table()\n",
    "#         col_name1 = self.col_name1\n",
    "#         col_name2 = self.col_name2\n",
    "# #         col_name3 = self.col_name3\n",
    "#         window_size = self.window_size\n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_name = col_name1 + \"_Window\" + str(i)\n",
    "#             all_table[col_window_name] = all_table[col_name1].shift(i)\n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_name = col_name2 + \"_Window\" + str(i)\n",
    "#             all_table[col_window_name] = all_table[col_name2].shift(i)\n",
    "# #         for i in range(1, window_size + 1):\n",
    "# #             col_window_name = col_name3 + \"_Window\" + str(i)\n",
    "# #             all_table[col_window_name] = all_table[col_name3].shift(i)\n",
    "#         train = all_table.iloc[: 2040, : ]\n",
    "#         test = all_table.iloc[len(train):, :]\n",
    "#         train.dropna(inplace = True)\n",
    "#         test = test.drop('전력소비량(kWh)', axis =1)\n",
    "#         return train, test\n",
    "\n",
    "    \n",
    "    def window_table(self):\n",
    "        all_table = self.make_table()\n",
    "        col_name1 = self.col_name1\n",
    "        col_name2 = self.col_name2\n",
    "        col_name3 = self.col_name3\n",
    "        window_size = self.window_size\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name1 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name1].shift(i)\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name2 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name2].shift(i)\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name3 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name3].shift(i)    \n",
    "\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_diff_name = col_name1 + \"_diff_Window\" + str(i)\n",
    "            all_table[col_window_diff_name] = all_table[col_name1].diff(i)    \n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_diff_name = col_name2 + \"_diff_Window\" + str(i)\n",
    "            all_table[col_window_diff_name] = all_table[col_name2].diff(i)    \n",
    "        \n",
    "        train = all_table.iloc[: 2040, : ]\n",
    "        test = all_table.iloc[len(train):, :]\n",
    "        train.dropna(inplace = True)\n",
    "        train_x = train.drop('전력소비량(kWh)', axis =1)\n",
    "        train_y = train['전력소비량(kWh)']\n",
    "        test = test.drop('전력소비량(kWh)', axis =1)\n",
    "        \n",
    "        return train_x, train_y, test\n",
    "        \n",
    "    \n",
    "    def model(self):\n",
    "        train_x, train_y, test = self.window_table()\n",
    "        model = lgb.LGBMRegressor()\n",
    "        model.fit(train_x, train_y)\n",
    "        preds = model.predict(test)\n",
    "        return preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "751f7d21",
   "metadata": {},
   "outputs": [],
   "source": [
    "class run:\n",
    "    def __init__(self, train, test, n, col_name1, col_name2, col_name3, window_size):\n",
    "        self.train = train\n",
    "        self.test = test\n",
    "        self.n = n\n",
    "        self.col_name1 = col_name1\n",
    "        self.col_name2 = col_name2\n",
    "        self.col_name3 = col_name3\n",
    "        self.window_size = window_size\n",
    "        \n",
    "    def make_table(self):\n",
    "        train = self.train\n",
    "        n = self.n\n",
    "        test = self.test\n",
    "        train_table = train[train['건물번호'] == n]\n",
    "        train_table = train_table.drop(['일사(MJ/m2)', '일조(hr)','num_date_time'], axis = 1)\n",
    "        \n",
    "\n",
    "        \n",
    "        test_table = test[test['건물번호'] == n]\n",
    "        test_table = test_table.drop(['일사(MJ/m2)', '일조(hr)', 'num_date_time'], axis = 1)\n",
    "        all_table = pd.concat([train_table, test_table])\n",
    "        return all_table\n",
    "    \n",
    "#     def window_table(self):\n",
    "#         all_table = self.make_table()\n",
    "#         col_name1 = self.col_name1\n",
    "#         col_name2 = self.col_name2\n",
    "# #         col_name3 = self.col_name3\n",
    "#         window_size = self.window_size\n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_name = col_name1 + \"_Window\" + str(i)\n",
    "#             all_table[col_window_name] = all_table[col_name1].shift(i)\n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_name = col_name2 + \"_Window\" + str(i)\n",
    "#             all_table[col_window_name] = all_table[col_name2].shift(i)\n",
    "# #         for i in range(1, window_size + 1):\n",
    "# #             col_window_name = col_name3 + \"_Window\" + str(i)\n",
    "# #             all_table[col_window_name] = all_table[col_name3].shift(i)\n",
    "#         train = all_table.iloc[: 2040, : ]\n",
    "#         test = all_table.iloc[len(train):, :]\n",
    "#         train.dropna(inplace = True)\n",
    "#         test = test.drop('전력소비량(kWh)', axis =1)\n",
    "#         return train, test\n",
    "\n",
    "    \n",
    "    def window_table(self):\n",
    "        all_table = self.make_table()\n",
    "        col_name1 = self.col_name1\n",
    "        col_name2 = self.col_name2\n",
    "        col_name3 = self.col_name3\n",
    "        window_size = self.window_size\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name1 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name1].shift(i)\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name2 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name2].shift(i)\n",
    "        for i in range(1, window_size + 1):\n",
    "            col_window_name = col_name3 + \"_Window\" + str(i)\n",
    "            all_table[col_window_name] = all_table[col_name3].shift(i)    \n",
    "\n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_diff_name = col_name1 + \"_diff_Window\" + str(i)\n",
    "#             all_table[col_window_diff_name] = all_table[col_name1].diff(i)    \n",
    "#         for i in range(1, window_size + 1):\n",
    "#             col_window_diff_name = col_name2 + \"_diff_Window\" + str(i)\n",
    "#             all_table[col_window_diff_name] = all_table[col_name2].diff(i)    \n",
    "        return all_table\n",
    "    \n",
    "    def last_table(self):\n",
    "        all_table = self.window_table()\n",
    "        last = []\n",
    "        for i in range(1, 101):\n",
    "            output = run(train, test, i, '기온(C)', '습도(%)', '강수량(mm)', 96).window_table()\n",
    "            last.append(output)\n",
    "        last = np.array(last)\n",
    "        last = last.reshape(-1, 302)\n",
    "        last = pd.DataFrame(last, columns = all_table.columns)\n",
    "        return last\n",
    "    \n",
    "    def split_table(self):\n",
    "        last = self.last_table()\n",
    "        n = self.n\n",
    "        last = last[last['건물번호'] == n]\n",
    "        train = last.iloc[:2040, :]\n",
    "        test = last.iloc[len(train) :, :]\n",
    "        test.drop('전력소비량(kWh)', axis = 1, inplace = True)\n",
    "        train.dropna(inplace = True)\n",
    "        return train, test    \n",
    "    \n",
    "#     def real_table(self, bul_type):\n",
    "#         train, test = self.split_table()\n",
    "#         self.bul_type = bul_type\n",
    "#         train_table = train[train['건물번호'] == bul_type]\n",
    "        \n",
    "        \n",
    "        \n",
    "    \n",
    "    def model(self):\n",
    "        train_x, train_y, test = self.window_table()\n",
    "        model = lgb.LGBMRegressor()\n",
    "        model.fit(train_x, train_y)\n",
    "        preds = model.predict(test)\n",
    "        return preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "57cc6b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = run(train, test, 1, '기온(C)', '습도(%)', '강수량(mm)', 96).split_table()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cda6c76d",
   "metadata": {},
   "outputs": [],
   "source": [
    "b = run(train, test, 2, '기온(C)', '습도(%)', '강수량(mm)', 96).split_table()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4d7ca4a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>963.36</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>26.3</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>58.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>872.16</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>26.3</td>\n",
       "      <td>...</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>798.24</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>780.00</td>\n",
       "      <td>23.8</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.00</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>807.36</td>\n",
       "      <td>23.5</td>\n",
       "      <td>23.8</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>3883</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>63.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>122233.47</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>1866.96</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3884</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>66.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>122233.47</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>1693.80</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3885</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>67.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>122233.47</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>1564.92</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3886</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>122233.47</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>948.96</td>\n",
