Data_Processing.py_v4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "energy_trading_by_locations = pd.read_csv('origin_data/지역별_전력거래량_20240511105123.csv')\n",
    "energy_sale_by_locations_usages = pd.read_csv('origin_data/행정구역별_용도별_판매전력량_20240511104008.csv')\n",
    "renew_energy_production_by_locations = pd.read_csv('origin_data/지역별_신·재생에너지_생산량_비재생폐기물_제외_20240511104745.csv')\n",
    "renew_energy_generations_by_locations = pd.read_csv('origin_data/지역별_신·재생에너지_발전량_비재생폐기물_제외_20240511104856.csv')\n",
    "energy_consumption_by_locations = pd.read_csv('origin_data/지역별_부문별_소비실적_20240511104921.csv')\n",
    "energy_generations_by_year_month = pd.read_csv('origin_data/발전전력량_추이_20240513140738.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**1. 지역별 전력거래량**<a id='toc0_'></a>    \n",
    "\n",
    "<!-- vscode-jupyter-toc-config\n",
    "\tnumbering=false\n",
    "\tanchor=true\n",
    "\tflat=false\n",
    "\tminLevel=1\n",
    "\tmaxLevel=6\n",
    "\t/vscode-jupyter-toc-config -->\n",
    "<!-- THIS CELL WILL BE REPLACED ON TOC UPDATE. DO NOT WRITE YOUR TEXT IN THIS CELL -->"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>지역별(1)</th>\n",
       "      <td>지역별(1)</td>\n",
       "      <td>전국</td>\n",
       "      <td>경기도</td>\n",
       "      <td>강원도</td>\n",
       "      <td>경상남도</td>\n",
       "      <td>경상북도</td>\n",
       "      <td>전라남도</td>\n",
       "      <td>전라북도</td>\n",
       "      <td>충청남도</td>\n",
       "      <td>충청북도</td>\n",
       "      <td>제주도</td>\n",
       "      <td>서울</td>\n",
       "      <td>인천</td>\n",
       "      <td>대전</td>\n",
       "      <td>광주</td>\n",
       "      <td>대구</td>\n",
       "      <td>세종</td>\n",
       "      <td>울산</td>\n",
       "      <td>부산</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>471795</td>\n",
       "      <td>23567</td>\n",
       "      <td>10996</td>\n",
       "      <td>59496</td>\n",
       "      <td>66408</td>\n",
       "      <td>60562</td>\n",
       "      <td>7720</td>\n",
       "      <td>108544</td>\n",
       "      <td>1253</td>\n",
       "      <td>2870</td>\n",
       "      <td>1908</td>\n",
       "      <td>68214</td>\n",
       "      <td>192</td>\n",
       "      <td>41</td>\n",
       "      <td>220</td>\n",
       "      <td>8</td>\n",
       "      <td>12908</td>\n",
       "      <td>46888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>12.6</td>\n",
       "      <td>14.1</td>\n",
       "      <td>12.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>9.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>479541</td>\n",
       "      <td>28692</td>\n",
       "      <td>11631</td>\n",
       "      <td>59730</td>\n",
       "      <td>65007</td>\n",
       "      <td>58081</td>\n",
       "      <td>7637</td>\n",
       "      <td>112811</td>\n",
       "      <td>1249</td>\n",
       "      <td>2964</td>\n",
       "      <td>1603</td>\n",
       "      <td>73208</td>\n",
       "      <td>200</td>\n",
       "      <td>449</td>\n",
       "      <td>210</td>\n",
       "      <td>618</td>\n",
       "      <td>12659</td>\n",
       "      <td>42790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>12.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>12.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>15.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>490399</td>\n",
       "      <td>33053</td>\n",
       "      <td>9463</td>\n",
       "      <td>56368</td>\n",
       "      <td>73023</td>\n",
       "      <td>63338</td>\n",
       "      <td>7244</td>\n",
       "      <td>108894</td>\n",
       "      <td>877</td>\n",
       "      <td>2775</td>\n",
       "      <td>770</td>\n",
       "      <td>69097</td>\n",
       "      <td>156</td>\n",
       "      <td>396</td>\n",
       "      <td>515</td>\n",
       "      <td>2689</td>\n",
       "      <td>9768</td>\n",
       "      <td>51972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>11.5</td>\n",
       "      <td>14.9</td>\n",
       "      <td>12.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>495361</td>\n",
       "      <td>47342</td>\n",
       "      <td>7581</td>\n",
       "      <td>55843</td>\n",
       "      <td>84168</td>\n",
       "      <td>61013</td>\n",
       "      <td>5944</td>\n",
       "      <td>103645</td>\n",
       "      <td>727</td>\n",
       "      <td>2863</td>\n",
       "      <td>742</td>\n",
       "      <td>65179</td>\n",
       "      <td>175</td>\n",
       "      <td>356</td>\n",
       "      <td>2815</td>\n",
       "      <td>2787</td>\n",
       "      <td>8741</td>\n",
       "      <td>45438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>11.3</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>509234</td>\n",
       "      <td>53907</td>\n",
       "      <td>9891</td>\n",
       "      <td>55226</td>\n",
       "      <td>77891</td>\n",
       "      <td>63504</td>\n",
       "      <td>8783</td>\n",
       "      <td>104044</td>\n",
       "      <td>1019</td>\n",
       "      <td>2935</td>\n",
       "      <td>836</td>\n",
       "      <td>62921</td>\n",
       "      <td>182</td>\n",
       "      <td>381</td>\n",
       "      <td>3093</td>\n",
       "      <td>2749</td>\n",
       "      <td>11444</td>\n",
       "      <td>50429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>15.3</td>\n",
       "      <td>12.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>9.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>520917</td>\n",
       "      <td>58961</td>\n",
       "      <td>19803</td>\n",
       "      <td>52652</td>\n",
       "      <td>79858</td>\n",
       "      <td>60694</td>\n",
       "      <td>8650</td>\n",
       "      <td>122424</td>\n",
       "      <td>1096</td>\n",
       "      <td>2944</td>\n",
       "      <td>810</td>\n",
       "      <td>59679</td>\n",
       "      <td>203</td>\n",
       "      <td>413</td>\n",
       "      <td>2657</td>\n",
       "      <td>2952</td>\n",
       "      <td>19553</td>\n",
       "      <td>27569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10.1</td>\n",
       "      <td>15.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>3.8</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>537061</td>\n",
       "      <td>71010</td>\n",
       "      <td>29474</td>\n",
       "      <td>50336</td>\n",
       "      <td>72015</td>\n",
       "      <td>54295</td>\n",
       "      <td>10367</td>\n",
       "      <td>120715</td>\n",
       "      <td>1349</td>\n",
       "      <td>3215</td>\n",
       "      <td>616</td>\n",
       "      <td>59955</td>\n",
       "      <td>196</td>\n",
       "      <td>422</td>\n",
       "      <td>2626</td>\n",
       "      <td>3595</td>\n",
       "      <td>19902</td>\n",
       "      <td>36973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.4</td>\n",
       "      <td>13.4</td>\n",
       "      <td>10.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>22.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>11.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.7</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>529851</td>\n",
       "      <td>72987</td>\n",
       "      <td>26995</td>\n",
       "      <td>45523</td>\n",
       "      <td>75178</td>\n",
       "      <td>50263</td>\n",
       "      <td>10352</td>\n",
       "      <td>114874</td>\n",
       "      <td>1165</td>\n",
       "      <td>3723</td>\n",
       "      <td>1776</td>\n",
       "      <td>57443</td>\n",
       "      <td>174</td>\n",
       "      <td>429</td>\n",
       "      <td>2835</td>\n",
       "      <td>2371</td>\n",
       "      <td>27826</td>\n",
       "      <td>35938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>8.6</td>\n",
       "      <td>14.2</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.3</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>515983</td>\n",
       "      <td>70924</td>\n",
       "      <td>25593</td>\n",
       "      <td>32758</td>\n",
       "      <td>80585</td>\n",
       "      <td>51713</td>\n",
       "      <td>9871</td>\n",
       "      <td>105447</td>\n",
       "      <td>1551</td>\n",
       "      <td>3829</td>\n",
       "      <td>4956</td>\n",
       "      <td>54608</td>\n",
       "      <td>169</td>\n",
       "      <td>450</td>\n",
       "      <td>2511</td>\n",
       "      <td>3425</td>\n",
       "      <td>28611</td>\n",
       "      <td>38982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>15.6</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>5.5</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021 p)</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>537061</td>\n",
       "      <td>80234</td>\n",
       "      <td>27891</td>\n",
       "      <td>41105</td>\n",
       "      <td>75478</td>\n",
       "      <td>54381</td>\n",
       "      <td>10711</td>\n",
       "      <td>102740</td>\n",
       "      <td>1314</td>\n",
       "      <td>4074</td>\n",
       "      <td>5170</td>\n",
       "      <td>58059</td>\n",
       "      <td>177</td>\n",
       "      <td>461</td>\n",
       "      <td>2737</td>\n",
       "      <td>3642</td>\n",
       "      <td>30244</td>\n",
       "      <td>38643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021 p).1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.9</td>\n",
       "      <td>5.2</td>\n",
       "      <td>7.7</td>\n",
       "      <td>14.1</td>\n",
       "      <td>10.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022 p)</th>\n",
       "      <td>전력거래량 (GWh)</td>\n",
       "      <td>551380</td>\n",
       "      <td>83983</td>\n",
       "      <td>30959</td>\n",
       "      <td>46420</td>\n",
       "      <td>82646</td>\n",
       "      <td>51583</td>\n",
       "      <td>10483</td>\n",
       "      <td>99772</td>\n",
       "      <td>1701</td>\n",
       "      <td>4322</td>\n",
       "      <td>4183</td>\n",
       "      <td>52068</td>\n",
       "      <td>257</td>\n",
       "      <td>542</td>\n",
       "      <td>2370</td>\n",
       "      <td>3153</td>\n",
       "      <td>32279</td>\n",
       "      <td>44657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022 p).1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>8.4</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>18.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>5.9</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     0       1      2      3      4      5      6      7   \\\n",
       "지역별(1)           지역별(1)      전국    경기도    강원도   경상남도   경상북도   전라남도   전라북도   \n",
       "2012        전력거래량 (GWh)  471795  23567  10996  59496  66408  60562   7720   \n",
       "2012.1     전력거래량 비율 (%)   100.0    5.0    2.3   12.6   14.1   12.8    1.6   \n",
       "2013        전력거래량 (GWh)  479541  28692  11631  59730  65007  58081   7637   \n",
       "2013.1     전력거래량 비율 (%)   100.0    6.0    2.4   12.5   13.6   12.1    1.6   \n",
       "2014        전력거래량 (GWh)  490399  33053   9463  56368  73023  63338   7244   \n",
       "2014.1     전력거래량 비율 (%)   100.0    6.7    1.9   11.5   14.9   12.9    1.5   \n",
       "2015        전력거래량 (GWh)  495361  47342   7581  55843  84168  61013   5944   \n",
       "2015.1     전력거래량 비율 (%)   100.0    9.6    1.5   11.3   17.0   12.3    1.2   \n",
       "2016        전력거래량 (GWh)  509234  53907   9891  55226  77891  63504   8783   \n",
       "2016.1     전력거래량 비율 (%)   100.0   10.6    1.9   10.8   15.3   12.5    1.7   \n",
       "2017        전력거래량 (GWh)  520917  58961  19803  52652  79858  60694   8650   \n",
       "2017.1     전력거래량 비율 (%)   100.0   11.3    3.8   10.1   15.3   11.7    1.7   \n",
       "2018        전력거래량 (GWh)  537061  71010  29474  50336  72015  54295  10367   \n",
       "2018.1     전력거래량 비율 (%)   100.0   13.2    5.5    9.4   13.4   10.1    1.9   \n",
       "2019        전력거래량 (GWh)  529851  72987  26995  45523  75178  50263  10352   \n",
       "2019.1     전력거래량 비율 (%)   100.0   13.8    5.1    8.6   14.2    9.5    2.0   \n",
       "2020        전력거래량 (GWh)  515983  70924  25593  32758  80585  51713   9871   \n",
       "2020.1     전력거래량 비율 (%)   100.0   13.7    5.0    6.3   15.6   10.0    1.9   \n",
       "2021 p)     전력거래량 (GWh)  537061  80234  27891  41105  75478  54381  10711   \n",
       "2021 p).1  전력거래량 비율 (%)   100.0   14.9    5.2    7.7   14.1   10.1    2.0   \n",
       "2022 p)     전력거래량 (GWh)  551380  83983  30959  46420  82646  51583  10483   \n",
       "2022 p).1  전력거래량 비율 (%)   100.0   15.2    5.6    8.4   15.0    9.4    1.9   \n",
       "\n",
       "               8     9     10    11     12   13   14    15    16     17     18  \n",
       "지역별(1)       충청남도  충청북도   제주도    서울     인천   대전   광주    대구    세종     울산     부산  \n",
       "2012       108544  1253  2870  1908  68214  192   41   220     8  12908  46888  \n",
       "2012.1       23.0   0.3   0.6   0.4   14.5  0.0  0.0   0.0   0.0    2.7    9.9  \n",
       "2013       112811  1249  2964  1603  73208  200  449   210   618  12659  42790  \n",
       "2013.1       23.5   0.3   0.6   0.3   15.3  0.0  0.1   0.0   0.1    2.6    8.9  \n",
       "2014       108894   877  2775   770  69097  156  396   515  2689   9768  51972  \n",
       "2014.1       22.2   0.2   0.6   0.2   14.1  0.0  0.1   0.1   0.5    2.0   10.6  \n",
       "2015       103645   727  2863   742  65179  175  356  2815  2787   8741  45438  \n",
       "2015.1       20.9   0.1   0.6   0.1   13.2  0.0  0.1   0.6   0.6    1.8    9.2  \n",
       "2016       104044  1019  2935   836  62921  182  381  3093  2749  11444  50429  \n",
       "2016.1       20.4   0.2   0.6   0.2   12.4  0.0  0.1   0.6   0.5    2.2    9.9  \n",
       "2017       122424  1096  2944   810  59679  203  413  2657  2952  19553  27569  \n",
       "2017.1       23.5   0.2   0.6   0.2   11.5  0.0  0.1   0.5   0.6    3.8    5.3  \n",
       "2018       120715  1349  3215   616  59955  196  422  2626  3595  19902  36973  \n",
       "2018.1       22.5   0.3   0.6   0.1   11.2  0.0  0.1   0.5   0.7    3.7    6.9  \n",
       "2019       114874  1165  3723  1776  57443  174  429  2835  2371  27826  35938  \n",
       "2019.1       21.7   0.2   0.7   0.3   10.8  0.0  0.1   0.5   0.4    5.3    6.8  \n",
       "2020       105447  1551  3829  4956  54608  169  450  2511  3425  28611  38982  \n",
       "2020.1       20.4   0.3   0.7   1.0   10.6  0.0  0.1   0.5   0.7    5.5    7.6  \n",
       "2021 p)    102740  1314  4074  5170  58059  177  461  2737  3642  30244  38643  \n",
       "2021 p).1    19.1   0.2   0.8   1.0   10.8  0.0  0.1   0.5   0.7    5.6    7.2  \n",
       "2022 p)     99772  1701  4322  4183  52068  257  542  2370  3153  32279  44657  \n",
       "2022 p).1    18.1   0.3   0.8   0.8    9.4  0.0  0.1   0.4   0.6    5.9    8.1  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_trading_by_locations.T\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.index = [i[:4]+\"/\"+j for i,j in zip(data.index, data[0])]\n",
    "data = data.drop(0, axis=1).T\n",
    "data.set_index('지역별(/지역별(1)', inplace=True)\n",
    "data.index.name = \"지역\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 연도별 분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, year in enumerate(range(2012, 2023)):\n",
    "    extracted_data = data.iloc[:, idx*2:idx*2+2]\n",
    "    extracted_data.columns = [column[5:] for column in extracted_data.columns]\n",
    "    extracted_data.to_csv(f'result_EnergyTrading_{year}.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2. 행정구역별_용도별_판매전력량**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