       "      <td>24.6</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>122233.47</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>1348.92</td>\n",
       "      <td>24.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3888 rows × 302 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0    1     2    3    4     5    6     7     8    9    10         11   \\\n",
       "0     1.0  0.0  24.8  0.0  2.1  60.0  6.0   5.0   0.0  1.0  6.0  110634.00   \n",
       "1     1.0  0.0  24.5  0.0  1.7  58.0  6.0   5.0   1.0  1.0  6.0  110634.00   \n",
       "2     1.0  0.0  23.8  0.0  1.2  60.0  6.0   5.0   2.0  1.0  6.0  110634.00   \n",
       "3     1.0  0.0  23.5  0.0  1.6  59.0  6.0   5.0   3.0  1.0  6.0  110634.00   \n",
       "4     1.0  0.0  23.3  0.0  1.8  60.0  6.0   5.0   4.0  1.0  6.0  110634.00   \n",
       "...   ...  ...   ...  ...  ...   ...  ...   ...   ...  ...  ...        ...   \n",
       "3883  2.0  0.0  25.5  0.0  2.9  63.0  8.0  24.0  19.0  0.0  2.0  122233.47   \n",
       "3884  2.0  0.0  25.0  0.0  2.6  66.0  8.0  24.0  20.0  0.0  2.0  122233.47   \n",
       "3885  2.0  0.0  24.6  0.0  1.3  67.0  8.0  24.0  21.0  0.0  2.0  122233.47   \n",
       "3886  2.0  0.0  24.1  0.0  2.1  70.0  8.0  24.0  22.0  0.0  2.0  122233.47   \n",
       "3887  2.0  0.0  23.8  0.0  1.4  70.0  8.0  24.0  23.0  0.0  2.0  122233.47   \n",
       "\n",
       "          12       13    14    15    16    17    18    19    20    21    22   \\\n",
       "0     39570.0   963.36  25.6  26.1  26.7  27.3  28.4  29.4  29.2  29.1  29.0   \n",
       "1     39570.0   872.16  24.8  25.6  26.1  26.7  27.3  28.4  29.4  29.2  29.1   \n",
       "2     39570.0   798.24  24.5  24.8  25.6  26.1  26.7  27.3  28.4  29.4  29.2   \n",
       "3     39570.0   780.00  23.8  24.5  24.8  25.6  26.1  26.7  27.3  28.4  29.4   \n",
       "4     39570.0   807.36  23.5  23.8  24.5  24.8  25.6  26.1  26.7  27.3  28.4   \n",
       "...       ...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  99000.0  1866.96  26.2  26.9  26.3  26.6  27.1  27.6  27.7  26.7  26.0   \n",
       "3884  99000.0  1693.80  25.5  26.2  26.9  26.3  26.6  27.1  27.6  27.7  26.7   \n",
       "3885  99000.0  1564.92  25.0  25.5  26.2  26.9  26.3  26.6  27.1  27.6  27.7   \n",
       "3886  99000.0   948.96  24.6  25.0  25.5  26.2  26.9  26.3  26.6  27.1  27.6   \n",
       "3887  99000.0  1348.92  24.1  24.6  25.0  25.5  26.2  26.9  26.3  26.6  27.1   \n",
       "\n",
       "       23    24    25    26    27    28    29    30    31    32    33    34   \\\n",
       "0     28.7  28.4  28.2  27.8  26.1  24.6  23.2  21.2  20.4  20.9  21.0  21.4   \n",
       "1     29.0  28.7  28.4  28.2  27.8  26.1  24.6  23.2  21.2  20.4  20.9  21.0   \n",
       "2     29.1  29.0  28.7  28.4  28.2  27.8  26.1  24.6  23.2  21.2  20.4  20.9   \n",
       "3     29.2  29.1  29.0  28.7  28.4  28.2  27.8  26.1  24.6  23.2  21.2  20.4   \n",
       "4     29.4  29.2  29.1  29.0  28.7  28.4  28.2  27.8  26.1  24.6  23.2  21.2   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  24.7  23.8  22.6  22.4  22.4  22.5  22.7  22.6  22.7  23.0  23.5  24.2   \n",
       "3884  26.0  24.7  23.8  22.6  22.4  22.4  22.5  22.7  22.6  22.7  23.0  23.5   \n",
       "3885  26.7  26.0  24.7  23.8  22.6  22.4  22.4  22.5  22.7  22.6  22.7  23.0   \n",
       "3886  27.7  26.7  26.0  24.7  23.8  22.6  22.4  22.4  22.5  22.7  22.6  22.7   \n",
       "3887  27.6  27.7  26.7  26.0  24.7  23.8  22.6  22.4  22.4  22.5  22.7  22.6   \n",
       "\n",
       "       35    36    37    38    39    40    41    42    43    44    45    46   \\\n",
       "0     21.5  21.6  22.3  22.7  23.2  23.9  24.3  25.9  27.9  29.0  30.9  32.3   \n",
       "1     21.4  21.5  21.6  22.3  22.7  23.2  23.9  24.3  25.9  27.9  29.0  30.9   \n",
       "2     21.0  21.4  21.5  21.6  22.3  22.7  23.2  23.9  24.3  25.9  27.9  29.0   \n",
       "3     20.9  21.0  21.4  21.5  21.6  22.3  22.7  23.2  23.9  24.3  25.9  27.9   \n",
       "4     20.4  20.9  21.0  21.4  21.5  21.6  22.3  22.7  23.2  23.9  24.3  25.9   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  25.2  26.1  27.3  28.8  29.5  30.0  29.8  28.9  28.1  27.2  25.8  24.8   \n",
       "3884  24.2  25.2  26.1  27.3  28.8  29.5  30.0  29.8  28.9  28.1  27.2  25.8   \n",
       "3885  23.5  24.2  25.2  26.1  27.3  28.8  29.5  30.0  29.8  28.9  28.1  27.2   \n",
       "3886  23.0  23.5  24.2  25.2  26.1  27.3  28.8  29.5  30.0  29.8  28.9  28.1   \n",
       "3887  22.7  23.0  23.5  24.2  25.2  26.1  27.3  28.8  29.5  30.0  29.8  28.9   \n",
       "\n",
       "       47    48    49    50    51    52    53    54    55    56    57    58   \\\n",
       "0     31.2  29.8  28.3  26.7  24.9  23.1  21.0  19.6  19.1  19.2  19.1  19.1   \n",
       "1     32.3  31.2  29.8  28.3  26.7  24.9  23.1  21.0  19.6  19.1  19.2  19.1   \n",
       "2     30.9  32.3  31.2  29.8  28.3  26.7  24.9  23.1  21.0  19.6  19.1  19.2   \n",
       "3     29.0  30.9  32.3  31.2  29.8  28.3  26.7  24.9  23.1  21.0  19.6  19.1   \n",
       "4     27.9  29.0  30.9  32.3  31.2  29.8  28.3  26.7  24.9  23.1  21.0  19.6   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  23.7  22.9  22.6  22.4  22.5  23.0  23.1  23.2  23.1  23.0  23.0  24.6   \n",
       "3884  24.8  23.7  22.9  22.6  22.4  22.5  23.0  23.1  23.2  23.1  23.0  23.0   \n",
       "3885  25.8  24.8  23.7  22.9  22.6  22.4  22.5  23.0  23.1  23.2  23.1  23.0   \n",
       "3886  27.2  25.8  24.8  23.7  22.9  22.6  22.4  22.5  23.0  23.1  23.2  23.1   \n",
       "3887  28.1  27.2  25.8  24.8  23.7  22.9  22.6  22.4  22.5  23.0  23.1  23.2   \n",
       "\n",
       "       59    60    61    62    63    64    65    66    67    68    69    70   \\\n",
       "0     19.2  19.0  18.9  19.2  19.7  20.4  21.6  23.3  24.9  25.6  26.4  26.7   \n",
       "1     19.1  19.2  19.0  18.9  19.2  19.7  20.4  21.6  23.3  24.9  25.6  26.4   \n",
       "2     19.1  19.1  19.2  19.0  18.9  19.2  19.7  20.4  21.6  23.3  24.9  25.6   \n",
       "3     19.2  19.1  19.1  19.2  19.0  18.9  19.2  19.7  20.4  21.6  23.3  24.9   \n",
       "4     19.1  19.2  19.1  19.1  19.2  19.0  18.9  19.2  19.7  20.4  21.6  23.3   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  27.0  27.3  27.6  28.1  28.6  29.5  29.5  30.2  29.3  28.9  28.7  27.6   \n",
       "3884  24.6  27.0  27.3  27.6  28.1  28.6  29.5  29.5  30.2  29.3  28.9  28.7   \n",
       "3885  23.0  24.6  27.0  27.3  27.6  28.1  28.6  29.5  29.5  30.2  29.3  28.9   \n",
       "3886  23.0  23.0  24.6  27.0  27.3  27.6  28.1  28.6  29.5  29.5  30.2  29.3   \n",
       "3887  23.1  23.0  23.0  24.6  27.0  27.3  27.6  28.1  28.6  29.5  29.5  30.2   \n",
       "\n",
       "       71    72    73    74    75    76    77    78    79    80    81    82   \\\n",
       "0     26.3  25.9  25.4  24.2  22.5  21.0  19.0  18.4  17.8  17.6  17.2  17.2   \n",
       "1     26.7  26.3  25.9  25.4  24.2  22.5  21.0  19.0  18.4  17.8  17.6  17.2   \n",
       "2     26.4  26.7  26.3  25.9  25.4  24.2  22.5  21.0  19.0  18.4  17.8  17.6   \n",
       "3     25.6  26.4  26.7  26.3  25.9  25.4  24.2  22.5  21.0  19.0  18.4  17.8   \n",
       "4     24.9  25.6  26.4  26.7  26.3  25.9  25.4  24.2  22.5  21.0  19.0  18.4   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  26.6  26.2  25.7  25.5  25.6  25.7  25.9  26.3  26.8  27.1  27.4  27.9   \n",
       "3884  27.6  26.6  26.2  25.7  25.5  25.6  25.7  25.9  26.3  26.8  27.1  27.4   \n",
       "3885  28.7  27.6  26.6  26.2  25.7  25.5  25.6  25.7  25.9  26.3  26.8  27.1   \n",
       "3886  28.9  28.7  27.6  26.6  26.2  25.7  25.5  25.6  25.7  25.9  26.3  26.8   \n",
       "3887  29.3  28.9  28.7  27.6  26.6  26.2  25.7  25.5  25.6  25.7  25.9  26.3   \n",
       "\n",
       "       83    84    85    86    87    88    89    90    91    92    93    94   \\\n",
       "0     17.2  17.6  18.1  18.9  19.6  20.7  22.2  24.3  26.3  27.1  27.6  28.3   \n",
       "1     17.2  17.2  17.6  18.1  18.9  19.6  20.7  22.2  24.3  26.3  27.1  27.6   \n",
       "2     17.2  17.2  17.2  17.6  18.1  18.9  19.6  20.7  22.2  24.3  26.3  27.1   \n",
       "3     17.6  17.2  17.2  17.2  17.6  18.1  18.9  19.6  20.7  22.2  24.3  26.3   \n",
       "4     17.8  17.6  17.2  17.2  17.2  17.6  18.1  18.9  19.6  20.7  22.2  24.3   \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "3883  28.1  28.6  29.5  30.9  31.8  31.5  31.2  31.3  30.4  30.2  29.1  27.3   \n",
       "3884  27.9  28.1  28.6  29.5  30.9  31.8  31.5  31.2  31.3  30.4  30.2  29.1   \n",
       "3885  27.4  27.9  28.1  28.6  29.5  30.9  31.8  31.5  31.2  31.3  30.4  30.2   \n",
       "3886  27.1  27.4  27.9  28.1  28.6  29.5  30.9  31.8  31.5  31.2  31.3  30.4   \n",
       "3887  26.8  27.1  27.4  27.9  28.1  28.6  29.5  30.9  31.8  31.5  31.2  31.3   \n",
       "\n",
       "       95    96    97    98    99   ...   202   203   204   205  206  207  \\\n",
       "0     28.4  28.3  27.5  26.3  24.8  ...  48.0  45.0  45.0  42.0  0.0  0.0   \n",
       "1     28.3  28.4  28.3  27.5  26.3  ...  43.0  48.0  45.0  45.0  0.0  0.0   \n",
       "2     27.6  28.3  28.4  28.3  27.5  ...  46.0  43.0  48.0  45.0  0.0  0.0   \n",
       "3     27.1  27.6  28.3  28.4  28.3  ...  50.0  46.0  43.0  48.0  0.0  0.0   \n",
       "4     26.3  27.1  27.6  28.3  28.4  ...  50.0  50.0  46.0  43.0  0.0  0.0   \n",
       "...    ...   ...   ...   ...   ...  ...   ...   ...   ...   ...  ...  ...   \n",
       "3883  26.2  25.6  24.8  24.9  25.1  ...  81.0  79.0  76.0  72.0  0.0  0.0   \n",
       "3884  27.3  26.2  25.6  24.8  24.9  ...  81.0  81.0  79.0  76.0  0.0  0.0   \n",
       "3885  29.1  27.3  26.2  25.6  24.8  ...  84.0  81.0  81.0  79.0  0.0  0.0   \n",
       "3886  30.2  29.1  27.3  26.2  25.6  ...  83.0  84.0  81.0  81.0  0.0  0.0   \n",
       "3887  30.4  30.2  29.1  27.3  26.2  ...  85.0  83.0  84.0  81.0  0.0  0.0   \n",
       "\n",
       "      208  209  210  211  212  213  214  215  216  217  218  219  220  221  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      222  223  224  225  226  227  228  229  230  231  232  233  234  235  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      236  237  238  239  240  241  242  243  244  245  246  247  248  249  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.4  0.9  0.8  0.1  0.0  0.0  0.0  0.0  1.9   \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.4  0.9  0.8  0.1  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.4  0.9  0.8  0.1  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.4  0.9  0.8  0.1  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.4  0.9  0.8  0.1  0.0   \n",
       "\n",
       "      250  251  252  253  254  255  256  257  258  259  260  261  262  263  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  1.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3884  1.9  1.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  1.9  1.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  1.9  1.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  1.9  1.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      264  265  266  267  268  269  270  271  272  273  274  275  276  277  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      278  279  280  281  282  283  284  285  286  287  288  289  290  291  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      292  293  294  295  296  297  298  299  300  301  \n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  \n",
       "3883  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "3884  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "3885  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "3886  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "3887  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[3888 rows x 302 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sibar = [a, b]\n",
    "sibar = np.array(sibar)\n",
    "sibar = sibar.reshape(-1, 302)\n",
    "pd.DataFrame(sibar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "d8fa3cd3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot reshape array of size 5056800 into shape (302)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/mn/hsv3jqt90jn1w4q9s1l6vbd00000gn/T/ipykernel_76860/839427315.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0mtrain_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_table\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0mtest_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_table\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mtest_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_table\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m302\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m \u001b[0mtest_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_table\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot reshape array of size 5056800 into shape (302)"
     ]
    }
   ],
   "source": [
    "train_table = []\n",
    "test_table = []\n",
    "\n",
    "for i in range(1, 101):\n",
    "    train_output = run(train, test, i, '기온(C)', '습도(%)', '강수량(mm)', 96).split_table()[0]\n",
    "    train_table.append(train_output)\n",
    "    test_output = run(train, test, i, '기온(C)', '습도(%)', '강수량(mm)', 96).split_table()[1]\n",
    "    test_table.append(test_output)\n",
    "\n",
    "    \n",
    "train_table = np.array(train_table)\n",
    "train_table = train_table.reshape(-1, 302)\n",
    "train_table = pd.DataFrame(train_table, columns = a.columns)    \n",
    "test_table = np.array(test_table)\n",
    "test_table = test_table.reshape(-1, 302)\n",
    "test_table = pd.DataFrame(test_table, columns = a.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "913f2fc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>건물번호</th>\n",
       "      <th>건물유형</th>\n",
       "      <th>기온(C)</th>\n",
       "      <th>강수량(mm)</th>\n",
       "      <th>풍속(m/s)</th>\n",
       "      <th>습도(%)</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>평일</th>\n",
       "      <th>weekend</th>\n",
       "      <th>연면적(m2)</th>\n",
       "      <th>냉방면적(m2)</th>\n",
       "      <th>전력소비량(kWh)</th>\n",
       "      <th>기온(C)_Window1</th>\n",
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       "      <th>기온(C)_Window14</th>\n",
       "      <th>기온(C)_Window15</th>\n",
       "      <th>기온(C)_Window16</th>\n",
       "      <th>기온(C)_Window17</th>\n",
       "      <th>기온(C)_Window18</th>\n",
       "      <th>기온(C)_Window19</th>\n",
       "      <th>기온(C)_Window20</th>\n",
       "      <th>기온(C)_Window21</th>\n",
       "      <th>기온(C)_Window22</th>\n",
       "      <th>기온(C)_Window23</th>\n",
       "      <th>기온(C)_Window24</th>\n",
       "      <th>기온(C)_Window25</th>\n",
       "      <th>기온(C)_Window26</th>\n",
       "      <th>기온(C)_Window27</th>\n",
       "      <th>기온(C)_Window28</th>\n",
       "      <th>기온(C)_Window29</th>\n",
       "      <th>기온(C)_Window30</th>\n",
       "      <th>기온(C)_Window31</th>\n",
       "      <th>기온(C)_Window32</th>\n",
       "      <th>기온(C)_Window33</th>\n",
       "      <th>기온(C)_Window34</th>\n",
       "      <th>기온(C)_Window35</th>\n",
       "      <th>기온(C)_Window36</th>\n",
       "      <th>기온(C)_Window37</th>\n",
       "      <th>기온(C)_Window38</th>\n",
       "      <th>기온(C)_Window39</th>\n",
       "      <th>기온(C)_Window40</th>\n",
       "      <th>기온(C)_Window41</th>\n",
       "      <th>기온(C)_Window42</th>\n",
       "      <th>기온(C)_Window43</th>\n",
       "      <th>기온(C)_Window44</th>\n",
       "      <th>기온(C)_Window45</th>\n",
       "      <th>기온(C)_Window46</th>\n",
       "      <th>기온(C)_Window47</th>\n",
       "      <th>기온(C)_Window48</th>\n",
       "      <th>기온(C)_Window49</th>\n",
       "      <th>기온(C)_Window50</th>\n",
       "      <th>기온(C)_Window51</th>\n",
       "      <th>기온(C)_Window52</th>\n",
       "      <th>기온(C)_Window53</th>\n",
       "      <th>기온(C)_Window54</th>\n",
       "      <th>기온(C)_Window55</th>\n",
       "      <th>기온(C)_Window56</th>\n",
       "      <th>기온(C)_Window57</th>\n",
       "      <th>기온(C)_Window58</th>\n",
       "      <th>기온(C)_Window59</th>\n",
       "      <th>기온(C)_Window60</th>\n",
       "      <th>기온(C)_Window61</th>\n",
       "      <th>기온(C)_Window62</th>\n",
       "      <th>기온(C)_Window63</th>\n",
       "      <th>기온(C)_Window64</th>\n",
       "      <th>기온(C)_Window65</th>\n",
       "      <th>기온(C)_Window66</th>\n",
       "      <th>기온(C)_Window67</th>\n",
       "      <th>기온(C)_Window68</th>\n",
       "      <th>기온(C)_Window69</th>\n",
       "      <th>기온(C)_Window70</th>\n",
       "      <th>기온(C)_Window71</th>\n",
       "      <th>기온(C)_Window72</th>\n",
       "      <th>기온(C)_Window73</th>\n",
       "      <th>기온(C)_Window74</th>\n",
       "      <th>기온(C)_Window75</th>\n",
       "      <th>기온(C)_Window76</th>\n",
       "      <th>기온(C)_Window77</th>\n",
       "      <th>기온(C)_Window78</th>\n",
       "      <th>기온(C)_Window79</th>\n",
       "      <th>기온(C)_Window80</th>\n",
       "      <th>기온(C)_Window81</th>\n",
       "      <th>기온(C)_Window82</th>\n",
       "      <th>기온(C)_Window83</th>\n",
       "      <th>기온(C)_Window84</th>\n",
       "      <th>기온(C)_Window85</th>\n",
       "      <th>기온(C)_Window86</th>\n",
       "      <th>...</th>\n",
       "      <th>습도(%)_Window93</th>\n",
       "      <th>습도(%)_Window94</th>\n",
       "      <th>습도(%)_Window95</th>\n",
       "      <th>습도(%)_Window96</th>\n",
       "      <th>강수량(mm)_Window1</th>\n",
       "      <th>강수량(mm)_Window2</th>\n",
       "      <th>강수량(mm)_Window3</th>\n",
       "      <th>강수량(mm)_Window4</th>\n",
       "      <th>강수량(mm)_Window5</th>\n",
       "      <th>강수량(mm)_Window6</th>\n",
       "      <th>강수량(mm)_Window7</th>\n",
       "      <th>강수량(mm)_Window8</th>\n",
       "      <th>강수량(mm)_Window9</th>\n",
       "      <th>강수량(mm)_Window10</th>\n",
       "      <th>강수량(mm)_Window11</th>\n",
       "      <th>강수량(mm)_Window12</th>\n",
       "      <th>강수량(mm)_Window13</th>\n",
       "      <th>강수량(mm)_Window14</th>\n",
       "      <th>강수량(mm)_Window15</th>\n",
       "      <th>강수량(mm)_Window16</th>\n",
       "      <th>강수량(mm)_Window17</th>\n",
       "      <th>강수량(mm)_Window18</th>\n",
       "      <th>강수량(mm)_Window19</th>\n",
       "      <th>강수량(mm)_Window20</th>\n",
       "      <th>강수량(mm)_Window21</th>\n",
       "      <th>강수량(mm)_Window22</th>\n",