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       "      <th>9</th>\n",
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       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>용도별(1)</th>\n",
       "      <td>용도별(1)</td>\n",
       "      <td>합계</td>\n",
       "      <td>가정용</td>\n",
       "      <td>공공용</td>\n",
       "      <td>서비스업</td>\n",
       "      <td>농림어업</td>\n",
       "      <td>광업</td>\n",
       "      <td>제조업</td>\n",
       "      <td>제조업</td>\n",
       "      <td>제조업</td>\n",
       "      <td>...</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "      <td>제조업(10차)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>용도별(2)</th>\n",
       "      <td>용도별(2)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>식료품</td>\n",
       "      <td>섬유 의복</td>\n",
       "      <td>...</td>\n",
       "      <td>금속가공</td>\n",
       "      <td>전자통신</td>\n",
       "      <td>의료광학</td>\n",
       "      <td>전기장비</td>\n",
       "      <td>기타기계</td>\n",
       "      <td>자동차</td>\n",
       "      <td>기타운송</td>\n",
       "      <td>가구</td>\n",
       "      <td>기타제품</td>\n",
       "      <td>산업기계</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>계</td>\n",
       "      <td>466592949</td>\n",
       "      <td>63536151</td>\n",
       "      <td>21422339</td>\n",
       "      <td>132498774</td>\n",
       "      <td>12074003</td>\n",
       "      <td>1616371</td>\n",
       "      <td>235445313</td>\n",
       "      <td>9792879</td>\n",
       "      <td>12723373</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.1</th>\n",
       "      <td>서울</td>\n",
       "      <td>47234102</td>\n",
       "      <td>13401442</td>\n",
       "      <td>3624262</td>\n",
       "      <td>28116229</td>\n",
       "      <td>14928</td>\n",
       "      <td>11283</td>\n",
       "      <td>2065958</td>\n",
       "      <td>242808</td>\n",
       "      <td>516170</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.2</th>\n",
       "      <td>부산</td>\n",
       "      <td>20664842</td>\n",
       "      <td>4442765</td>\n",
       "      <td>1279869</td>\n",
       "      <td>7337031</td>\n",
       "      <td>97763</td>\n",
       "      <td>20053</td>\n",
       "      <td>7487361</td>\n",
       "      <td>522468</td>\n",
       "      <td>613058</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.3</th>\n",
       "      <td>대구</td>\n",
       "      <td>14954958</td>\n",
       "      <td>3050594</td>\n",
       "      <td>661680</td>\n",
       "      <td>5378230</td>\n",
       "      <td>64790</td>\n",
       "      <td>3635</td>\n",
       "      <td>5796029</td>\n",
       "      <td>195756</td>\n",
       "      <td>1325169</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.4</th>\n",
       "      <td>인천</td>\n",
       "      <td>22651946</td>\n",
       "      <td>3594327</td>\n",
       "      <td>892624</td>\n",
       "      <td>6326536</td>\n",
       "      <td>103592</td>\n",
       "      <td>72399</td>\n",
       "      <td>11662470</td>\n",
       "      <td>581697</td>\n",
       "      <td>114388</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.5</th>\n",
       "      <td>광주</td>\n",
       "      <td>8130493</td>\n",
       "      <td>1760440</td>\n",
       "      <td>495329</td>\n",
       "      <td>3036596</td>\n",
       "      <td>65475</td>\n",
       "      <td>1331</td>\n",
       "      <td>2771323</td>\n",
       "      <td>153491</td>\n",
       "      <td>319034</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.6</th>\n",
       "      <td>대전</td>\n",
       "      <td>9160107</td>\n",
       "      <td>1846191</td>\n",
       "      <td>1009641</td>\n",
       "      <td>3760029</td>\n",
       "      <td>25297</td>\n",
       "      <td>1967</td>\n",
       "      <td>2516982</td>\n",
       "      <td>169633</td>\n",
       "      <td>45426</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>2012.7</th>\n",
       "      <td>울산</td>\n",
       "      <td>29362724</td>\n",
       "      <td>1415434</td>\n",
       "      <td>372416</td>\n",
       "      <td>3440380</td>\n",
       "      <td>77373</td>\n",
       "      <td>20415</td>\n",
       "      <td>24036707</td>\n",
       "      <td>199490</td>\n",
       "      <td>1063263</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1         2         3          4         5        6   \\\n",
       "용도별(1)  용도별(1)         합계       가정용       공공용       서비스업      농림어업       광업   \n",
       "용도별(2)  용도별(2)         소계        소계        소계         소계        소계       소계   \n",
       "2012         계  466592949  63536151  21422339  132498774  12074003  1616371   \n",
       "2012.1      서울   47234102  13401442   3624262   28116229     14928    11283   \n",
       "2012.2      부산   20664842   4442765   1279869    7337031     97763    20053   \n",
       "2012.3      대구   14954958   3050594    661680    5378230     64790     3635   \n",
       "2012.4      인천   22651946   3594327    892624    6326536    103592    72399   \n",
       "2012.5      광주    8130493   1760440    495329    3036596     65475     1331   \n",
       "2012.6      대전    9160107   1846191   1009641    3760029     25297     1967   \n",
       "2012.7      울산   29362724   1415434    372416    3440380     77373    20415   \n",
       "\n",
       "               7        8         9   ...        42        43        44  \\\n",
       "용도별(1)        제조업      제조업       제조업  ...  제조업(10차)  제조업(10차)  제조업(10차)   \n",
       "용도별(2)         소계      식료품     섬유 의복  ...      금속가공      전자통신      의료광학   \n",
       "2012    235445313  9792879  12723373  ...         -         -         -   \n",
       "2012.1    2065958   242808    516170  ...         -         -         -   \n",
       "2012.2    7487361   522468    613058  ...         -         -         -   \n",
       "2012.3    5796029   195756   1325169  ...         -         -         -   \n",
       "2012.4   11662470   581697    114388  ...         -         -         -   \n",
       "2012.5    2771323   153491    319034  ...         -         -         -   \n",
       "2012.6    2516982   169633     45426  ...         -         -         -   \n",
       "2012.7   24036707   199490   1063263  ...         -         -         -   \n",
       "\n",
       "              45        46        47        48        49        50        51  \n",
       "용도별(1)  제조업(10차)  제조업(10차)  제조업(10차)  제조업(10차)  제조업(10차)  제조업(10차)  제조업(10차)  \n",
       "용도별(2)      전기장비      기타기계       자동차      기타운송        가구      기타제품      산업기계  \n",
       "2012           -         -         -         -         -         -         -  \n",
       "2012.1         -         -         -         -         -         -         -  \n",
       "2012.2         -         -         -         -         -         -         -  \n",
       "2012.3         -         -         -         -         -         -         -  \n",
       "2012.4         -         -         -         -         -         -         -  \n",
       "2012.5         -         -         -         -         -         -         -  \n",
       "2012.6         -         -         -         -         -         -         -  \n",
       "2012.7         -         -         -         -         -         -         -  \n",
       "\n",
       "[10 rows x 52 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_sale_by_locations_usages.T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>용도별(/용도별(1)</th>\n",
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       "      <th>2012/계</th>\n",
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       "      <th>2012/울산</th>\n",
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       "      <th>2022/강원</th>\n",
       "      <th>2022/충북</th>\n",
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       "    </tr>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>합계</td>\n",
       "      <td>소계</td>\n",
       "      <td>466592949</td>\n",
       "      <td>47234102</td>\n",
       "      <td>20664842</td>\n",
       "      <td>14954958</td>\n",
       "      <td>22651946</td>\n",
       "      <td>8130493</td>\n",
       "      <td>9160107</td>\n",
       "      <td>29362724</td>\n",
       "      <td>...</td>\n",
       "      <td>140531012</td>\n",
       "      <td>17325520</td>\n",
       "      <td>29412227</td>\n",
       "      <td>50259638</td>\n",
       "      <td>21838474</td>\n",
       "      <td>34665105</td>\n",
       "      <td>44601033</td>\n",
       "      <td>36190920</td>\n",
       "      <td>6045356</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>가정용</td>\n",
       "      <td>소계</td>\n",
       "      <td>63536151</td>\n",
       "      <td>13401442</td>\n",
       "      <td>4442765</td>\n",
       "      <td>3050594</td>\n",
       "      <td>3594327</td>\n",
       "      <td>1760440</td>\n",
       "      <td>1846191</td>\n",
       "      <td>1415434</td>\n",
       "      <td>...</td>\n",
       "      <td>21128150</td>\n",
       "      <td>2332245</td>\n",
       "      <td>2434713</td>\n",
       "      <td>3250542</td>\n",
       "      <td>2597581</td>\n",
       "      <td>2606963</td>\n",
       "      <td>3763344</td>\n",
       "      <td>4863308</td>\n",
       "      <td>1005271</td>\n",
       "      <td>-</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>공공용</td>\n",
       "      <td>소계</td>\n",
       "      <td>21422339</td>\n",
       "      <td>3624262</td>\n",
       "      <td>1279869</td>\n",
       "      <td>661680</td>\n",
       "      <td>892624</td>\n",
       "      <td>495329</td>\n",
       "      <td>1009641</td>\n",
       "      <td>372416</td>\n",
       "      <td>...</td>\n",
       "      <td>6148678</td>\n",
       "      <td>1562036</td>\n",
       "      <td>1414053</td>\n",
       "      <td>1205339</td>\n",
       "      <td>1117563</td>\n",
       "      <td>1384767</td>\n",
       "      <td>1790827</td>\n",
       "      <td>1522501</td>\n",
       "      <td>360568</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>서비스업</td>\n",
       "      <td>소계</td>\n",
       "      <td>132498774</td>\n",
       "      <td>28116229</td>\n",
       "      <td>7337031</td>\n",
       "      <td>5378230</td>\n",
       "      <td>6326536</td>\n",
       "      <td>3036596</td>\n",
       "      <td>3760029</td>\n",
       "      <td>3440380</td>\n",
       "      <td>...</td>\n",
       "      <td>40545794</td>\n",
       "      <td>6626692</td>\n",
       "      <td>5613790</td>\n",
       "      <td>7707805</td>\n",
       "      <td>5313085</td>\n",
       "      <td>5915581</td>\n",
       "      <td>9033740</td>\n",
       "      <td>9371342</td>\n",
       "      <td>2843687</td>\n",
       "      <td>-</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>농림어업</td>\n",
       "      <td>소계</td>\n",
       "      <td>12074003</td>\n",
       "      <td>14928</td>\n",
       "      <td>97763</td>\n",
       "      <td>64790</td>\n",
       "      <td>103592</td>\n",
       "      <td>65475</td>\n",
       "      <td>25297</td>\n",
       "      <td>77373</td>\n",
       "      <td>...</td>\n",
       "      <td>2803262</td>\n",
       "      <td>791361</td>\n",
       "      <td>956883</td>\n",
       "      <td>2389068</td>\n",
       "      <td>1784102</td>\n",
       "      <td>3636671</td>\n",
       "      <td>2295285</td>\n",
       "      <td>2414495</td>\n",
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       "      <td>-</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>광업</td>\n",
       "      <td>소계</td>\n",
       "      <td>1616371</td>\n",
       "      <td>11283</td>\n",
       "      <td>20053</td>\n",
       "      <td>3635</td>\n",
       "      <td>72399</td>\n",
       "      <td>1331</td>\n",
       "      <td>1967</td>\n",
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       "      <td>261890</td>\n",
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       "      <td>76732</td>\n",
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       "    <tr>\n",
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       "      <td>2065958</td>\n",
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       "      <td>-</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>제조업</td>\n",
       "      <td>식료품</td>\n",
       "      <td>9792879</td>\n",
       "      <td>242808</td>\n",
       "      <td>522468</td>\n",
       "      <td>195756</td>\n",
       "      <td>581697</td>\n",
       "      <td>153491</td>\n",
       "      <td>169633</td>\n",
       "      <td>199490</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>제조업</td>\n",
       "      <td>섬유 의복</td>\n",
       "      <td>12723373</td>\n",
       "      <td>516170</td>\n",
       "      <td>613058</td>\n",
       "      <td>1325169</td>\n",
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       "      <td>45426</td>\n",
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       "      <td>-</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>제조업</td>\n",
       "      <td>목재 나무</td>\n",
       "      <td>1771975</td>\n",
       "      <td>5430</td>\n",
       "      <td>64533</td>\n",
       "      <td>18330</td>\n",
       "      <td>642429</td>\n",
       "      <td>6239</td>\n",
       "      <td>7893</td>\n",
       "      <td>14515</td>\n",
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       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 210 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   용도별(/용도별(1) 용도별(/용도별(2)     2012/계   2012/서울   2012/부산   2012/대구   2012/인천  \\\n",
       "1           합계          소계  466592949  47234102  20664842  14954958  22651946   \n",
       "2          가정용          소계   63536151  13401442   4442765   3050594   3594327   \n",
       "3          공공용          소계   21422339   3624262   1279869    661680    892624   \n",
       "4         서비스업          소계  132498774  28116229   7337031   5378230   6326536   \n",
       "5         농림어업          소계   12074003     14928     97763     64790    103592   \n",
       "6           광업          소계    1616371     11283     20053      3635     72399   \n",
       "7          제조업          소계  235445313   2065958   7487361   5796029  11662470   \n",
       "8          제조업         식료품    9792879    242808    522468    195756    581697   \n",
       "9          제조업       섬유 의복   12723373    516170    613058   1325169    114388   \n",
       "10         제조업       목재 나무    1771975      5430     64533     18330    642429   \n",
       "\n",
       "    2012/광주  2012/대전   2012/울산  ...    2022/경기   2022/강원   2022/충북   2022/충남  \\\n",
       "1   8130493  9160107  29362724  ...  140531012  17325520  29412227  50259638   \n",
       "2   1760440  1846191   1415434  ...   21128150   2332245   2434713   3250542   \n",
       "3    495329  1009641    372416  ...    6148678   1562036   1414053   1205339   \n",
       "4   3036596  3760029   3440380  ...   40545794   6626692   5613790   7707805   \n",
       "5     65475    25297     77373  ...    2803262    791361    956883   2389068   \n",
       "6      1331     1967     20415  ...     261890    445375    124485    339103   \n",
       "7   2771323  2516982  24036707  ...          -         -         -         -   \n",
       "8    153491   169633    199490  ...          -         -         -         -   \n",
       "9    319034    45426   1063263  ...          -         -         -         -   \n",