       "      <th>강수량(mm)_Window23</th>\n",
       "      <th>강수량(mm)_Window24</th>\n",
       "      <th>강수량(mm)_Window25</th>\n",
       "      <th>강수량(mm)_Window26</th>\n",
       "      <th>강수량(mm)_Window27</th>\n",
       "      <th>강수량(mm)_Window28</th>\n",
       "      <th>강수량(mm)_Window29</th>\n",
       "      <th>강수량(mm)_Window30</th>\n",
       "      <th>강수량(mm)_Window31</th>\n",
       "      <th>강수량(mm)_Window32</th>\n",
       "      <th>강수량(mm)_Window33</th>\n",
       "      <th>강수량(mm)_Window34</th>\n",
       "      <th>강수량(mm)_Window35</th>\n",
       "      <th>강수량(mm)_Window36</th>\n",
       "      <th>강수량(mm)_Window37</th>\n",
       "      <th>강수량(mm)_Window38</th>\n",
       "      <th>강수량(mm)_Window39</th>\n",
       "      <th>강수량(mm)_Window40</th>\n",
       "      <th>강수량(mm)_Window41</th>\n",
       "      <th>강수량(mm)_Window42</th>\n",
       "      <th>강수량(mm)_Window43</th>\n",
       "      <th>강수량(mm)_Window44</th>\n",
       "      <th>강수량(mm)_Window45</th>\n",
       "      <th>강수량(mm)_Window46</th>\n",
       "      <th>강수량(mm)_Window47</th>\n",
       "      <th>강수량(mm)_Window48</th>\n",
       "      <th>강수량(mm)_Window49</th>\n",
       "      <th>강수량(mm)_Window50</th>\n",
       "      <th>강수량(mm)_Window51</th>\n",
       "      <th>강수량(mm)_Window52</th>\n",
       "      <th>강수량(mm)_Window53</th>\n",
       "      <th>강수량(mm)_Window54</th>\n",
       "      <th>강수량(mm)_Window55</th>\n",
       "      <th>강수량(mm)_Window56</th>\n",
       "      <th>강수량(mm)_Window57</th>\n",
       "      <th>강수량(mm)_Window58</th>\n",
       "      <th>강수량(mm)_Window59</th>\n",
       "      <th>강수량(mm)_Window60</th>\n",
       "      <th>강수량(mm)_Window61</th>\n",
       "      <th>강수량(mm)_Window62</th>\n",
       "      <th>강수량(mm)_Window63</th>\n",
       "      <th>강수량(mm)_Window64</th>\n",
       "      <th>강수량(mm)_Window65</th>\n",
       "      <th>강수량(mm)_Window66</th>\n",
       "      <th>강수량(mm)_Window67</th>\n",
       "      <th>강수량(mm)_Window68</th>\n",
       "      <th>강수량(mm)_Window69</th>\n",
       "      <th>강수량(mm)_Window70</th>\n",
       "      <th>강수량(mm)_Window71</th>\n",
       "      <th>강수량(mm)_Window72</th>\n",
       "      <th>강수량(mm)_Window73</th>\n",
       "      <th>강수량(mm)_Window74</th>\n",
       "      <th>강수량(mm)_Window75</th>\n",
       "      <th>강수량(mm)_Window76</th>\n",
       "      <th>강수량(mm)_Window77</th>\n",
       "      <th>강수량(mm)_Window78</th>\n",
       "      <th>강수량(mm)_Window79</th>\n",
       "      <th>강수량(mm)_Window80</th>\n",
       "      <th>강수량(mm)_Window81</th>\n",
       "      <th>강수량(mm)_Window82</th>\n",
       "      <th>강수량(mm)_Window83</th>\n",
       "      <th>강수량(mm)_Window84</th>\n",
       "      <th>강수량(mm)_Window85</th>\n",
       "      <th>강수량(mm)_Window86</th>\n",
       "      <th>강수량(mm)_Window87</th>\n",
       "      <th>강수량(mm)_Window88</th>\n",
       "      <th>강수량(mm)_Window89</th>\n",
       "      <th>강수량(mm)_Window90</th>\n",
       "      <th>강수량(mm)_Window91</th>\n",
       "      <th>강수량(mm)_Window92</th>\n",
       "      <th>강수량(mm)_Window93</th>\n",
       "      <th>강수량(mm)_Window94</th>\n",
       "      <th>강수량(mm)_Window95</th>\n",
       "      <th>강수량(mm)_Window96</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>963.36</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>26.3</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>58.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>872.16</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>26.3</td>\n",
       "      <td>...</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>798.24</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>780.00</td>\n",
       "      <td>23.8</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>110634.0</td>\n",
       "      <td>39570.0</td>\n",
       "      <td>807.36</td>\n",
       "      <td>23.5</td>\n",
       "      <td>23.8</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>26.7</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>29.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>28.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.8</td>\n",
       "      <td>26.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>20.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.3</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>24.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>27.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>32.3</td>\n",
       "      <td>31.2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>26.7</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.2</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>21.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.6</td>\n",
       "      <td>26.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>25.9</td>\n",
       "      <td>25.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>18.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>19.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.3</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>28.4</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>5827</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>63.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>171243.0</td>\n",
       "      <td>113950.0</td>\n",
       "      <td>2729.16</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5828</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>66.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>171243.0</td>\n",
       "      <td>113950.0</td>\n",
       "      <td>2664.00</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5829</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>67.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>171243.0</td>\n",
       "      <td>113950.0</td>\n",
       "      <td>2135.16</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5830</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>171243.0</td>\n",
       "      <td>113950.0</td>\n",
       "      <td>1158.84</td>\n",
       "      <td>24.6</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5831</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>171243.0</td>\n",
       "      <td>113950.0</td>\n",
       "      <td>1025.28</td>\n",
       "      <td>24.1</td>\n",
       "      <td>24.6</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.8</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>25.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>23.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.6</td>\n",
       "      <td>22.4</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.3</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>26.6</td>\n",
       "      <td>26.2</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.5</td>\n",
       "      <td>25.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>25.9</td>\n",
       "      <td>26.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>27.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>27.9</td>\n",
       "      <td>28.1</td>\n",
       "      <td>28.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>30.2</td>\n",
       "      <td>29.1</td>\n",
       "      <td>27.3</td>\n",
       "      <td>26.2</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5832 rows × 302 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      건물번호  건물유형  기온(C)  강수량(mm)  풍속(m/s)  습도(%)  month   day  time   평일  \\\n",
       "0      1.0   0.0   24.8      0.0      2.1   60.0    6.0   5.0   0.0  1.0   \n",
       "1      1.0   0.0   24.5      0.0      1.7   58.0    6.0   5.0   1.0  1.0   \n",
       "2      1.0   0.0   23.8      0.0      1.2   60.0    6.0   5.0   2.0  1.0   \n",
       "3      1.0   0.0   23.5      0.0      1.6   59.0    6.0   5.0   3.0  1.0   \n",
       "4      1.0   0.0   23.3      0.0      1.8   60.0    6.0   5.0   4.0  1.0   \n",
       "...    ...   ...    ...      ...      ...    ...    ...   ...   ...  ...   \n",
       "5827   3.0   0.0   25.5      0.0      2.9   63.0    8.0  24.0  19.0  0.0   \n",
       "5828   3.0   0.0   25.0      0.0      2.6   66.0    8.0  24.0  20.0  0.0   \n",
       "5829   3.0   0.0   24.6      0.0      1.3   67.0    8.0  24.0  21.0  0.0   \n",
       "5830   3.0   0.0   24.1      0.0      2.1   70.0    8.0  24.0  22.0  0.0   \n",
       "5831   3.0   0.0   23.8      0.0      1.4   70.0    8.0  24.0  23.0  0.0   \n",
       "\n",
       "      weekend   연면적(m2)  냉방면적(m2)  전력소비량(kWh)  기온(C)_Window1  기온(C)_Window2  \\\n",
       "0         6.0  110634.0   39570.0      963.36           25.6           26.1   \n",
       "1         6.0  110634.0   39570.0      872.16           24.8           25.6   \n",
       "2         6.0  110634.0   39570.0      798.24           24.5           24.8   \n",
       "3         6.0  110634.0   39570.0      780.00           23.8           24.5   \n",
       "4         6.0  110634.0   39570.0      807.36           23.5           23.8   \n",
       "...       ...       ...       ...         ...            ...            ...   \n",
       "5827      2.0  171243.0  113950.0     2729.16           26.2           26.9   \n",
       "5828      2.0  171243.0  113950.0     2664.00           25.5           26.2   \n",
       "5829      2.0  171243.0  113950.0     2135.16           25.0           25.5   \n",
       "5830      2.0  171243.0  113950.0     1158.84           24.6           25.0   \n",
       "5831      2.0  171243.0  113950.0     1025.28           24.1           24.6   \n",
       "\n",
       "      기온(C)_Window3  기온(C)_Window4  기온(C)_Window5  기온(C)_Window6  \\\n",
       "0              26.7           27.3           28.4           29.4   \n",
       "1              26.1           26.7           27.3           28.4   \n",
       "2              25.6           26.1           26.7           27.3   \n",
       "3              24.8           25.6           26.1           26.7   \n",
       "4              24.5           24.8           25.6           26.1   \n",
       "...             ...            ...            ...            ...   \n",
       "5827           26.3           26.6           27.1           27.6   \n",
       "5828           26.9           26.3           26.6           27.1   \n",
       "5829           26.2           26.9           26.3           26.6   \n",
       "5830           25.5           26.2           26.9           26.3   \n",
       "5831           25.0           25.5           26.2           26.9   \n",
       "\n",
       "      기온(C)_Window7  기온(C)_Window8  기온(C)_Window9  기온(C)_Window10  \\\n",
       "0              29.2           29.1           29.0            28.7   \n",
       "1              29.4           29.2           29.1            29.0   \n",
       "2              28.4           29.4           29.2            29.1   \n",
       "3              27.3           28.4           29.4            29.2   \n",
       "4              26.7           27.3           28.4            29.4   \n",
       "...             ...            ...            ...             ...   \n",
       "5827           27.7           26.7           26.0            24.7   \n",
       "5828           27.6           27.7           26.7            26.0   \n",
       "5829           27.1           27.6           27.7            26.7   \n",
       "5830           26.6           27.1           27.6            27.7   \n",
       "5831           26.3           26.6           27.1            27.6   \n",
       "\n",
       "      기온(C)_Window11  기온(C)_Window12  기온(C)_Window13  기온(C)_Window14  \\\n",
       "0               28.4            28.2            27.8            26.1   \n",
       "1               28.7            28.4            28.2            27.8   \n",
       "2               29.0            28.7            28.4            28.2   \n",
       "3               29.1            29.0            28.7            28.4   \n",
       "4               29.2            29.1            29.0            28.7   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            23.8            22.6            22.4            22.4   \n",
       "5828            24.7            23.8            22.6            22.4   \n",
       "5829            26.0            24.7            23.8            22.6   \n",
       "5830            26.7            26.0            24.7            23.8   \n",
       "5831            27.7            26.7            26.0            24.7   \n",
       "\n",
       "      기온(C)_Window15  기온(C)_Window16  기온(C)_Window17  기온(C)_Window18  \\\n",
       "0               24.6            23.2            21.2            20.4   \n",
       "1               26.1            24.6            23.2            21.2   \n",
       "2               27.8            26.1            24.6            23.2   \n",
       "3               28.2            27.8            26.1            24.6   \n",
       "4               28.4            28.2            27.8            26.1   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            22.5            22.7            22.6            22.7   \n",
       "5828            22.4            22.5            22.7            22.6   \n",
       "5829            22.4            22.4            22.5            22.7   \n",
       "5830            22.6            22.4            22.4            22.5   \n",
       "5831            23.8            22.6            22.4            22.4   \n",
       "\n",
       "      기온(C)_Window19  기온(C)_Window20  기온(C)_Window21  기온(C)_Window22  \\\n",
       "0               20.9            21.0            21.4            21.5   \n",
       "1               20.4            20.9            21.0            21.4   \n",
       "2               21.2            20.4            20.9            21.0   \n",
       "3               23.2            21.2            20.4            20.9   \n",
       "4               24.6            23.2            21.2            20.4   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            23.0            23.5            24.2            25.2   \n",
       "5828            22.7            23.0            23.5            24.2   \n",
       "5829            22.6            22.7            23.0            23.5   \n",
       "5830            22.7            22.6            22.7            23.0   \n",
       "5831            22.5            22.7            22.6            22.7   \n",
       "\n",
       "      기온(C)_Window23  기온(C)_Window24  기온(C)_Window25  기온(C)_Window26  \\\n",
       "0               21.6            22.3            22.7            23.2   \n",
       "1               21.5            21.6            22.3            22.7   \n",
       "2               21.4            21.5            21.6            22.3   \n",
       "3               21.0            21.4            21.5            21.6   \n",
       "4               20.9            21.0            21.4            21.5   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            26.1            27.3            28.8            29.5   \n",
       "5828            25.2            26.1            27.3            28.8   \n",
       "5829            24.2            25.2            26.1            27.3   \n",
       "5830            23.5            24.2            25.2            26.1   \n",
       "5831            23.0            23.5            24.2            25.2   \n",
       "\n",
       "      기온(C)_Window27  기온(C)_Window28  기온(C)_Window29  기온(C)_Window30  \\\n",
       "0               23.9            24.3            25.9            27.9   \n",
       "1               23.2            23.9            24.3            25.9   \n",
       "2               22.7            23.2            23.9            24.3   \n",
       "3               22.3            22.7            23.2            23.9   \n",
       "4               21.6            22.3            22.7            23.2   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            30.0            29.8            28.9            28.1   \n",
       "5828            29.5            30.0            29.8            28.9   \n",
       "5829            28.8            29.5            30.0            29.8   \n",
       "5830            27.3            28.8            29.5            30.0   \n",
       "5831            26.1            27.3            28.8            29.5   \n",
       "\n",
       "      기온(C)_Window31  기온(C)_Window32  기온(C)_Window33  기온(C)_Window34  \\\n",
       "0               29.0            30.9            32.3            31.2   \n",
       "1               27.9            29.0            30.9            32.3   \n",
       "2               25.9            27.9            29.0            30.9   \n",
       "3               24.3            25.9            27.9            29.0   \n",
       "4               23.9            24.3            25.9            27.9   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            27.2            25.8            24.8            23.7   \n",
       "5828            28.1            27.2            25.8            24.8   \n",
       "5829            28.9            28.1            27.2            25.8   \n",
       "5830            29.8            28.9            28.1            27.2   \n",
       "5831            30.0            29.8            28.9            28.1   \n",
       "\n",
       "      기온(C)_Window35  기온(C)_Window36  기온(C)_Window37  기온(C)_Window38  \\\n",
       "0               29.8            28.3            26.7            24.9   \n",
       "1               31.2            29.8            28.3            26.7   \n",
       "2               32.3            31.2            29.8            28.3   \n",
       "3               30.9            32.3            31.2            29.8   \n",
       "4               29.0            30.9            32.3            31.2   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            22.9            22.6            22.4            22.5   \n",
       "5828            23.7            22.9            22.6            22.4   \n",
       "5829            24.8            23.7            22.9            22.6   \n",
       "5830            25.8            24.8            23.7            22.9   \n",
       "5831            27.2            25.8            24.8            23.7   \n",
       "\n",
       "      기온(C)_Window39  기온(C)_Window40  기온(C)_Window41  기온(C)_Window42  \\\n",
       "0               23.1            21.0            19.6            19.1   \n",
       "1               24.9            23.1            21.0            19.6   \n",
       "2               26.7            24.9            23.1            21.0   \n",
       "3               28.3            26.7            24.9            23.1   \n",