       "10     6239     7893     14515  ...          -         -         -         -   \n",
       "\n",
       "     2022/전북   2022/전남   2022/경북   2022/경남  2022/제주 2022/개성  \n",
       "1   21838474  34665105  44601033  36190920  6045356       -  \n",
       "2    2597581   2606963   3763344   4863308  1005271       -  \n",
       "3    1117563   1384767   1790827   1522501   360568       -  \n",
       "4    5313085   5915581   9033740   9371342  2843687       -  \n",
       "5    1784102   3636671   2295285   2414495  1519101       -  \n",
       "6      66663     76732    219137     61534     7929       -  \n",
       "7          -         -         -         -        -       -  \n",
       "8          -         -         -         -        -       -  \n",
       "9          -         -         -         -        -       -  \n",
       "10         -         -         -         -        -       -  \n",
       "\n",
       "[10 rows x 210 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index = [i[:4]+\"/\"+j for i,j in zip(data.index, data[0])]\n",
    "data = data.drop(0, axis=1).T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2022/충북</th>\n",
       "      <th>2022/충남</th>\n",
       "      <th>2022/전북</th>\n",
       "      <th>2022/전남</th>\n",
       "      <th>2022/경북</th>\n",
       "      <th>2022/경남</th>\n",
       "      <th>2022/제주</th>\n",
       "      <th>2022/개성</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>용도</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>466592949</td>\n",
       "      <td>47234102</td>\n",
       "      <td>20664842</td>\n",
       "      <td>14954958</td>\n",
       "      <td>22651946</td>\n",
       "      <td>8130493</td>\n",
       "      <td>9160107</td>\n",
       "      <td>29362724</td>\n",
       "      <td>578610</td>\n",
       "      <td>100291952</td>\n",
       "      <td>...</td>\n",
       "      <td>140531012</td>\n",
       "      <td>17325520</td>\n",
       "      <td>29412227</td>\n",
       "      <td>50259638</td>\n",
       "      <td>21838474</td>\n",
       "      <td>34665105</td>\n",
       "      <td>44601033</td>\n",
       "      <td>36190920</td>\n",
       "      <td>6045356</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>가정용</th>\n",
       "      <td>63536151</td>\n",
       "      <td>13401442</td>\n",
       "      <td>4442765</td>\n",
       "      <td>3050594</td>\n",
       "      <td>3594327</td>\n",
       "      <td>1760440</td>\n",
       "      <td>1846191</td>\n",
       "      <td>1415434</td>\n",
       "      <td>35895</td>\n",
       "      <td>15445318</td>\n",
       "      <td>...</td>\n",
       "      <td>21128150</td>\n",
       "      <td>2332245</td>\n",
       "      <td>2434713</td>\n",
       "      <td>3250542</td>\n",
       "      <td>2597581</td>\n",
       "      <td>2606963</td>\n",
       "      <td>3763344</td>\n",
       "      <td>4863308</td>\n",
       "      <td>1005271</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공공용</th>\n",
       "      <td>21422339</td>\n",
       "      <td>3624262</td>\n",
       "      <td>1279869</td>\n",
       "      <td>661680</td>\n",
       "      <td>892624</td>\n",
       "      <td>495329</td>\n",
       "      <td>1009641</td>\n",
       "      <td>372416</td>\n",
       "      <td>32970</td>\n",
       "      <td>5125386</td>\n",
       "      <td>...</td>\n",
       "      <td>6148678</td>\n",
       "      <td>1562036</td>\n",
       "      <td>1414053</td>\n",
       "      <td>1205339</td>\n",
       "      <td>1117563</td>\n",
       "      <td>1384767</td>\n",
       "      <td>1790827</td>\n",
       "      <td>1522501</td>\n",
       "      <td>360568</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서비스업</th>\n",
       "      <td>132498774</td>\n",
       "      <td>28116229</td>\n",
       "      <td>7337031</td>\n",
       "      <td>5378230</td>\n",
       "      <td>6326536</td>\n",
       "      <td>3036596</td>\n",
       "      <td>3760029</td>\n",
       "      <td>3440380</td>\n",
       "      <td>107229</td>\n",
       "      <td>29826560</td>\n",
       "      <td>...</td>\n",
       "      <td>40545794</td>\n",
       "      <td>6626692</td>\n",
       "      <td>5613790</td>\n",
       "      <td>7707805</td>\n",
       "      <td>5313085</td>\n",
       "      <td>5915581</td>\n",
       "      <td>9033740</td>\n",
       "      <td>9371342</td>\n",
       "      <td>2843687</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>농림어업</th>\n",
       "      <td>12074003</td>\n",
       "      <td>14928</td>\n",
       "      <td>97763</td>\n",
       "      <td>64790</td>\n",
       "      <td>103592</td>\n",
       "      <td>65475</td>\n",
       "      <td>25297</td>\n",
       "      <td>77373</td>\n",
       "      <td>16863</td>\n",
       "      <td>1985029</td>\n",
       "      <td>...</td>\n",
       "      <td>2803262</td>\n",
       "      <td>791361</td>\n",
       "      <td>956883</td>\n",
       "      <td>2389068</td>\n",
       "      <td>1784102</td>\n",
       "      <td>3636671</td>\n",
       "      <td>2295285</td>\n",
       "      <td>2414495</td>\n",
       "      <td>1519101</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광업</th>\n",
       "      <td>1616371</td>\n",
       "      <td>11283</td>\n",
       "      <td>20053</td>\n",
       "      <td>3635</td>\n",
       "      <td>72399</td>\n",
       "      <td>1331</td>\n",
       "      <td>1967</td>\n",
       "      <td>20415</td>\n",
       "      <td>4224</td>\n",
       "      <td>245369</td>\n",
       "      <td>...</td>\n",
       "      <td>261890</td>\n",
       "      <td>445375</td>\n",
       "      <td>124485</td>\n",
       "      <td>339103</td>\n",
       "      <td>66663</td>\n",
       "      <td>76732</td>\n",
       "      <td>219137</td>\n",
       "      <td>61534</td>\n",
       "      <td>7929</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제조업</th>\n",
       "      <td>235445313</td>\n",
       "      <td>2065958</td>\n",
       "      <td>7487361</td>\n",
       "      <td>5796029</td>\n",
       "      <td>11662470</td>\n",
       "      <td>2771323</td>\n",
       "      <td>2516982</td>\n",
       "      <td>24036707</td>\n",
       "      <td>381428</td>\n",
       "      <td>47664290</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>제조업(10차)</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>69643238</td>\n",
       "      <td>5567812</td>\n",
       "      <td>18868303</td>\n",
       "      <td>35367782</td>\n",
       "      <td>10959480</td>\n",
       "      <td>21044390</td>\n",
       "      <td>27498700</td>\n",
       "      <td>17957740</td>\n",
       "      <td>308801</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 208 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             2012/계   2012/서울   2012/부산   2012/대구   2012/인천  2012/광주  2012/대전  \\\n",
       "용도                                                                              \n",
       "합계        466592949  47234102  20664842  14954958  22651946  8130493  9160107   \n",
       "가정용        63536151  13401442   4442765   3050594   3594327  1760440  1846191   \n",
       "공공용        21422339   3624262   1279869    661680    892624   495329  1009641   \n",
       "서비스업      132498774  28116229   7337031   5378230   6326536  3036596  3760029   \n",
       "농림어업       12074003     14928     97763     64790    103592    65475    25297   \n",
       "광업          1616371     11283     20053      3635     72399     1331     1967   \n",
       "제조업       235445313   2065958   7487361   5796029  11662470  2771323  2516982   \n",
       "제조업(10차)          -         -         -         -         -        -        -   \n",
       "\n",
       "           2012/울산 2012/세종    2012/경기  ...    2022/경기   2022/강원   2022/충북  \\\n",
       "용도                                     ...                                  \n",
       "합계        29362724  578610  100291952  ...  140531012  17325520  29412227   \n",
       "가정용        1415434   35895   15445318  ...   21128150   2332245   2434713   \n",
       "공공용         372416   32970    5125386  ...    6148678   1562036   1414053   \n",
       "서비스업       3440380  107229   29826560  ...   40545794   6626692   5613790   \n",
       "농림어업         77373   16863    1985029  ...    2803262    791361    956883   \n",
       "광업           20415    4224     245369  ...     261890    445375    124485   \n",
       "제조업       24036707  381428   47664290  ...          -         -         -   \n",
       "제조업(10차)         -       -          -  ...   69643238   5567812  18868303   \n",
       "\n",
       "           2022/충남   2022/전북   2022/전남   2022/경북   2022/경남  2022/제주 2022/개성  \n",
       "용도                                                                           \n",
       "합계        50259638  21838474  34665105  44601033  36190920  6045356       -  \n",
       "가정용        3250542   2597581   2606963   3763344   4863308  1005271       -  \n",
       "공공용        1205339   1117563   1384767   1790827   1522501   360568       -  \n",
       "서비스업       7707805   5313085   5915581   9033740   9371342  2843687       -  \n",
       "농림어업       2389068   1784102   3636671   2295285   2414495  1519101       -  \n",
       "광업          339103     66663     76732    219137     61534     7929       -  \n",
       "제조업              -         -         -         -         -        -       -  \n",
       "제조업(10차)  35367782  10959480  21044390  27498700  17957740   308801       -  \n",
       "\n",
       "[8 rows x 208 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.drop(\"용도별(/용도별(2)\", axis=1)\n",
    "data = pd.concat([data.iloc[:7], data.iloc[25:26]])\n",
    "data.set_index('용도별(/용도별(1)', inplace=True)\n",
    "data.index.name = \"용도\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2012/계</th>\n",
       "      <th>2012/서울</th>\n",
       "      <th>2012/부산</th>\n",
       "      <th>2012/대구</th>\n",
       "      <th>2012/인천</th>\n",
       "      <th>2012/광주</th>\n",
       "      <th>2012/대전</th>\n",
       "      <th>2012/울산</th>\n",
       "      <th>2012/세종</th>\n",
       "      <th>2012/경기</th>\n",
       "      <th>...</th>\n",
       "      <th>2022/경기</th>\n",
       "      <th>2022/강원</th>\n",
       "      <th>2022/충북</th>\n",
       "      <th>2022/충남</th>\n",
       "      <th>2022/전북</th>\n",
       "      <th>2022/전남</th>\n",
       "      <th>2022/경북</th>\n",
       "      <th>2022/경남</th>\n",
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       "      <th>2022/개성</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>용도</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>466592949</td>\n",
       "      <td>47234102</td>\n",
       "      <td>20664842</td>\n",
       "      <td>14954958</td>\n",
       "      <td>22651946</td>\n",
       "      <td>8130493</td>\n",
       "      <td>9160107</td>\n",
       "      <td>29362724</td>\n",
       "      <td>578610</td>\n",
       "      <td>100291952</td>\n",
       "      <td>...</td>\n",
       "      <td>140531012</td>\n",
       "      <td>17325520</td>\n",
       "      <td>29412227</td>\n",
       "      <td>50259638</td>\n",
       "      <td>21838474</td>\n",
       "      <td>34665105</td>\n",
       "      <td>44601033</td>\n",
       "      <td>36190920</td>\n",
       "      <td>6045356</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>가정용</th>\n",
       "      <td>63536151</td>\n",
       "      <td>13401442</td>\n",
       "      <td>4442765</td>\n",
       "      <td>3050594</td>\n",
       "      <td>3594327</td>\n",
       "      <td>1760440</td>\n",
       "      <td>1846191</td>\n",
       "      <td>1415434</td>\n",
       "      <td>35895</td>\n",
       "      <td>15445318</td>\n",
       "      <td>...</td>\n",
       "      <td>21128150</td>\n",
       "      <td>2332245</td>\n",
       "      <td>2434713</td>\n",
       "      <td>3250542</td>\n",
       "      <td>2597581</td>\n",
       "      <td>2606963</td>\n",
       "      <td>3763344</td>\n",
       "      <td>4863308</td>\n",
       "      <td>1005271</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공공용</th>\n",
       "      <td>21422339</td>\n",
       "      <td>3624262</td>\n",
       "      <td>1279869</td>\n",
       "      <td>661680</td>\n",
       "      <td>892624</td>\n",
       "      <td>495329</td>\n",
       "      <td>1009641</td>\n",
       "      <td>372416</td>\n",
       "      <td>32970</td>\n",
       "      <td>5125386</td>\n",
       "      <td>...</td>\n",
       "      <td>6148678</td>\n",
       "      <td>1562036</td>\n",
       "      <td>1414053</td>\n",
       "      <td>1205339</td>\n",
       "      <td>1117563</td>\n",
       "      <td>1384767</td>\n",
       "      <td>1790827</td>\n",
       "      <td>1522501</td>\n",
       "      <td>360568</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서비스업</th>\n",
       "      <td>132498774</td>\n",
       "      <td>28116229</td>\n",
       "      <td>7337031</td>\n",
       "      <td>5378230</td>\n",
       "      <td>6326536</td>\n",
       "      <td>3036596</td>\n",
       "      <td>3760029</td>\n",
       "      <td>3440380</td>\n",
       "      <td>107229</td>\n",
       "      <td>29826560</td>\n",
       "      <td>...</td>\n",
       "      <td>40545794</td>\n",
       "      <td>6626692</td>\n",
       "      <td>5613790</td>\n",
       "      <td>7707805</td>\n",
       "      <td>5313085</td>\n",
       "      <td>5915581</td>\n",
       "      <td>9033740</td>\n",
       "      <td>9371342</td>\n",
       "      <td>2843687</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>농림어업</th>\n",
       "      <td>12074003</td>\n",
       "      <td>14928</td>\n",
       "      <td>97763</td>\n",
       "      <td>64790</td>\n",
       "      <td>103592</td>\n",
       "      <td>65475</td>\n",
       "      <td>25297</td>\n",
       "      <td>77373</td>\n",
       "      <td>16863</td>\n",
       "      <td>1985029</td>\n",
       "      <td>...</td>\n",
       "      <td>2803262</td>\n",
       "      <td>791361</td>\n",
       "      <td>956883</td>\n",
       "      <td>2389068</td>\n",
       "      <td>1784102</td>\n",
       "      <td>3636671</td>\n",
       "      <td>2295285</td>\n",
       "      <td>2414495</td>\n",
       "      <td>1519101</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광업</th>\n",
       "      <td>1616371</td>\n",
       "      <td>11283</td>\n",
       "      <td>20053</td>\n",
       "      <td>3635</td>\n",
       "      <td>72399</td>\n",
       "      <td>1331</td>\n",
       "      <td>1967</td>\n",
       "      <td>20415</td>\n",
       "      <td>4224</td>\n",
       "      <td>245369</td>\n",
       "      <td>...</td>\n",
       "      <td>261890</td>\n",
       "      <td>445375</td>\n",
       "      <td>124485</td>\n",
       "      <td>339103</td>\n",
       "      <td>66663</td>\n",
       "      <td>76732</td>\n",
       "      <td>219137</td>\n",
       "      <td>61534</td>\n",
       "      <td>7929</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제조업</th>\n",
       "      <td>235445313</td>\n",
       "      <td>2065958</td>\n",
       "      <td>7487361</td>\n",
       "      <td>5796029</td>\n",
       "      <td>11662470</td>\n",
       "      <td>2771323</td>\n",
       "      <td>2516982</td>\n",
       "      <td>24036707</td>\n",
       "      <td>381428</td>\n",
       "      <td>47664290</td>\n",