       "4               29.8            28.3            26.7            24.9   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            23.0            23.1            23.2            23.1   \n",
       "5828            22.5            23.0            23.1            23.2   \n",
       "5829            22.4            22.5            23.0            23.1   \n",
       "5830            22.6            22.4            22.5            23.0   \n",
       "5831            22.9            22.6            22.4            22.5   \n",
       "\n",
       "      기온(C)_Window43  기온(C)_Window44  기온(C)_Window45  기온(C)_Window46  \\\n",
       "0               19.2            19.1            19.1            19.2   \n",
       "1               19.1            19.2            19.1            19.1   \n",
       "2               19.6            19.1            19.2            19.1   \n",
       "3               21.0            19.6            19.1            19.2   \n",
       "4               23.1            21.0            19.6            19.1   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            23.0            23.0            24.6            27.0   \n",
       "5828            23.1            23.0            23.0            24.6   \n",
       "5829            23.2            23.1            23.0            23.0   \n",
       "5830            23.1            23.2            23.1            23.0   \n",
       "5831            23.0            23.1            23.2            23.1   \n",
       "\n",
       "      기온(C)_Window47  기온(C)_Window48  기온(C)_Window49  기온(C)_Window50  \\\n",
       "0               19.0            18.9            19.2            19.7   \n",
       "1               19.2            19.0            18.9            19.2   \n",
       "2               19.1            19.2            19.0            18.9   \n",
       "3               19.1            19.1            19.2            19.0   \n",
       "4               19.2            19.1            19.1            19.2   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            27.3            27.6            28.1            28.6   \n",
       "5828            27.0            27.3            27.6            28.1   \n",
       "5829            24.6            27.0            27.3            27.6   \n",
       "5830            23.0            24.6            27.0            27.3   \n",
       "5831            23.0            23.0            24.6            27.0   \n",
       "\n",
       "      기온(C)_Window51  기온(C)_Window52  기온(C)_Window53  기온(C)_Window54  \\\n",
       "0               20.4            21.6            23.3            24.9   \n",
       "1               19.7            20.4            21.6            23.3   \n",
       "2               19.2            19.7            20.4            21.6   \n",
       "3               18.9            19.2            19.7            20.4   \n",
       "4               19.0            18.9            19.2            19.7   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            29.5            29.5            30.2            29.3   \n",
       "5828            28.6            29.5            29.5            30.2   \n",
       "5829            28.1            28.6            29.5            29.5   \n",
       "5830            27.6            28.1            28.6            29.5   \n",
       "5831            27.3            27.6            28.1            28.6   \n",
       "\n",
       "      기온(C)_Window55  기온(C)_Window56  기온(C)_Window57  기온(C)_Window58  \\\n",
       "0               25.6            26.4            26.7            26.3   \n",
       "1               24.9            25.6            26.4            26.7   \n",
       "2               23.3            24.9            25.6            26.4   \n",
       "3               21.6            23.3            24.9            25.6   \n",
       "4               20.4            21.6            23.3            24.9   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            28.9            28.7            27.6            26.6   \n",
       "5828            29.3            28.9            28.7            27.6   \n",
       "5829            30.2            29.3            28.9            28.7   \n",
       "5830            29.5            30.2            29.3            28.9   \n",
       "5831            29.5            29.5            30.2            29.3   \n",
       "\n",
       "      기온(C)_Window59  기온(C)_Window60  기온(C)_Window61  기온(C)_Window62  \\\n",
       "0               25.9            25.4            24.2            22.5   \n",
       "1               26.3            25.9            25.4            24.2   \n",
       "2               26.7            26.3            25.9            25.4   \n",
       "3               26.4            26.7            26.3            25.9   \n",
       "4               25.6            26.4            26.7            26.3   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            26.2            25.7            25.5            25.6   \n",
       "5828            26.6            26.2            25.7            25.5   \n",
       "5829            27.6            26.6            26.2            25.7   \n",
       "5830            28.7            27.6            26.6            26.2   \n",
       "5831            28.9            28.7            27.6            26.6   \n",
       "\n",
       "      기온(C)_Window63  기온(C)_Window64  기온(C)_Window65  기온(C)_Window66  \\\n",
       "0               21.0            19.0            18.4            17.8   \n",
       "1               22.5            21.0            19.0            18.4   \n",
       "2               24.2            22.5            21.0            19.0   \n",
       "3               25.4            24.2            22.5            21.0   \n",
       "4               25.9            25.4            24.2            22.5   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            25.7            25.9            26.3            26.8   \n",
       "5828            25.6            25.7            25.9            26.3   \n",
       "5829            25.5            25.6            25.7            25.9   \n",
       "5830            25.7            25.5            25.6            25.7   \n",
       "5831            26.2            25.7            25.5            25.6   \n",
       "\n",
       "      기온(C)_Window67  기온(C)_Window68  기온(C)_Window69  기온(C)_Window70  \\\n",
       "0               17.6            17.2            17.2            17.2   \n",
       "1               17.8            17.6            17.2            17.2   \n",
       "2               18.4            17.8            17.6            17.2   \n",
       "3               19.0            18.4            17.8            17.6   \n",
       "4               21.0            19.0            18.4            17.8   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            27.1            27.4            27.9            28.1   \n",
       "5828            26.8            27.1            27.4            27.9   \n",
       "5829            26.3            26.8            27.1            27.4   \n",
       "5830            25.9            26.3            26.8            27.1   \n",
       "5831            25.7            25.9            26.3            26.8   \n",
       "\n",
       "      기온(C)_Window71  기온(C)_Window72  기온(C)_Window73  기온(C)_Window74  \\\n",
       "0               17.6            18.1            18.9            19.6   \n",
       "1               17.2            17.6            18.1            18.9   \n",
       "2               17.2            17.2            17.6            18.1   \n",
       "3               17.2            17.2            17.2            17.6   \n",
       "4               17.6            17.2            17.2            17.2   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            28.6            29.5            30.9            31.8   \n",
       "5828            28.1            28.6            29.5            30.9   \n",
       "5829            27.9            28.1            28.6            29.5   \n",
       "5830            27.4            27.9            28.1            28.6   \n",
       "5831            27.1            27.4            27.9            28.1   \n",
       "\n",
       "      기온(C)_Window75  기온(C)_Window76  기온(C)_Window77  기온(C)_Window78  \\\n",
       "0               20.7            22.2            24.3            26.3   \n",
       "1               19.6            20.7            22.2            24.3   \n",
       "2               18.9            19.6            20.7            22.2   \n",
       "3               18.1            18.9            19.6            20.7   \n",
       "4               17.6            18.1            18.9            19.6   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            31.5            31.2            31.3            30.4   \n",
       "5828            31.8            31.5            31.2            31.3   \n",
       "5829            30.9            31.8            31.5            31.2   \n",
       "5830            29.5            30.9            31.8            31.5   \n",
       "5831            28.6            29.5            30.9            31.8   \n",
       "\n",
       "      기온(C)_Window79  기온(C)_Window80  기온(C)_Window81  기온(C)_Window82  \\\n",
       "0               27.1            27.6            28.3            28.4   \n",