       "      <td>...</td>\n",
       "      <td>69643238</td>\n",
       "      <td>5567812</td>\n",
       "      <td>18868303</td>\n",
       "      <td>35367782</td>\n",
       "      <td>10959480</td>\n",
       "      <td>21044390</td>\n",
       "      <td>27498700</td>\n",
       "      <td>17957740</td>\n",
       "      <td>308801</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 208 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         2012/계   2012/서울   2012/부산   2012/대구   2012/인천  2012/광주  2012/대전  \\\n",
       "용도                                                                          \n",
       "합계    466592949  47234102  20664842  14954958  22651946  8130493  9160107   \n",
       "가정용    63536151  13401442   4442765   3050594   3594327  1760440  1846191   \n",
       "공공용    21422339   3624262   1279869    661680    892624   495329  1009641   \n",
       "서비스업  132498774  28116229   7337031   5378230   6326536  3036596  3760029   \n",
       "농림어업   12074003     14928     97763     64790    103592    65475    25297   \n",
       "광업      1616371     11283     20053      3635     72399     1331     1967   \n",
       "제조업   235445313   2065958   7487361   5796029  11662470  2771323  2516982   \n",
       "\n",
       "       2012/울산 2012/세종    2012/경기  ...    2022/경기   2022/강원   2022/충북  \\\n",
       "용도                                 ...                                  \n",
       "합계    29362724  578610  100291952  ...  140531012  17325520  29412227   \n",
       "가정용    1415434   35895   15445318  ...   21128150   2332245   2434713   \n",
       "공공용     372416   32970    5125386  ...    6148678   1562036   1414053   \n",
       "서비스업   3440380  107229   29826560  ...   40545794   6626692   5613790   \n",
       "농림어업     77373   16863    1985029  ...    2803262    791361    956883   \n",
       "광업       20415    4224     245369  ...     261890    445375    124485   \n",
       "제조업   24036707  381428   47664290  ...   69643238   5567812  18868303   \n",
       "\n",
       "       2022/충남   2022/전북   2022/전남   2022/경북   2022/경남  2022/제주 2022/개성  \n",
       "용도                                                                       \n",
       "합계    50259638  21838474  34665105  44601033  36190920  6045356       -  \n",
       "가정용    3250542   2597581   2606963   3763344   4863308  1005271       -  \n",
       "공공용    1205339   1117563   1384767   1790827   1522501   360568       -  \n",
       "서비스업   7707805   5313085   5915581   9033740   9371342  2843687       -  \n",
       "농림어업   2389068   1784102   3636671   2295285   2414495  1519101       -  \n",
       "광업      339103     66663     76732    219137     61534     7929       -  \n",
       "제조업   35367782  10959480  21044390  27498700  17957740   308801       -  \n",
       "\n",
       "[7 rows x 208 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[\"제조업\"] = pd.concat([data.loc[\"제조업\"][:113], data.loc[\"제조업(10차)\"][113:]])\n",
    "data = data.iloc[:-1]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, year in enumerate(range(2012, 2023)):\n",
    "    if year < 2017: extracted_data = data.iloc[:, idx*19:(idx+1)*19]\n",
    "    elif year == 2017: extracted_data = data.iloc[:, idx*19:(idx+1)*19-1]\n",
    "    else: extracted_data = data.iloc[:, idx*19-1:(idx+1)*19-1]\n",
    "    extracted_data.columns = [column[5:] for column in extracted_data.columns]\n",
    "    extracted_data.to_csv(f'result_SalesPower_{year}.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**3. 지역별 신재생에너지 생산량**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = renew_energy_production_by_locations.T\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.index = [i[:4]+\"/\"+j for i,j in zip(data.index, data[0])]\n",
    "data = data.drop(0, axis=1).T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data.iloc[:,2] == \"소계\"]\n",
    "data = data.drop(\"에너지원/에너지원별(3)\", axis=1)\n",
    "data.loc[1, \"에너지원/에너지원별(2)\"] = data.loc[1, \"에너지원/에너지원별(1)\"]\n",
    "data.loc[4, \"에너지원/에너지원별(2)\"] = data.loc[4, \"에너지원/에너지원별(1)\"]\n",
    "data = data.drop(\"에너지원/에너지원별(1)\", axis=1)\n",
    "data.set_index('에너지원/에너지원별(2)', inplace=True)\n",
    "data.index.name = \"에너지원\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.replace(\"-\", 0, inplace=True)\n",
    "years = range(2012, 2023)\n",
    "data_frames = []\n",
    "for year in years:\n",
    "    start = (year - 2012) *18\n",
    "    end = start +18\n",
    "    # 반복되는 작업을 변수 생성하며 저장\n",
    "    globals()[f\"data_{year}\"] = data.iloc[:, start:end]\n",
    "for year, data_year in zip(years, [data_2012, data_2013, data_2014, data_2015, data_2016, data_2017, data_2018, data_2019, data_2020, data_2021, data_2022]):\n",
    "    data_year.columns = [i[5:] for i in data_year.columns]\n",
    "    globals()[f\"data_{year}\"] = data_year.T\n",
    "    data_year.to_csv(f'result_RenewEnergyProduction_{year}.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**4. 지역별 신재생에너지 발전량**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = renew_energy_generations_by_locations.T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.index = [i[:4]+\"/\"+j for i,j in zip(data.index, data[0])]\n",
    "data = data.drop(0, axis=1).T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data.iloc[:,2] == \"소계\"]\n",
    "data = data.drop([\"에너지원/에너지원별(3)\", \"에너지원/에너지원별(4)\"], axis=1)\n",
    "data.loc[1, \"에너지원/에너지원별(2)\"] = data.loc[1, \"에너지원/에너지원별(1)\"]\n",
    "data.loc[10, \"에너지원/에너지원별(2)\"] = data.loc[10, \"에너지원/에너지원별(1)\"]\n",
    "data = data.drop([2,3])\n",
    "data = data.drop(\"에너지원/에너지원별(1)\", axis=1)\n",
    "data.set_index('에너지원/에너지원별(2)', inplace=True)\n",
    "data.index.name = \"에너지원\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.replace(\"-\", 0, inplace=True)\n",
    "years = range(2012, 2023)\n",
    "data_frames = []\n",
    "for year in years:\n",
    "    start = (year - 2012) *18\n",
    "    end = start +18\n",
    "    # 반복되는 작업을 변수 생성하며 저장\n",
    "    globals()[f\"data_{year}\"] = data.iloc[:, start:end]\n",
    "for year, data_year in zip(years, [data_2012, data_2013, data_2014, data_2015, data_2016, data_2017, data_2018, data_2019, data_2020, data_2021, data_2022]):\n",
    "    data_year.columns = [i[5:] for i in data_year.columns]\n",
    "    globals()[f\"data_{year}\"] = data_year.T\n",
    "    data_year.to_csv(f'result_RenewEnergyGeneration_{year}.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**5. 지역별 부문별 소비실적**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>지역별(1)</th>\n",
       "      <td>지역별(1)</td>\n",
       "      <td>계</td>\n",
       "      <td>서울</td>\n",
       "      <td>부산</td>\n",
       "      <td>대구</td>\n",
       "      <td>인천</td>\n",
       "      <td>광주</td>\n",
       "      <td>대전</td>\n",
       "      <td>울산</td>\n",
       "      <td>세종</td>\n",
       "      <td>경기</td>\n",
       "      <td>강원</td>\n",
       "      <td>충북</td>\n",
       "      <td>충남</td>\n",
       "      <td>전북</td>\n",
       "      <td>전남</td>\n",
       "      <td>경북</td>\n",
       "      <td>경남</td>\n",
       "      <td>제주</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>총계</td>\n",
       "      <td>151037242</td>\n",
       "      <td>1874442</td>\n",
       "      <td>3409887</td>\n",
       "      <td>757691</td>\n",
       "      <td>18072346</td>\n",
       "      <td>414002</td>\n",
       "      <td>588745</td>\n",
       "      <td>12881205</td>\n",
       "      <td>259252</td>\n",
       "      <td>11441370</td>\n",
       "      <td>4244324</td>\n",
       "      <td>2634862</td>\n",
       "      <td>39662689</td>\n",
       "      <td>3224579</td>\n",
       "      <td>23214821</td>\n",
       "      <td>11453904</td>\n",
       "      <td>16215053</td>\n",
       "      <td>688070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013.1</th>\n",
       "      <td>산업</td>\n",
       "      <td>80564808</td>\n",
       "      <td>511550</td>\n",
       "      <td>765756</td>\n",
       "      <td>698552</td>\n",
       "      <td>4733175</td>\n",
       "      <td>374537</td>\n",
       "      <td>414813</td>\n",
       "      <td>9768434</td>\n",
       "      <td>142364</td>\n",
       "      <td>7962127</td>\n",
       "      <td>2679430</td>\n",
       "      <td>2605459</td>\n",
       "      <td>13414407</td>\n",
       "      <td>2281109</td>\n",
       "      <td>21256008</td>\n",
       "      <td>11156098</td>\n",
       "      <td>1791700</td>\n",
       "      <td>9289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013.2</th>\n",
       "      <td>건물</td>\n",
       "      <td>2306560</td>\n",
       "      <td>1020009</td>\n",
       "      <td>142504</td>\n",
       "      <td>59139</td>\n",
       "      <td>92023</td>\n",
       "      <td>39464</td>\n",
       "      <td>173933</td>\n",
       "      <td>16942</td>\n",
       "      <td>1874</td>\n",
       "      <td>416485</td>\n",
       "      <td>98478</td>\n",
       "      <td>29403</td>\n",
       "      <td>52632</td>\n",
       "      <td>36626</td>\n",
       "      <td>13161</td>\n",
       "      <td>49319</td>\n",
       "      <td>47023</td>\n",
       "      <td>17547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013.3</th>\n",
       "      <td>발전</td>\n",
       "      <td>68165874</td>\n",
       "      <td>342883</td>\n",
       "      <td>2501628</td>\n",
       "      <td>-</td>\n",
       "      <td>13247147</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3095829</td>\n",
       "      <td>115014</td>\n",
       "      <td>3062758</td>\n",
       "      <td>1466417</td>\n",
       "      <td>-</td>\n",
       "      <td>26195650</td>\n",
       "      <td>906844</td>\n",
       "      <td>1945652</td>\n",
       "      <td>248487</td>\n",
       "      <td>14376330</td>\n",
       "      <td>661234</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1        2        3       4         5       6       7   \\\n",
       "지역별(1)  지역별(1)          계       서울       부산      대구        인천      광주      대전   \n",
       "2013        총계  151037242  1874442  3409887  757691  18072346  414002  588745   \n",
       "2013.1      산업   80564808   511550   765756  698552   4733175  374537  414813   \n",
       "2013.2      건물    2306560  1020009   142504   59139     92023   39464  173933   \n",
       "2013.3      발전   68165874   342883  2501628       -  13247147       -       -   \n",
       "\n",
       "              8       9         10       11       12        13       14  \\\n",
       "지역별(1)        울산      세종        경기       강원       충북        충남       전북   \n",
       "2013    12881205  259252  11441370  4244324  2634862  39662689  3224579   \n",
       "2013.1   9768434  142364   7962127  2679430  2605459  13414407  2281109   \n",
       "2013.2     16942    1874    416485    98478    29403     52632    36626   \n",
       "2013.3   3095829  115014   3062758  1466417        -  26195650   906844   \n",
       "\n",
       "              15        16        17      18  \n",
       "지역별(1)        전남        경북        경남      제주  \n",
       "2013    23214821  11453904  16215053  688070  \n",
       "2013.1  21256008  11156098   1791700    9289  \n",
       "2013.2     13161     49319     47023   17547  \n",
       "2013.3   1945652    248487  14376330  661234  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_consumption_by_locations.T\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>153577930</td>\n",
       "      <td>87354493</td>\n",
       "      <td>2323715</td>\n",
       "      <td>63899722</td>\n",
       "      <td>89678208</td>\n",
       "      <td>...</td>\n",
       "      <td>2947581</td>\n",
       "      <td>2840652</td>\n",
       "      <td>52335829</td>\n",
       "      <td>110021612</td>\n",
       "      <td>159111027</td>\n",
       "      <td>102690999</td>\n",
       "      <td>3179263</td>\n",
       "      <td>2879226</td>\n",
       "      <td>50361539</td>\n",
       "      <td>108749488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>1874442</td>\n",
       "      <td>511550</td>\n",
       "      <td>1020009</td>\n",
       "      <td>342883</td>\n",
       "      <td>1531559</td>\n",
       "      <td>1550804</td>\n",
       "      <td>454947</td>\n",
       "      <td>981610</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>...</td>\n",
       "      <td>1083970</td>\n",
       "      <td>1021857</td>\n",
       "      <td>X</td>\n",
       "      <td>2483116</td>\n",
       "      <td>X</td>\n",
       "      <td>416623</td>\n",
       "      <td>1149622</td>\n",
       "      <td>1040780</td>\n",
       "      <td>X</td>\n",
       "      <td>2607025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>3409887</td>\n",
       "      <td>765756</td>\n",
       "      <td>142504</td>\n",
       "      <td>2501628</td>\n",
       "      <td>908259</td>\n",
       "      <td>2993116</td>\n",
       "      <td>800815</td>\n",
       "      <td>147690</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>...</td>\n",
       "      <td>185605</td>\n",
       "      <td>340142</td>\n",
       "      <td>X</td>\n",
       "      <td>1264303</td>\n",
       "      <td>X</td>\n",
       "      <td>733396</td>\n",
       "      <td>192351</td>\n",
       "      <td>344440</td>\n",
       "      <td>X</td>\n",
       "      <td>1270187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>757691</td>\n",
       "      <td>698552</td>\n",
       "      <td>59139</td>\n",
       "      <td>-</td>\n",
       "      <td>757691</td>\n",
       "      <td>795881</td>\n",
       "      <td>735130</td>\n",
       "      <td>60752</td>\n",
       "      <td>-</td>\n",
       "      <td>795881</td>\n",
       "      <td>...</td>\n",
       "      <td>77871</td>\n",
       "      <td>77787</td>\n",
       "      <td>-</td>\n",
       "      <td>1211986</td>\n",
       "      <td>1165227</td>\n",
       "      <td>1001669</td>\n",
       "      <td>84660</td>\n",
       "      <td>78898</td>\n",
       "      <td>-</td>\n",
       "      <td>1165227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>18072346</td>\n",
       "      <td>4733175</td>\n",
       "      <td>92023</td>\n",
       "      <td>13247147</td>\n",
       "      <td>4825199</td>\n",
       "      <td>17921528</td>\n",
       "      <td>4710886</td>\n",
       "      <td>107893</td>\n",
       "      <td>13102749</td>\n",
       "      <td>4818779</td>\n",
       "      <td>...</td>\n",
       "      <td>153777</td>\n",
       "      <td>119384</td>\n",
       "      <td>9727109</td>\n",
       "      <td>4926917</td>\n",
       "      <td>13359509</td>\n",
       "      <td>4174058</td>\n",
       "      <td>166295</td>\n",
       "      <td>126810</td>\n",
       "      <td>8892346</td>\n",
       "      <td>4467163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>414002</td>\n",
       "      <td>374537</td>\n",
       "      <td>39464</td>\n",
       "      <td>-</td>\n",
       "      <td>414002</td>\n",
       "      <td>387182</td>\n",
       "      <td>342292</td>\n",
       "      <td>44890</td>\n",
       "      <td>-</td>\n",
       "      <td>387182</td>\n",
       "      <td>...</td>\n",
       "      <td>43654</td>\n",
       "      <td>30109</td>\n",
       "      <td>-</td>\n",
       "      <td>410061</td>\n",
       "      <td>409018</td>\n",
       "      <td>335596</td>\n",
       "      <td>47187</td>\n",
       "      <td>26235</td>\n",
       "      <td>-</td>\n",
       "      <td>409018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>588745</td>\n",
       "      <td>414813</td>\n",
       "      <td>173933</td>\n",
       "      <td>-</td>\n",
       "      <td>588745</td>\n",
       "      <td>578692</td>\n",
       "      <td>404821</td>\n",
       "      <td>173871</td>\n",
       "      <td>-</td>\n",
       "      <td>578692</td>\n",
       "      <td>...</td>\n",
       "      <td>200231</td>\n",
       "      <td>333511</td>\n",
       "      <td>-</td>\n",
       "      <td>930373</td>\n",
       "      <td>915067</td>\n",
       "      <td>380548</td>\n",
       "      <td>213930</td>\n",
       "      <td>320589</td>\n",
       "      <td>-</td>\n",
       "      <td>915067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>12881205</td>\n",
       "      <td>9768434</td>\n",
       "      <td>16942</td>\n",
       "      <td>3095829</td>\n",
       "      <td>9785376</td>\n",
       "      <td>11800069</td>\n",
       "      <td>9838569</td>\n",
       "      <td>18705</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>...</td>\n",
       "      <td>22700</td>\n",
       "      <td>43821</td>\n",
       "      <td>X</td>\n",
       "      <td>11676382</td>\n",
       "      <td>X</td>\n",
       "      <td>11163931</td>\n",
       "      <td>22598</td>\n",
       "      <td>47232</td>\n",
       "      <td>X</td>\n",
       "      <td>11233761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>259252</td>\n",
       "      <td>142364</td>\n",
       "      <td>1874</td>\n",
       "      <td>115014</td>\n",
       "      <td>144238</td>\n",
       "      <td>654615</td>\n",
       "      <td>150065</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>...</td>\n",
       "      <td>14524</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>189815</td>\n",
       "      <td>X</td>\n",
       "      <td>189854</td>\n",
       "      <td>14857</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>204710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>11441370</td>\n",
       "      <td>7962127</td>\n",
       "      <td>416485</td>\n",
       "      <td>3062758</td>\n",
       "      <td>8378612</td>\n",
       "      <td>11629215</td>\n",
       "      <td>9141514</td>\n",
       "      <td>449311</td>\n",
       "      <td>2038389</td>\n",
       "      <td>9590826</td>\n",
       "      <td>...</td>\n",
       "      <td>712522</td>\n",
       "      <td>467647</td>\n",
       "      <td>2045419</td>\n",
       "      <td>19396084</td>\n",
       "      <td>22641088</td>\n",
       "      <td>19118946</td>\n",
       "      <td>797934</td>\n",
       "      <td>450932</td>\n",
       "      <td>2273277</td>\n",
       "      <td>20367811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>4244324</td>\n",
       "      <td>2679430</td>\n",
       "      <td>98478</td>\n",
       "      <td>1466417</td>\n",
       "      <td>2777907</td>\n",
       "      <td>4720757</td>\n",
       "      <td>2725130</td>\n",
       "      <td>102205</td>\n",
       "      <td>1893422</td>\n",
       "      <td>2827335</td>\n",
       "      <td>...</td>\n",
       "      <td>111354</td>\n",
       "      <td>26574</td>\n",
       "      <td>3529265</td>\n",
       "      <td>4528733</td>\n",
       "      <td>9108374</td>\n",
       "      <td>4951493</td>\n",
       "      <td>126054</td>\n",
       "      <td>38128</td>\n",
       "      <td>3992700</td>\n",
       "      <td>5115674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>2634862</td>\n",
       "      <td>2605459</td>\n",
       "      <td>29403</td>\n",
       "      <td>-</td>\n",
       "      <td>2634862</td>\n",
       "      <td>2637086</td>\n",
       "      <td>2603106</td>\n",
       "      <td>33980</td>\n",
       "      <td>-</td>\n",
       "      <td>2637086</td>\n",
       "      <td>...</td>\n",
       "      <td>52511</td>\n",
       "      <td>49983</td>\n",
       "      <td>-</td>\n",
       "      <td>3333840</td>\n",
       "      <td>3359185</td>\n",
       "      <td>3255048</td>\n",
       "      <td>54817</td>\n",
       "      <td>49320</td>\n",
       "      <td>-</td>\n",
       "      <td>3359185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>39662689</td>\n",
       "      <td>13414407</td>\n",
       "      <td>52632</td>\n",
       "      <td>26195650</td>\n",
       "      <td>13467039</td>\n",
       "      <td>41881226</td>\n",
       "      <td>16796338</td>\n",
       "      <td>49317</td>\n",
       "      <td>25035571</td>\n",
       "      <td>16845655</td>\n",
       "      <td>...</td>\n",
       "      <td>46833</td>\n",
       "      <td>33138</td>\n",
       "      <td>22174188</td>\n",
       "      <td>16717517</td>\n",
       "      <td>38337059</td>\n",
       "      <td>17086308</td>\n",
       "      <td>62116</td>\n",
       "      <td>33554</td>\n",
       "      <td>21155082</td>\n",
       "      <td>17181977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>3224579</td>\n",
       "      <td>2281109</td>\n",
       "      <td>36626</td>\n",
       "      <td>906844</td>\n",
       "      <td>2317735</td>\n",
       "      <td>3354212</td>\n",
       "      <td>2516218</td>\n",
       "      <td>35742</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>...</td>\n",
       "      <td>38136</td>\n",
       "      <td>39378</td>\n",
       "      <td>X</td>\n",
       "      <td>3175537</td>\n",
       "      <td>X</td>\n",
       "      <td>2855605</td>\n",
       "      <td>41228</td>\n",
       "      <td>40000</td>\n",
       "      <td>X</td>\n",
       "      <td>2936834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>23214821</td>\n",
       "      <td>21256008</td>\n",
       "      <td>13161</td>\n",
       "      <td>1945652</td>\n",
       "      <td>21269169</td>\n",
       "      <td>24472807</td>\n",
       "      <td>22610293</td>\n",
       "      <td>X</td>\n",
       "      <td>1853327</td>\n",
       "      <td>22619480</td>\n",
       "      <td>...</td>\n",
       "      <td>23250</td>\n",
       "      <td>81320</td>\n",
       "      <td>1899081</td>\n",
       "      <td>24250264</td>\n",
       "      <td>23626333</td>\n",
       "      <td>22461725</td>\n",
       "      <td>22879</td>\n",
       "      <td>97027</td>\n",
       "      <td>1044702</td>\n",
       "      <td>22581631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>11453904</td>\n",
       "      <td>11156098</td>\n",
       "      <td>49319</td>\n",
       "      <td>248487</td>\n",
       "      <td>11205417</td>\n",
       "      <td>12367713</td>\n",
       "      <td>11802395</td>\n",
       "      <td>39443</td>\n",
       "      <td>525875</td>\n",
       "      <td>11841838</td>\n",
       "      <td>...</td>\n",
       "      <td>56378</td>\n",
       "      <td>71223</td>\n",
       "      <td>419261</td>\n",
       "      <td>11704373</td>\n",
       "      <td>10673381</td>\n",
       "      <td>10091366</td>\n",
       "      <td>58929</td>\n",
       "      <td>67147</td>\n",
       "      <td>455940</td>\n",
       "      <td>10217442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>16215053</td>\n",
       "      <td>1791700</td>\n",
       "      <td>47023</td>\n",
       "      <td>14376330</td>\n",
       "      <td>1838723</td>\n",
       "      <td>15257463</td>\n",
       "      <td>1712670</td>\n",
       "      <td>44611</td>\n",
       "      <td>13500181</td>\n",
       "      <td>1757282</td>\n",
       "      <td>...</td>\n",
       "      <td>88263</td>\n",
       "      <td>76859</td>\n",
       "      <td>7219639</td>\n",
       "      <td>3740879</td>\n",
       "      <td>12278005</td>\n",
       "      <td>4456729</td>\n",
       "      <td>86191</td>\n",
       "      <td>83713</td>\n",
       "      <td>7651372</td>\n",
       "      <td>4626633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>688070</td>\n",
       "      <td>9289</td>\n",
       "      <td>17547</td>\n",
       "      <td>661234</td>\n",
       "      <td>26835</td>\n",
       "      <td>575564</td>\n",
       "      <td>9304</td>\n",
       "      <td>18207</td>\n",
       "      <td>548054</td>\n",
       "      <td>27510</td>\n",
       "      <td>...</td>\n",
       "      <td>36003</td>\n",
       "      <td>27921</td>\n",
       "      <td>380405</td>\n",
       "      <td>81431</td>\n",
       "      <td>630321</td>\n",
       "      <td>18105</td>\n",
       "      <td>37618</td>\n",
       "      <td>34420</td>\n",
       "      <td>540178</td>\n",
       "      <td>90143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      2013/총계   2013/산업  2013/건물   2013/발전 2013/계(발전제외)    2014/총계   2014/산업  \\\n",
       "지역                                                                             \n",
       "계   151037242  80564808  2306560  68165874     82871368  153577930  87354493   \n",
       "서울    1874442    511550  1020009    342883      1531559    1550804    454947   \n",
       "부산    3409887    765756   142504   2501628       908259    2993116    800815   \n",
       "대구     757691    698552    59139         -       757691     795881    735130   \n",
       "인천   18072346   4733175    92023  13247147      4825199   17921528   4710886   \n",
       "광주     414002    374537    39464         -       414002     387182    342292   \n",
       "대전     588745    414813   173933         -       588745     578692    404821   \n",
       "울산   12881205   9768434    16942   3095829      9785376   11800069   9838569   \n",
       "세종     259252    142364     1874    115014       144238     654615    150065   \n",
       "경기   11441370   7962127   416485   3062758      8378612   11629215   9141514   \n",
       "강원    4244324   2679430    98478   1466417      2777907    4720757   2725130   \n",
       "충북    2634862   2605459    29403         -      2634862    2637086   2603106   \n",
       "충남   39662689  13414407    52632  26195650     13467039   41881226  16796338   \n",
       "전북    3224579   2281109    36626    906844      2317735    3354212   2516218   \n",
       "전남   23214821  21256008    13161   1945652     21269169   24472807  22610293   \n",
       "경북   11453904  11156098    49319    248487     11205417   12367713  11802395   \n",
       "경남   16215053   1791700    47023  14376330      1838723   15257463   1712670   \n",
       "제주     688070      9289    17547    661234        26835     575564      9304   \n",
       "\n",
       "    2014/건물   2014/발전 2014/계(발전제외)  ...  2021/건물  2021/수송   2021/발전  \\\n",
       "지역                                  ...                               \n",
       "계   2323715  63899722     89678208  ...  2947581  2840652  52335829   \n",
       "서울   981610         X            X  ...  1083970  1021857         X   \n",
       "부산   147690         X            X  ...   185605   340142         X   \n",
       "대구    60752         -       795881  ...    77871    77787         -   \n",
       "인천   107893  13102749      4818779  ...   153777   119384   9727109   \n",
       "광주    44890         -       387182  ...    43654    30109         -   \n",
       "대전   173871         -       578692  ...   200231   333511         -   \n",
       "울산    18705         X            X  ...    22700    43821         X   \n",
       "세종        X         X            X  ...    14524        -         X   \n",
       "경기   449311   2038389      9590826  ...   712522   467647   2045419   \n",
       "강원   102205   1893422      2827335  ...   111354    26574   3529265   \n",
       "충북    33980         -      2637086  ...    52511    49983         -   \n",
       "충남    49317  25035571     16845655  ...    46833    33138  22174188   \n",
       "전북    35742         X            X  ...    38136    39378         X   \n",
       "전남        X   1853327     22619480  ...    23250    81320   1899081   \n",
       "경북    39443    525875     11841838  ...    56378    71223    419261   \n",
       "경남    44611  13500181      1757282  ...    88263    76859   7219639   \n",
       "제주    18207    548054        27510  ...    36003    27921    380405   \n",
       "\n",
       "   2021/계(발전제외)    2022/총계    2022/산업  2022/건물  2022/수송   2022/발전 2022/계(발전제외)  \n",
       "지역                                                                              \n",
       "계     110021612  159111027  102690999  3179263  2879226  50361539    108749488  \n",
       "서울      2483116          X     416623  1149622  1040780         X      2607025  \n",
       "부산      1264303          X     733396   192351   344440         X      1270187  \n",
       "대구      1211986    1165227    1001669    84660    78898         -      1165227  \n",
       "인천      4926917   13359509    4174058   166295   126810   8892346      4467163  \n",
       "광주       410061     409018     335596    47187    26235         -       409018  \n",
       "대전       930373     915067     380548   213930   320589         -       915067  \n",
       "울산     11676382          X   11163931    22598    47232         X     11233761  \n",
       "세종       189815          X     189854    14857        -         X       204710  \n",
       "경기     19396084   22641088   19118946   797934   450932   2273277     20367811  \n",
       "강원      4528733    9108374    4951493   126054    38128   3992700      5115674  \n",
       "충북      3333840    3359185    3255048    54817    49320         -      3359185  \n",
       "충남     16717517   38337059   17086308    62116    33554  21155082     17181977  \n",
       "전북      3175537          X    2855605    41228    40000         X      2936834  \n",
       "전남     24250264   23626333   22461725    22879    97027   1044702     22581631  \n",
       "경북     11704373   10673381   10091366    58929    67147    455940     10217442  \n",
       "경남      3740879   12278005    4456729    86191    83713   7651372      4626633  \n",
       "제주        81431     630321      18105    37618    34420    540178        90143  \n",
       "\n",
       "[18 rows x 58 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index = [i[:4]+\"/\"+j for i,j in zip(data.index, data[0])]\n",
    "data = data.drop(0, axis=1).T\n",
    "data.set_index('지역별(/지역별(1)', inplace=True)\n",
    "data.index.name = \"지역\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      2013/총계   2013/산업  2013/건물   2013/발전 2013/계(발전제외)\n",
       "지역                                                     \n",
       "계   151037242  80564808  2306560  68165874     82871368\n",
       "서울    1874442    511550  1020009    342883      1531559\n",
       "부산    3409887    765756   142504   2501628       908259\n",
       "대구     757691    698552    59139         -       757691\n",
       "인천   18072346   4733175    92023  13247147      4825199"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list = [data.iloc[:, :5], data.iloc[:, 5:10]] + [data.iloc[:, i:i+6] for i in range(10, len(data.columns), 6)]\n",
    "data_list[0].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2022/총계</th>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      2022/총계    2022/산업  2022/건물  2022/수송   2022/발전 2022/계(발전제외)\n",
       "지역                                                               \n",
       "계   159111027  102690999  3179263  2879226  50361539    108749488\n",
       "서울          X     416623  1149622  1040780         X      2607025\n",
       "부산          X     733396   192351   344440         X      1270187\n",
       "대구    1165227    1001669    84660    78898         -      1165227\n",