       "1               26.3            27.1            27.6            28.3   \n",
       "2               24.3            26.3            27.1            27.6   \n",
       "3               22.2            24.3            26.3            27.1   \n",
       "4               20.7            22.2            24.3            26.3   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            30.2            29.1            27.3            26.2   \n",
       "5828            30.4            30.2            29.1            27.3   \n",
       "5829            31.3            30.4            30.2            29.1   \n",
       "5830            31.2            31.3            30.4            30.2   \n",
       "5831            31.5            31.2            31.3            30.4   \n",
       "\n",
       "      기온(C)_Window83  기온(C)_Window84  기온(C)_Window85  기온(C)_Window86  ...  \\\n",
       "0               28.3            27.5            26.3            24.8  ...   \n",
       "1               28.4            28.3            27.5            26.3  ...   \n",
       "2               28.3            28.4            28.3            27.5  ...   \n",
       "3               27.6            28.3            28.4            28.3  ...   \n",
       "4               27.1            27.6            28.3            28.4  ...   \n",
       "...              ...             ...             ...             ...  ...   \n",
       "5827            25.6            24.8            24.9            25.1  ...   \n",
       "5828            26.2            25.6            24.8            24.9  ...   \n",
       "5829            27.3            26.2            25.6            24.8  ...   \n",
       "5830            29.1            27.3            26.2            25.6  ...   \n",
       "5831            30.2            29.1            27.3            26.2  ...   \n",
       "\n",
       "      습도(%)_Window93  습도(%)_Window94  습도(%)_Window95  습도(%)_Window96  \\\n",
       "0               48.0            45.0            45.0            42.0   \n",
       "1               43.0            48.0            45.0            45.0   \n",
       "2               46.0            43.0            48.0            45.0   \n",
       "3               50.0            46.0            43.0            48.0   \n",
       "4               50.0            50.0            46.0            43.0   \n",
       "...              ...             ...             ...             ...   \n",
       "5827            81.0            79.0            76.0            72.0   \n",
       "5828            81.0            81.0            79.0            76.0   \n",
       "5829            84.0            81.0            81.0            79.0   \n",
       "5830            83.0            84.0            81.0            81.0   \n",
       "5831            85.0            83.0            84.0            81.0   \n",
       "\n",
       "      강수량(mm)_Window1  강수량(mm)_Window2  강수량(mm)_Window3  강수량(mm)_Window4  \\\n",
       "0                 0.0              0.0              0.0              0.0   \n",
       "1                 0.0              0.0              0.0              0.0   \n",
       "2                 0.0              0.0              0.0              0.0   \n",
       "3                 0.0              0.0              0.0              0.0   \n",
       "4                 0.0              0.0              0.0              0.0   \n",
       "...               ...              ...              ...              ...   \n",
       "5827              0.0              0.0              0.0              0.0   \n",
       "5828              0.0              0.0              0.0              0.0   \n",
       "5829              0.0              0.0              0.0              0.0   \n",
       "5830              0.0              0.0              0.0              0.0   \n",
       "5831              0.0              0.0              0.0              0.0   \n",
       "\n",
       "      강수량(mm)_Window5  강수량(mm)_Window6  강수량(mm)_Window7  강수량(mm)_Window8  \\\n",
       "0                 0.0              0.0              0.0              0.0   \n",
       "1                 0.0              0.0              0.0              0.0   \n",
       "2                 0.0              0.0              0.0              0.0   \n",
       "3                 0.0              0.0              0.0              0.0   \n",
       "4                 0.0              0.0              0.0              0.0   \n",
       "...               ...              ...              ...              ...   \n",
       "5827              0.0              0.0              0.0              0.0   \n",
       "5828              0.0              0.0              0.0              0.0   \n",
       "5829              0.0              0.0              0.0              0.0   \n",
       "5830              0.0              0.0              0.0              0.0   \n",
       "5831              0.0              0.0              0.0              0.0   \n",
       "\n",
       "      강수량(mm)_Window9  강수량(mm)_Window10  강수량(mm)_Window11  강수량(mm)_Window12  \\\n",
       "0                 0.0               0.0               0.0               0.0   \n",
       "1                 0.0               0.0               0.0               0.0   \n",
       "2                 0.0               0.0               0.0               0.0   \n",
       "3                 0.0               0.0               0.0               0.0   \n",
       "4                 0.0               0.0               0.0               0.0   \n",
       "...               ...               ...               ...               ...   \n",
       "5827              0.0               0.0               0.0               0.0   \n",
       "5828              0.0               0.0               0.0               0.0   \n",
       "5829              0.0               0.0               0.0               0.0   \n",
       "5830              0.0               0.0               0.0               0.0   \n",
       "5831              0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window13  강수량(mm)_Window14  강수량(mm)_Window15  강수량(mm)_Window16  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window17  강수량(mm)_Window18  강수량(mm)_Window19  강수량(mm)_Window20  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window21  강수량(mm)_Window22  강수량(mm)_Window23  강수량(mm)_Window24  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window25  강수량(mm)_Window26  강수량(mm)_Window27  강수량(mm)_Window28  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window29  강수량(mm)_Window30  강수량(mm)_Window31  강수량(mm)_Window32  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window33  강수량(mm)_Window34  강수량(mm)_Window35  강수량(mm)_Window36  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.4   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window37  강수량(mm)_Window38  강수량(mm)_Window39  강수량(mm)_Window40  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.9               0.8               0.1               0.0   \n",
       "5828               0.4               0.9               0.8               0.1   \n",
       "5829               0.0               0.4               0.9               0.8   \n",
       "5830               0.0               0.0               0.4               0.9   \n",
       "5831               0.0               0.0               0.0               0.4   \n",
       "\n",
       "      강수량(mm)_Window41  강수량(mm)_Window42  강수량(mm)_Window43  강수량(mm)_Window44  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               1.9   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.1               0.0               0.0               0.0   \n",
       "5830               0.8               0.1               0.0               0.0   \n",
       "5831               0.9               0.8               0.1               0.0   \n",
       "\n",
       "      강수량(mm)_Window45  강수량(mm)_Window46  강수량(mm)_Window47  강수량(mm)_Window48  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               1.3               0.0               0.0               0.0   \n",
       "5828               1.9               1.3               0.0               0.0   \n",
       "5829               0.0               1.9               1.3               0.0   \n",
       "5830               0.0               0.0               1.9               1.3   \n",
       "5831               0.0               0.0               0.0               1.9   \n",
       "\n",
       "      강수량(mm)_Window49  강수량(mm)_Window50  강수량(mm)_Window51  강수량(mm)_Window52  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               1.3               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window53  강수량(mm)_Window54  강수량(mm)_Window55  강수량(mm)_Window56  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window57  강수량(mm)_Window58  강수량(mm)_Window59  강수량(mm)_Window60  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window61  강수량(mm)_Window62  강수량(mm)_Window63  강수량(mm)_Window64  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window65  강수량(mm)_Window66  강수량(mm)_Window67  강수량(mm)_Window68  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window69  강수량(mm)_Window70  강수량(mm)_Window71  강수량(mm)_Window72  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window73  강수량(mm)_Window74  강수량(mm)_Window75  강수량(mm)_Window76  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window77  강수량(mm)_Window78  강수량(mm)_Window79  강수량(mm)_Window80  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window81  강수량(mm)_Window82  강수량(mm)_Window83  강수량(mm)_Window84  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window85  강수량(mm)_Window86  강수량(mm)_Window87  강수량(mm)_Window88  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window89  강수량(mm)_Window90  강수량(mm)_Window91  강수량(mm)_Window92  \\\n",