       "인천   13359509    4174058   166295   126810   8892346      4467163"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[-1].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, i in enumerate(range(2013, 2023)):\n",
    "    data_list[idx].columns = [j[5:] for j in data_list[idx].columns]\n",
    "    data_list[idx].to_csv(f\"data_csv/result_EnergyConsumption_{i}.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. 발전전력량 추이"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
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       "      <th>월별(1)</th>\n",
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       "      <td>소계</td>\n",
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       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
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       "      <td>168447</td>\n",
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       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
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       "      <td>594400365</td>\n",
       "      <td>624600113</td>\n",
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       "    <tr>\n",
       "      <th>1월</th>\n",
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       "      <td>343248</td>\n",
       "      <td>13341</td>\n",
       "      <td>19981160</td>\n",
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       "      <td>18595501</td>\n",
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       "      <td>72603</td>\n",
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       "      <td>16103260</td>\n",
       "      <td>3470434</td>\n",
       "      <td>5585160</td>\n",
       "      <td>54726</td>\n",
       "      <td>87518</td>\n",
       "      <td>...</td>\n",
       "      <td>43696</td>\n",
       "      <td>...</td>\n",
       "      <td>54792301</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>34831198</td>\n",
       "      <td>356839</td>\n",
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       "      <td>12154</td>\n",
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       "      <td>46819</td>\n",
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       "      <td>13989890</td>\n",
       "      <td>3745027</td>\n",
       "      <td>5045196</td>\n",
       "      <td>58129</td>\n",
       "      <td>84515</td>\n",
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       "      <td>72864</td>\n",
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       "    <tr>\n",
       "      <th>3월</th>\n",
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       "      <td>327216</td>\n",
       "      <td>13393</td>\n",
       "      <td>19147935</td>\n",
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       "      <td>97061</td>\n",
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       "      <td>49659153</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>33667819</td>\n",
       "      <td>270808</td>\n",
       "      <td>60936</td>\n",
       "      <td>194723</td>\n",
       "      <td>15149</td>\n",
       "      <td>17006886</td>\n",
       "      <td>597629</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>13385162</td>\n",
       "      <td>4268206</td>\n",
       "      <td>3916566</td>\n",
       "      <td>53290</td>\n",
       "      <td>97776</td>\n",
       "      <td>...</td>\n",
       "      <td>24337</td>\n",
       "      <td>...</td>\n",
       "      <td>44858870</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>33674327</td>\n",
       "      <td>268335</td>\n",
       "      <td>80413</td>\n",
       "      <td>173165</td>\n",
       "      <td>14757</td>\n",
       "      <td>17006381</td>\n",
       "      <td>644195</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>...</td>\n",
       "      <td>14609832</td>\n",
       "      <td>4893738</td>\n",
       "      <td>2885380</td>\n",
       "      <td>40090</td>\n",
       "      <td>98190</td>\n",
       "      <td>...</td>\n",
       "      <td>14217</td>\n",
       "      <td>...</td>\n",
       "      <td>46180830</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>34411374</td>\n",
       "      <td>220718</td>\n",
       "      <td>68059</td>\n",
       "      <td>139428</td>\n",
       "      <td>13231</td>\n",
       "      <td>16999332</td>\n",
       "      <td>716365</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>14725941</td>\n",
       "      <td>3829447</td>\n",
       "      <td>3426932</td>\n",
       "      <td>41707</td>\n",
       "      <td>98344</td>\n",
       "      <td>...</td>\n",
       "      <td>13735</td>\n",
       "      <td>...</td>\n",
       "      <td>47586861</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38696606</td>\n",
       "      <td>598630</td>\n",
       "      <td>91898</td>\n",
       "      <td>488581</td>\n",
       "      <td>18151</td>\n",
       "      <td>18729746</td>\n",
       "      <td>631894</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>15354809</td>\n",
       "      <td>4021608</td>\n",
       "      <td>3853755</td>\n",
       "      <td>63090</td>\n",
       "      <td>108010</td>\n",
       "      <td>...</td>\n",
       "      <td>16742</td>\n",
       "      <td>...</td>\n",
       "      <td>55027406</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38472669</td>\n",
       "      <td>572393</td>\n",
       "      <td>50520</td>\n",
       "      <td>505854</td>\n",
       "      <td>16020</td>\n",
       "      <td>19557872</td>\n",
       "      <td>666210</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16308978</td>\n",
       "      <td>3961663</td>\n",
       "      <td>3621352</td>\n",
       "      <td>47316</td>\n",
       "      <td>101643</td>\n",
       "      <td>...</td>\n",
       "      <td>55743</td>\n",
       "      <td>...</td>\n",
       "      <td>53963962</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>33954893</td>\n",
       "      <td>443808</td>\n",
       "      <td>59636</td>\n",
       "      <td>370935</td>\n",
       "      <td>13237</td>\n",
       "      <td>16636681</td>\n",
       "      <td>560390</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>14093577</td>\n",
       "      <td>3971828</td>\n",
       "      <td>2873874</td>\n",
       "      <td>31613</td>\n",
       "      <td>96034</td>\n",
       "      <td>...</td>\n",
       "      <td>37494</td>\n",
       "      <td>...</td>\n",
       "      <td>46308310</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>33806066</td>\n",
       "      <td>334238</td>\n",
       "      <td>42191</td>\n",
       "      <td>278022</td>\n",
       "      <td>14025</td>\n",
       "      <td>15884413</td>\n",
       "      <td>430775</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>...</td>\n",
       "      <td>14381733</td>\n",
       "      <td>4188030</td>\n",
       "      <td>3338275</td>\n",
       "      <td>39605</td>\n",
       "      <td>103911</td>\n",
       "      <td>...</td>\n",
       "      <td>99070</td>\n",
       "      <td>...</td>\n",
       "      <td>45741659</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>34781242</td>\n",
       "      <td>271747</td>\n",
       "      <td>21610</td>\n",
       "      <td>237501</td>\n",
       "      <td>12636</td>\n",
       "      <td>17490555</td>\n",
       "      <td>468437</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>...</td>\n",
       "      <td>14005635</td>\n",
       "      <td>3504268</td>\n",
       "      <td>3940448</td>\n",
       "      <td>35487</td>\n",
       "      <td>98801</td>\n",
       "      <td>...</td>\n",
       "      <td>24701</td>\n",
       "      <td>...</td>\n",
       "      <td>46223019</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>39225690</td>\n",
       "      <td>316664</td>\n",
       "      <td>17787</td>\n",
       "      <td>286524</td>\n",
       "      <td>12353</td>\n",
       "      <td>20282155</td>\n",
       "      <td>620752</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>...</td>\n",
       "      <td>15228671</td>\n",
       "      <td>3531968</td>\n",
       "      <td>5347664</td>\n",
       "      <td>44778</td>\n",
       "      <td>99739</td>\n",
       "      <td>...</td>\n",
       "      <td>23354</td>\n",
       "      <td>...</td>\n",
       "      <td>55570492</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 332 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            2015    2015.1    2015.2    2015.3    2015.4     2015.5    2015.6  \\\n",
       "월                                                                               \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사   한전 및 자회사  한전 및 자회사   \n",
       "월별(1)         소계        수력        수력        수력        수력         기력        기력   \n",
       "월별(1)         소계        소계        일반        양수       소수력         소계       무연탄   \n",
       "합계     432758183   4427049    608281   3650320    168447  216378173   7438271   \n",
       "1월      40246639    391618     35028    343248     13341   19981160    747773   \n",
       "2월      34831198    356839     39561    305124     12154   17655058    650190   \n",
       "3월      36989660    381252     40644    327216     13393   19147935    703659   \n",
       "4월      33667819    270808     60936    194723     15149   17006886    597629   \n",
       "5월      33674327    268335     80413    173165     14757   17006381    644195   \n",
       "6월      34411374    220718     68059    139428     13231   16999332    716365   \n",
       "7월      38696606    598630     91898    488581     18151   18729746    631894   \n",
       "8월      38472669    572393     50520    505854     16020   19557872    666210   \n",
       "9월      33954893    443808     59636    370935     13237   16636681    560390   \n",
       "10월     33806066    334238     42191    278022     14025   15884413    430775   \n",
       "11월     34781242    271747     21610    237501     12636   17490555    468437   \n",
       "12월     39225690    316664     17787    286524     12353   20282155    620752   \n",
       "\n",
       "          2015.7    2015.8    2015.9  ...    2022.36   2022.37   2022.38  \\\n",
       "월                                     ...                                  \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  ...    사업자(종합)   사업자(종합)   사업자(종합)   \n",
       "월별(1)         기력        기력        기력  ...        원자력       신재생        집단   \n",
       "월별(1)        유연탄        중유       LNG  ...         소계        소계        소계   \n",
       "합계     199895424   8822006    222472  ...  176054012  47266256  49158704   \n",
       "1월      18595501    565283     72603  ...   16103260   3470434   5585160   \n",
       "2월      16346181    611868     46819  ...   13989890   3745027   5045196   \n",
       "3월      16953652   1490624         -  ...   13866525   3880039   5324102   \n",
       "4월      15626311    782872        74  ...   13385162   4268206   3916566   \n",
       "5월      15950787    410329      1070  ...   14609832   4893738   2885380   \n",
       "6월      16032178    250789         -  ...   14725941   3829447   3426932   \n",
       "7월      17898976    198876         -  ...   15354809   4021608   3853755   \n",
       "8월      18502378    389283         -  ...   16308978   3961663   3621352   \n",
       "9월      15709191    367100         -  ...   14093577   3971828   2873874   \n",
       "10월     14901645    549966      2026  ...   14381733   4188030   3338275   \n",
       "11월     15404103   1605408     12606  ...   14005635   3504268   3940448   \n",
       "12월     17974521   1599608     87274  ...   15228671   3531968   5347664   \n",
       "\n",
       "       2022.39  2022.40   2022.41 2022.42   2022.43    2022.44    2022.45  \n",
       "월                                                                          \n",
       "월별(1)  사업자(종합)  사업자(종합)      상용자가    상용자가      상용자가       총발전량       총발전량  \n",
       "월별(1)      내연력       기타        소계    한전구입      자가소비   사업자+한전구입   사업자+상용자가  \n",
       "월별(1)       소계       소계        소계      소계        소계         소계         소계  \n",
       "합계      570046  1171543  30650791  451043  30199748  594400365  624600113  \n",
       "1월       54726    87518       ...   43696       ...   54792301        ...  \n",
       "2월       58129    84515       ...   72864       ...   48487502        ...  \n",
       "3월       60216    97061       ...   25090       ...   49659153        ...  \n",
       "4월       53290    97776       ...   24337       ...   44858870        ...  \n",
       "5월       40090    98190       ...   14217       ...   46180830        ...  \n",
       "6월       41707    98344       ...   13735       ...   47586861        ...  \n",
       "7월       63090   108010       ...   16742       ...   55027406        ...  \n",
       "8월       47316   101643       ...   55743       ...   53963962        ...  \n",
       "9월       31613    96034       ...   37494       ...   46308310        ...  \n",
       "10월      39605   103911       ...   99070       ...   45741659        ...  \n",
       "11월      35487    98801       ...   24701       ...   46223019        ...  \n",
       "12월      44778    99739       ...   23354       ...   55570492        ...  \n",
       "\n",
       "[16 rows x 332 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_generations_by_year_month\n",
    "data.set_index(\"월별(1)\", inplace=True)\n",
    "data.index.name = \"월\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_list = []\n",
    "\n",
    "for year in range(2015, 2023):\n",
    "    year_columns = [column for column in data.columns if str(year) in column]\n",
    "    data_list.append(data[year_columns])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2015</th>\n",
       "      <th>2015.1</th>\n",
       "      <th>2015.2</th>\n",
       "      <th>2015.3</th>\n",
       "      <th>2015.4</th>\n",
       "      <th>2015.5</th>\n",
       "      <th>2015.6</th>\n",
       "      <th>2015.7</th>\n",
       "      <th>2015.8</th>\n",
       "      <th>2015.9</th>\n",
       "      <th>...</th>\n",
       "      <th>2015.29</th>\n",
       "      <th>2015.30</th>\n",
       "      <th>2015.31</th>\n",
       "      <th>2015.32</th>\n",
       "      <th>2015.33</th>\n",
       "      <th>2015.34</th>\n",
       "      <th>2015.35</th>\n",
       "      <th>2015.36</th>\n",
       "      <th>2015.37</th>\n",
       "      <th>2015.38</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>...</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>상용자가</td>\n",
       "      <td>총발전량</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>소계</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>...</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>복합화력</td>\n",
       "      <td>원자력</td>\n",
       "      <td>신재생</td>\n",
       "      <td>집단</td>\n",
       "      <td>내연력</td>\n",
       "      <td>한전구입</td>\n",
       "      <td>사업자+한전구입</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>일반</td>\n",
       "      <td>양수</td>\n",
       "      <td>소수력</td>\n",
       "      <td>소계</td>\n",
       "      <td>무연탄</td>\n",
       "      <td>유연탄</td>\n",
       "      <td>중유</td>\n",
       "      <td>LNG</td>\n",
       "      <td>...</td>\n",
       "      <td>유연탄</td>\n",
       "      <td>중유</td>\n",
       "      <td>LNG</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>432758183</td>\n",
       "      <td>4427049</td>\n",
       "      <td>608281</td>\n",
       "      <td>3650320</td>\n",
       "      <td>168447</td>\n",
       "      <td>216378173</td>\n",
       "      <td>7438271</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>...</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>100598385</td>\n",
       "      <td>164762416</td>\n",
       "      <td>17317949</td>\n",
       "      <td>22018711</td>\n",
       "      <td>643164</td>\n",
       "      <td>576355</td>\n",
       "      <td>528091193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>40246639</td>\n",
       "      <td>391618</td>\n",
       "      <td>35028</td>\n",
       "      <td>343248</td>\n",
       "      <td>13341</td>\n",
       "      <td>19981160</td>\n",
       "      <td>747773</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>...</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>10157844</td>\n",
       "      <td>14219729</td>\n",
       "      <td>1389857</td>\n",
       "      <td>2492152</td>\n",
       "      <td>51511</td>\n",
       "      <td>102306</td>\n",
       "      <td>48941856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>34831198</td>\n",
       "      <td>356839</td>\n",
       "      <td>39561</td>\n",
       "      <td>305124</td>\n",
       "      <td>12154</td>\n",
       "      <td>17655058</td>\n",
       "      <td>650190</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>...</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>8389732</td>\n",
       "      <td>12085324</td>\n",
       "      <td>1222329</td>\n",
       "      <td>2080104</td>\n",
       "      <td>47119</td>\n",
       "      <td>92741</td>\n",
       "      <td>42063459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>36989660</td>\n",
       "      <td>381252</td>\n",
       "      <td>40644</td>\n",
       "      <td>327216</td>\n",
       "      <td>13393</td>\n",
       "      <td>19147935</td>\n",
       "      <td>703659</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>9495291</td>\n",
       "      <td>13053018</td>\n",
       "      <td>1462182</td>\n",
       "      <td>1911254</td>\n",
       "      <td>72461</td>\n",
       "      <td>74550</td>\n",
       "      <td>45741749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>33667819</td>\n",
       "      <td>270808</td>\n",
       "      <td>60936</td>\n",
       "      <td>194723</td>\n",
       "      <td>15149</td>\n",
       "      <td>17006886</td>\n",
       "      <td>597629</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>8014525</td>\n",
       "      <td>13015704</td>\n",
       "      <td>1383634</td>\n",
       "      <td>1575627</td>\n",
       "      <td>56829</td>\n",
       "      <td>34204</td>\n",
       "      <td>41517058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>33674327</td>\n",
       "      <td>268335</td>\n",
       "      <td>80413</td>\n",
       "      <td>173165</td>\n",
       "      <td>14757</td>\n",
       "      <td>17006381</td>\n",
       "      <td>644195</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>...</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>7696793</td>\n",
       "      <td>12591490</td>\n",
       "      <td>1470631</td>\n",
       "      <td>1467888</td>\n",
       "      <td>65980</td>\n",
       "      <td>31376</td>\n",
       "      <td>40788967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>34411374</td>\n",
       "      <td>220718</td>\n",
       "      <td>68059</td>\n",
       "      <td>139428</td>\n",
       "      <td>13231</td>\n",
       "      <td>16999332</td>\n",
       "      <td>716365</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>7809964</td>\n",
       "      <td>13516245</td>\n",
       "      <td>1425380</td>\n",
       "      <td>1404024</td>\n",
       "      <td>45227</td>\n",
       "      <td>22862</td>\n",
       "      <td>41582912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38696606</td>\n",
       "      <td>598630</td>\n",
       "      <td>91898</td>\n",
       "      <td>488581</td>\n",
       "      <td>18151</td>\n",
       "      <td>18729746</td>\n",
       "      <td>631894</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>7283141</td>\n",
       "      <td>15836561</td>\n",
       "      <td>1476371</td>\n",
       "      <td>1207524</td>\n",
       "      <td>45183</td>\n",
       "      <td>20888</td>\n",
       "      <td>45295768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38472669</td>\n",
       "      <td>572393</td>\n",
       "      <td>50520</td>\n",
       "      <td>505854</td>\n",
       "      <td>16020</td>\n",
       "      <td>19557872</td>\n",
       "      <td>666210</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>9134407</td>\n",
       "      <td>13282426</td>\n",
       "      <td>1527339</td>\n",
       "      <td>1472607</td>\n",
       "      <td>51643</td>\n",
       "      <td>16306</td>\n",
       "      <td>45707445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>33954893</td>\n",
       "      <td>443808</td>\n",
       "      <td>59636</td>\n",
       "      <td>370935</td>\n",
       "      <td>13237</td>\n",
       "      <td>16636681</td>\n",
       "      <td>560390</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>7978850</td>\n",
       "      <td>12789518</td>\n",
       "      <td>1524743</td>\n",
       "      <td>1470307</td>\n",
       "      <td>46953</td>\n",
       "      <td>17796</td>\n",
       "      <td>40974839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>33806066</td>\n",
       "      <td>334238</td>\n",
       "      <td>42191</td>\n",
       "      <td>278022</td>\n",
       "      <td>14025</td>\n",
       "      <td>15884413</td>\n",
       "      <td>430775</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>...</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>9221264</td>\n",
       "      <td>14364628</td>\n",
       "      <td>1616812</td>\n",
       "      <td>1799171</td>\n",
       "      <td>41453</td>\n",
       "      <td>27730</td>\n",
       "      <td>43365878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>34781242</td>\n",
       "      <td>271747</td>\n",
       "      <td>21610</td>\n",
       "      <td>237501</td>\n",
       "      <td>12636</td>\n",
       "      <td>17490555</td>\n",
       "      <td>468437</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>...</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>8035510</td>\n",
       "      <td>14807909</td>\n",
       "      <td>1331201</td>\n",
       "      <td>2276498</td>\n",
       "      <td>57958</td>\n",
       "      <td>53765</td>\n",
       "      <td>44384437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>39225690</td>\n",
       "      <td>316664</td>\n",
       "      <td>17787</td>\n",
       "      <td>286524</td>\n",
       "      <td>12353</td>\n",
       "      <td>20282155</td>\n",
       "      <td>620752</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>...</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>7381063</td>\n",
       "      <td>15199864</td>\n",
       "      <td>1487470</td>\n",
       "      <td>2861556</td>\n",
       "      <td>60847</td>\n",
       "      <td>81831</td>\n",
       "      <td>47726824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            2015    2015.1    2015.2    2015.3    2015.4     2015.5    2015.6  \\\n",
       "월                                                                               \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사   한전 및 자회사  한전 및 자회사   \n",
       "월별(1)         소계        수력        수력        수력        수력         기력        기력   \n",
       "월별(1)         소계        소계        일반        양수       소수력         소계       무연탄   \n",
       "합계     432758183   4427049    608281   3650320    168447  216378173   7438271   \n",
       "1월      40246639    391618     35028    343248     13341   19981160    747773   \n",
       "2월      34831198    356839     39561    305124     12154   17655058    650190   \n",
       "3월      36989660    381252     40644    327216     13393   19147935    703659   \n",
       "4월      33667819    270808     60936    194723     15149   17006886    597629   \n",
       "5월      33674327    268335     80413    173165     14757   17006381    644195   \n",
       "6월      34411374    220718     68059    139428     13231   16999332    716365   \n",
       "7월      38696606    598630     91898    488581     18151   18729746    631894   \n",
       "8월      38472669    572393     50520    505854     16020   19557872    666210   \n",
       "9월      33954893    443808     59636    370935     13237   16636681    560390   \n",
       "10월     33806066    334238     42191    278022     14025   15884413    430775   \n",
       "11월     34781242    271747     21610    237501     12636   17490555    468437   \n",
       "12월     39225690    316664     17787    286524     12353   20282155    620752   \n",
       "\n",
       "          2015.7    2015.8    2015.9  ...    2015.29  2015.30  2015.31  \\\n",
       "월                                     ...                                \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  ...    사업자(종합)  사업자(종합)  사업자(종합)   \n",
       "월별(1)         기력        기력        기력  ...         기력       기력       기력   \n",
       "월별(1)        유연탄        중유       LNG  ...        유연탄       중유      LNG   \n",
       "합계     199895424   8822006    222472  ...  199895424  8822006   222472   \n",
       "1월      18595501    565283     72603  ...   18595501   565283    72603   \n",
       "2월      16346181    611868     46819  ...   16346181   611868    46819   \n",
       "3월      16953652   1490624         -  ...   16953652  1490624        -   \n",
       "4월      15626311    782872        74  ...   15626311   782872       74   \n",
       "5월      15950787    410329      1070  ...   15950787   410329     1070   \n",
       "6월      16032178    250789         -  ...   16032178   250789        -   \n",
       "7월      17898976    198876         -  ...   17898976   198876        -   \n",
       "8월      18502378    389283         -  ...   18502378   389283        -   \n",
       "9월      15709191    367100         -  ...   15709191   367100        -   \n",
       "10월     14901645    549966      2026  ...   14901645   549966     2026   \n",
       "11월     15404103   1605408     12606  ...   15404103  1605408    12606   \n",
       "12월     17974521   1599608     87274  ...   17974521  1599608    87274   \n",
       "\n",
       "         2015.32    2015.33   2015.34   2015.35  2015.36 2015.37    2015.38  \n",
       "월                                                                            \n",
       "월별(1)    사업자(종합)    사업자(종합)   사업자(종합)   사업자(종합)  사업자(종합)    상용자가       총발전량  \n",
       "월별(1)       복합화력        원자력       신재생        집단      내연력    한전구입   사업자+한전구입  \n",
       "월별(1)         소계         소계        소계        소계       소계      소계         소계  \n",
       "합계     100598385  164762416  17317949  22018711   643164  576355  528091193  \n",
       "1월      10157844   14219729   1389857   2492152    51511  102306   48941856  \n",
       "2월       8389732   12085324   1222329   2080104    47119   92741   42063459  \n",
       "3월       9495291   13053018   1462182   1911254    72461   74550   45741749  \n",
       "4월       8014525   13015704   1383634   1575627    56829   34204   41517058  \n",
       "5월       7696793   12591490   1470631   1467888    65980   31376   40788967  \n",
       "6월       7809964   13516245   1425380   1404024    45227   22862   41582912  \n",
       "7월       7283141   15836561   1476371   1207524    45183   20888   45295768  \n",
       "8월       9134407   13282426   1527339   1472607    51643   16306   45707445  \n",
       "9월       7978850   12789518   1524743   1470307    46953   17796   40974839  \n",
       "10월      9221264   14364628   1616812   1799171    41453   27730   43365878  \n",
       "11월      8035510   14807909   1331201   2276498    57958   53765   44384437  \n",
       "12월      7381063   15199864   1487470   2861556    60847   81831   47726824  \n",
       "\n",
       "[16 rows x 39 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2022</th>\n",
       "      <th>2022.1</th>\n",
       "      <th>2022.2</th>\n",
       "      <th>2022.3</th>\n",
       "      <th>2022.4</th>\n",
       "      <th>2022.5</th>\n",
       "      <th>2022.6</th>\n",
       "      <th>2022.7</th>\n",
       "      <th>2022.8</th>\n",
       "      <th>2022.9</th>\n",
       "      <th>...</th>\n",
       "      <th>2022.36</th>\n",
       "      <th>2022.37</th>\n",
       "      <th>2022.38</th>\n",
       "      <th>2022.39</th>\n",
       "      <th>2022.40</th>\n",
       "      <th>2022.41</th>\n",
       "      <th>2022.42</th>\n",
       "      <th>2022.43</th>\n",
       "      <th>2022.44</th>\n",
       "      <th>2022.45</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>한전 및 자회사</td>\n",
       "      <td>...</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>사업자(종합)</td>\n",
       "      <td>상용자가</td>\n",
       "      <td>상용자가</td>\n",
       "      <td>상용자가</td>\n",
       "      <td>총발전량</td>\n",
       "      <td>총발전량</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>소계</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>수력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>기력</td>\n",
       "      <td>...</td>\n",
       "      <td>원자력</td>\n",
       "      <td>신재생</td>\n",
       "      <td>집단</td>\n",
       "      <td>내연력</td>\n",
       "      <td>기타</td>\n",
       "      <td>소계</td>\n",
       "      <td>한전구입</td>\n",
       "      <td>자가소비</td>\n",
       "      <td>사업자+한전구입</td>\n",
       "      <td>사업자+상용자가</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월별(1)</th>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>일반</td>\n",
       "      <td>양수</td>\n",
       "      <td>소수력</td>\n",
       "      <td>소계</td>\n",
       "      <td>무연탄</td>\n",
       "      <td>유연탄</td>\n",
       "      <td>중유</td>\n",
       "      <td>LNG</td>\n",
       "      <td>...</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>408441461</td>\n",
       "      <td>5043366</td>\n",
       "      <td>1203185</td>\n",
       "      <td>3715049</td>\n",
       "      <td>125132</td>\n",
       "      <td>165999900</td>\n",
       "      <td>1870760</td>\n",
       "      <td>162400003</td>\n",
       "      <td>351793</td>\n",
       "      <td>1377345</td>\n",
       "      <td>...</td>\n",
       "      <td>176054012</td>\n",
       "      <td>47266256</td>\n",
       "      <td>49158704</td>\n",
       "      <td>570046</td>\n",
       "      <td>1171543</td>\n",
       "      <td>30650791</td>\n",
       "      <td>451043</td>\n",
       "      <td>30199748</td>\n",
       "      <td>594400365</td>\n",
       "      <td>624600113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>38575652</td>\n",
       "      <td>382729</td>\n",
       "      <td>41931</td>\n",
       "      <td>330407</td>\n",
       "      <td>10391</td>\n",
       "      <td>16521623</td>\n",
       "      <td>-</td>\n",
       "      <td>16157270</td>\n",
       "      <td>351793</td>\n",
       "      <td>12561</td>\n",
       "      <td>...</td>\n",
       "      <td>16103260</td>\n",
       "      <td>3470434</td>\n",
       "      <td>5585160</td>\n",
       "      <td>54726</td>\n",
       "      <td>87518</td>\n",
       "      <td>...</td>\n",
       "      <td>43696</td>\n",
       "      <td>...</td>\n",