       "0                  0.0               0.0               0.0               0.0   \n",
       "1                  0.0               0.0               0.0               0.0   \n",
       "2                  0.0               0.0               0.0               0.0   \n",
       "3                  0.0               0.0               0.0               0.0   \n",
       "4                  0.0               0.0               0.0               0.0   \n",
       "...                ...               ...               ...               ...   \n",
       "5827               0.0               0.0               0.0               0.0   \n",
       "5828               0.0               0.0               0.0               0.0   \n",
       "5829               0.0               0.0               0.0               0.0   \n",
       "5830               0.0               0.0               0.0               0.0   \n",
       "5831               0.0               0.0               0.0               0.0   \n",
       "\n",
       "      강수량(mm)_Window93  강수량(mm)_Window94  강수량(mm)_Window95  강수량(mm)_Window96  \n",
       "0                  0.0               0.0               0.0               0.0  \n",
       "1                  0.0               0.0               0.0               0.0  \n",
       "2                  0.0               0.0               0.0               0.0  \n",
       "3                  0.0               0.0               0.0               0.0  \n",
       "4                  0.0               0.0               0.0               0.0  \n",
       "...                ...               ...               ...               ...  \n",
       "5827               0.0               0.0               0.0               0.0  \n",
       "5828               0.0               0.0               0.0               0.0  \n",
       "5829               0.0               0.0               0.0               0.0  \n",
       "5830               0.0               0.0               0.0               0.0  \n",
       "5831               0.0               0.0               0.0               0.0  \n",
       "\n",
       "[5832 rows x 302 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "21a9e834",
   "metadata": {},
   "outputs": [],
   "source": [
    "# result = []\n",
    "# for i in range(1, 101):\n",
    "#     output = run(train, test, i, '기온(C)', '습도(%)', '강수량(mm)', 96).model()\n",
    "#     result.append(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "a1a801c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = []\n",
    "for i in range(12):\n",
    "    output = run(train, test, i, '기온(C)', '습도(%)', '강수량(mm)', 96).model()\n",
    "    result.append(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "16a09a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12, 1)"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = np.array(result)\n",
    "result = result.reshape(-1, 1)\n",
    "result.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "a40b9a87",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Length of values (12) does not match length of index (16800)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/mn/hsv3jqt90jn1w4q9s1l6vbd00000gn/T/ipykernel_41072/183395237.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msub\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'answer'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0msub\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   3978\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3979\u001b[0m             \u001b[0;31m# set column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3980\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_item\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3981\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3982\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_setitem_slice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_set_item\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   4172\u001b[0m         \u001b[0mensure\u001b[0m \u001b[0mhomogeneity\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4173\u001b[0m         \"\"\"\n\u001b[0;32m-> 4174\u001b[0;31m         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sanitize_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4175\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4176\u001b[0m         if (\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_sanitize_column\u001b[0;34m(self, value)\u001b[0m\n\u001b[1;32m   4913\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4914\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_list_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4915\u001b[0;31m             \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequire_length_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4916\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0msanitize_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_2d\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4917\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pandas/core/common.py\u001b[0m in \u001b[0;36mrequire_length_match\u001b[0;34m(data, index)\u001b[0m\n\u001b[1;32m    569\u001b[0m     \"\"\"\n\u001b[1;32m    570\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 571\u001b[0;31m         raise ValueError(\n\u001b[0m\u001b[1;32m    572\u001b[0m             \u001b[0;34m\"Length of values \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    573\u001b[0m             \u001b[0;34mf\"({len(data)}) \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Length of values (12) does not match length of index (16800)"
     ]
    }
   ],
   "source": [
    "sub['answer'] = result\n",
    "sub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "3cfcb9cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "sub.to_csv('0812_강수_마지막.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "fa5d0bf4",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The python kernel does not appear to be a conda environment.  Please use ``%pip install`` instead.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/mn/hsv3jqt90jn1w4q9s1l6vbd00000gn/T/ipykernel_27668/869131239.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'conda'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'install ruptures'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mrun_line_magic\u001b[0;34m(self, magic_name, line, _stack_depth)\u001b[0m\n\u001b[1;32m   2362\u001b[0m                 \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'local_ns'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_local_scope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstack_depth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2363\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuiltin_trap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2364\u001b[0;31m                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2365\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/decorator.py\u001b[0m in \u001b[0;36mfun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    230\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mkwsyntax\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    231\u001b[0m                 \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 232\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mcaller\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mextras\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    233\u001b[0m     \u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    234\u001b[0m     \u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/IPython/core/magic.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f, *a, **k)\u001b[0m\n\u001b[1;32m    185\u001b[0m     \u001b[0;31m# but it's overkill for just that one bit of state.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mmagic_deco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m         \u001b[0mcall\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    189\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/IPython/core/magics/packaging.py\u001b[0m in \u001b[0;36mconda\u001b[0;34m(self, line)\u001b[0m\n\u001b[1;32m     84\u001b[0m         \"\"\"\n\u001b[1;32m     85\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_is_conda_environment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m             raise ValueError(\"The python kernel does not appear to be a conda environment.  \"\n\u001b[0m\u001b[1;32m     87\u001b[0m                              \"Please use ``%pip install`` instead.\")\n\u001b[1;32m     88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: The python kernel does not appear to be a conda environment.  Please use ``%pip install`` instead."
     ]
    }
   ],
   "source": [
    "conda install ruptures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4ecef24",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}