       "      <td>54792301</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>33016704</td>\n",
       "      <td>369163</td>\n",
       "      <td>36696</td>\n",
       "      <td>323696</td>\n",
       "      <td>8771</td>\n",
       "      <td>13635610</td>\n",
       "      <td>-</td>\n",
       "      <td>13602760</td>\n",
       "      <td>-</td>\n",
       "      <td>32850</td>\n",
       "      <td>...</td>\n",
       "      <td>13989890</td>\n",
       "      <td>3745027</td>\n",
       "      <td>5045196</td>\n",
       "      <td>58129</td>\n",
       "      <td>84515</td>\n",
       "      <td>...</td>\n",
       "      <td>72864</td>\n",
       "      <td>...</td>\n",
       "      <td>48487502</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>31875258</td>\n",
       "      <td>413916</td>\n",
       "      <td>61187</td>\n",
       "      <td>343746</td>\n",
       "      <td>8983</td>\n",
       "      <td>11683698</td>\n",
       "      <td>140</td>\n",
       "      <td>11508474</td>\n",
       "      <td>-</td>\n",
       "      <td>175084</td>\n",
       "      <td>...</td>\n",
       "      <td>13866525</td>\n",
       "      <td>3880039</td>\n",
       "      <td>5324102</td>\n",
       "      <td>60216</td>\n",
       "      <td>97061</td>\n",
       "      <td>...</td>\n",
       "      <td>25090</td>\n",
       "      <td>...</td>\n",
       "      <td>49659153</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>29519015</td>\n",
       "      <td>327894</td>\n",
       "      <td>53005</td>\n",
       "      <td>266487</td>\n",
       "      <td>8402</td>\n",
       "      <td>11228739</td>\n",
       "      <td>236341</td>\n",
       "      <td>10952960</td>\n",
       "      <td>-</td>\n",
       "      <td>39438</td>\n",
       "      <td>...</td>\n",
       "      <td>13385162</td>\n",
       "      <td>4268206</td>\n",
       "      <td>3916566</td>\n",
       "      <td>53290</td>\n",
       "      <td>97776</td>\n",
       "      <td>...</td>\n",
       "      <td>24337</td>\n",
       "      <td>...</td>\n",
       "      <td>44858870</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>31436952</td>\n",
       "      <td>376854</td>\n",
       "      <td>75535</td>\n",
       "      <td>293676</td>\n",
       "      <td>7643</td>\n",
       "      <td>11992770</td>\n",
       "      <td>166562</td>\n",
       "      <td>11709780</td>\n",
       "      <td>-</td>\n",
       "      <td>116428</td>\n",
       "      <td>...</td>\n",
       "      <td>14609832</td>\n",
       "      <td>4893738</td>\n",
       "      <td>2885380</td>\n",
       "      <td>40090</td>\n",
       "      <td>98190</td>\n",
       "      <td>...</td>\n",
       "      <td>14217</td>\n",
       "      <td>...</td>\n",
       "      <td>46180830</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>33536092</td>\n",
       "      <td>399386</td>\n",
       "      <td>114153</td>\n",
       "      <td>276411</td>\n",
       "      <td>8822</td>\n",
       "      <td>13765070</td>\n",
       "      <td>156796</td>\n",
       "      <td>13476359</td>\n",
       "      <td>-</td>\n",
       "      <td>131916</td>\n",
       "      <td>...</td>\n",
       "      <td>14725941</td>\n",
       "      <td>3829447</td>\n",
       "      <td>3426932</td>\n",
       "      <td>41707</td>\n",
       "      <td>98344</td>\n",
       "      <td>...</td>\n",
       "      <td>13735</td>\n",
       "      <td>...</td>\n",
       "      <td>47586861</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38923712</td>\n",
       "      <td>522954</td>\n",
       "      <td>222253</td>\n",
       "      <td>286805</td>\n",
       "      <td>13896</td>\n",
       "      <td>17319132</td>\n",
       "      <td>274298</td>\n",
       "      <td>16885548</td>\n",
       "      <td>-</td>\n",
       "      <td>159287</td>\n",
       "      <td>...</td>\n",
       "      <td>15354809</td>\n",
       "      <td>4021608</td>\n",
       "      <td>3853755</td>\n",
       "      <td>63090</td>\n",
       "      <td>108010</td>\n",
       "      <td>...</td>\n",
       "      <td>16742</td>\n",
       "      <td>...</td>\n",
       "      <td>55027406</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38074941</td>\n",
       "      <td>564500</td>\n",
       "      <td>220057</td>\n",
       "      <td>328960</td>\n",
       "      <td>15483</td>\n",
       "      <td>16248273</td>\n",
       "      <td>273412</td>\n",
       "      <td>15917047</td>\n",
       "      <td>-</td>\n",
       "      <td>57814</td>\n",
       "      <td>...</td>\n",
       "      <td>16308978</td>\n",
       "      <td>3961663</td>\n",
       "      <td>3621352</td>\n",
       "      <td>47316</td>\n",
       "      <td>101643</td>\n",
       "      <td>...</td>\n",
       "      <td>55743</td>\n",
       "      <td>...</td>\n",
       "      <td>53963962</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>32037970</td>\n",
       "      <td>481276</td>\n",
       "      <td>152796</td>\n",
       "      <td>316068</td>\n",
       "      <td>12412</td>\n",
       "      <td>13397417</td>\n",
       "      <td>149742</td>\n",
       "      <td>13159753</td>\n",
       "      <td>-</td>\n",
       "      <td>87922</td>\n",
       "      <td>...</td>\n",
       "      <td>14093577</td>\n",
       "      <td>3971828</td>\n",
       "      <td>2873874</td>\n",
       "      <td>31613</td>\n",
       "      <td>96034</td>\n",
       "      <td>...</td>\n",
       "      <td>37494</td>\n",
       "      <td>...</td>\n",
       "      <td>46308310</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>31332137</td>\n",
       "      <td>430161</td>\n",
       "      <td>95362</td>\n",
       "      <td>323630</td>\n",
       "      <td>11169</td>\n",
       "      <td>11915661</td>\n",
       "      <td>197904</td>\n",
       "      <td>11567589</td>\n",
       "      <td>-</td>\n",
       "      <td>150169</td>\n",
       "      <td>...</td>\n",
       "      <td>14381733</td>\n",
       "      <td>4188030</td>\n",
       "      <td>3338275</td>\n",
       "      <td>39605</td>\n",
       "      <td>103911</td>\n",
       "      <td>...</td>\n",
       "      <td>99070</td>\n",
       "      <td>...</td>\n",
       "      <td>45741659</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>31919754</td>\n",
       "      <td>392196</td>\n",
       "      <td>71343</td>\n",
       "      <td>312238</td>\n",
       "      <td>8616</td>\n",
       "      <td>12443691</td>\n",
       "      <td>141076</td>\n",
       "      <td>12115209</td>\n",
       "      <td>-</td>\n",
       "      <td>187406</td>\n",
       "      <td>...</td>\n",
       "      <td>14005635</td>\n",
       "      <td>3504268</td>\n",
       "      <td>3940448</td>\n",
       "      <td>35487</td>\n",
       "      <td>98801</td>\n",
       "      <td>...</td>\n",
       "      <td>24701</td>\n",
       "      <td>...</td>\n",
       "      <td>46223019</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>38193276</td>\n",
       "      <td>382337</td>\n",
       "      <td>58867</td>\n",
       "      <td>312926</td>\n",
       "      <td>10544</td>\n",
       "      <td>15848214</td>\n",
       "      <td>274490</td>\n",
       "      <td>15347254</td>\n",
       "      <td>-</td>\n",
       "      <td>226470</td>\n",
       "      <td>...</td>\n",
       "      <td>15228671</td>\n",
       "      <td>3531968</td>\n",
       "      <td>5347664</td>\n",
       "      <td>44778</td>\n",
       "      <td>99739</td>\n",
       "      <td>...</td>\n",
       "      <td>23354</td>\n",
       "      <td>...</td>\n",
       "      <td>55570492</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            2022    2022.1    2022.2    2022.3    2022.4     2022.5    2022.6  \\\n",
       "월                                                                               \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사  한전 및 자회사   한전 및 자회사  한전 및 자회사   \n",
       "월별(1)         소계        수력        수력        수력        수력         기력        기력   \n",
       "월별(1)         소계        소계        일반        양수       소수력         소계       무연탄   \n",
       "합계     408441461   5043366   1203185   3715049    125132  165999900   1870760   \n",
       "1월      38575652    382729     41931    330407     10391   16521623         -   \n",
       "2월      33016704    369163     36696    323696      8771   13635610         -   \n",
       "3월      31875258    413916     61187    343746      8983   11683698       140   \n",
       "4월      29519015    327894     53005    266487      8402   11228739    236341   \n",
       "5월      31436952    376854     75535    293676      7643   11992770    166562   \n",
       "6월      33536092    399386    114153    276411      8822   13765070    156796   \n",
       "7월      38923712    522954    222253    286805     13896   17319132    274298   \n",
       "8월      38074941    564500    220057    328960     15483   16248273    273412   \n",
       "9월      32037970    481276    152796    316068     12412   13397417    149742   \n",
       "10월     31332137    430161     95362    323630     11169   11915661    197904   \n",
       "11월     31919754    392196     71343    312238      8616   12443691    141076   \n",
       "12월     38193276    382337     58867    312926     10544   15848214    274490   \n",
       "\n",
       "          2022.7    2022.8    2022.9  ...    2022.36   2022.37   2022.38  \\\n",
       "월                                     ...                                  \n",
       "월별(1)   한전 및 자회사  한전 및 자회사  한전 및 자회사  ...    사업자(종합)   사업자(종합)   사업자(종합)   \n",
       "월별(1)         기력        기력        기력  ...        원자력       신재생        집단   \n",
       "월별(1)        유연탄        중유       LNG  ...         소계        소계        소계   \n",
       "합계     162400003    351793   1377345  ...  176054012  47266256  49158704   \n",
       "1월      16157270    351793     12561  ...   16103260   3470434   5585160   \n",
       "2월      13602760         -     32850  ...   13989890   3745027   5045196   \n",
       "3월      11508474         -    175084  ...   13866525   3880039   5324102   \n",
       "4월      10952960         -     39438  ...   13385162   4268206   3916566   \n",
       "5월      11709780         -    116428  ...   14609832   4893738   2885380   \n",
       "6월      13476359         -    131916  ...   14725941   3829447   3426932   \n",
       "7월      16885548         -    159287  ...   15354809   4021608   3853755   \n",
       "8월      15917047         -     57814  ...   16308978   3961663   3621352   \n",
       "9월      13159753         -     87922  ...   14093577   3971828   2873874   \n",
       "10월     11567589         -    150169  ...   14381733   4188030   3338275   \n",
       "11월     12115209         -    187406  ...   14005635   3504268   3940448   \n",
       "12월     15347254         -    226470  ...   15228671   3531968   5347664   \n",
       "\n",
       "       2022.39  2022.40   2022.41 2022.42   2022.43    2022.44    2022.45  \n",
       "월                                                                          \n",
       "월별(1)  사업자(종합)  사업자(종합)      상용자가    상용자가      상용자가       총발전량       총발전량  \n",
       "월별(1)      내연력       기타        소계    한전구입      자가소비   사업자+한전구입   사업자+상용자가  \n",
       "월별(1)       소계       소계        소계      소계        소계         소계         소계  \n",
       "합계      570046  1171543  30650791  451043  30199748  594400365  624600113  \n",
       "1월       54726    87518       ...   43696       ...   54792301        ...  \n",
       "2월       58129    84515       ...   72864       ...   48487502        ...  \n",
       "3월       60216    97061       ...   25090       ...   49659153        ...  \n",
       "4월       53290    97776       ...   24337       ...   44858870        ...  \n",
       "5월       40090    98190       ...   14217       ...   46180830        ...  \n",
       "6월       41707    98344       ...   13735       ...   47586861        ...  \n",
       "7월       63090   108010       ...   16742       ...   55027406        ...  \n",
       "8월       47316   101643       ...   55743       ...   53963962        ...  \n",
       "9월       31613    96034       ...   37494       ...   46308310        ...  \n",
       "10월      39605   103911       ...   99070       ...   45741659        ...  \n",
       "11월      35487    98801       ...   24701       ...   46223019        ...  \n",
       "12월      44778    99739       ...   23354       ...   55570492        ...  \n",
       "\n",
       "[16 rows x 46 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n",
      "C:\\Users\\LG\\AppData\\Local\\Temp\\ipykernel_20988\\2118418475.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data.drop(data.index[:3], inplace=True)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>한전 및 자회사 소계 소계</th>\n",
       "      <th>한전 및 자회사 수력 소계</th>\n",
       "      <th>한전 및 자회사 수력 일반</th>\n",
       "      <th>한전 및 자회사 수력 양수</th>\n",
       "      <th>한전 및 자회사 수력 소수력</th>\n",
       "      <th>한전 및 자회사 기력 소계</th>\n",
       "      <th>한전 및 자회사 기력 무연탄</th>\n",
       "      <th>한전 및 자회사 기력 유연탄</th>\n",
       "      <th>한전 및 자회사 기력 중유</th>\n",
       "      <th>한전 및 자회사 기력 LNG</th>\n",
       "      <th>...</th>\n",
       "      <th>사업자(종합) 기력 유연탄</th>\n",
       "      <th>사업자(종합) 기력 중유</th>\n",
       "      <th>사업자(종합) 기력 LNG</th>\n",
       "      <th>사업자(종합) 복합화력 소계</th>\n",
       "      <th>사업자(종합) 원자력 소계</th>\n",
       "      <th>사업자(종합) 신재생 소계</th>\n",
       "      <th>사업자(종합) 집단 소계</th>\n",
       "      <th>사업자(종합) 내연력 소계</th>\n",
       "      <th>상용자가 한전구입 소계</th>\n",
       "      <th>총발전량 사업자+한전구입 소계</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>432758183</td>\n",
       "      <td>4427049</td>\n",
       "      <td>608281</td>\n",
       "      <td>3650320</td>\n",
       "      <td>168447</td>\n",
       "      <td>216378173</td>\n",
       "      <td>7438271</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>...</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>100598385</td>\n",
       "      <td>164762416</td>\n",
       "      <td>17317949</td>\n",
       "      <td>22018711</td>\n",
       "      <td>643164</td>\n",
       "      <td>576355</td>\n",
       "      <td>528091193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>40246639</td>\n",
       "      <td>391618</td>\n",
       "      <td>35028</td>\n",
       "      <td>343248</td>\n",
       "      <td>13341</td>\n",
       "      <td>19981160</td>\n",
       "      <td>747773</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>...</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>10157844</td>\n",
       "      <td>14219729</td>\n",
       "      <td>1389857</td>\n",
       "      <td>2492152</td>\n",
       "      <td>51511</td>\n",
       "      <td>102306</td>\n",
       "      <td>48941856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>34831198</td>\n",
       "      <td>356839</td>\n",
       "      <td>39561</td>\n",
       "      <td>305124</td>\n",
       "      <td>12154</td>\n",
       "      <td>17655058</td>\n",
       "      <td>650190</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>...</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>8389732</td>\n",
       "      <td>12085324</td>\n",
       "      <td>1222329</td>\n",
       "      <td>2080104</td>\n",
       "      <td>47119</td>\n",
       "      <td>92741</td>\n",
       "      <td>42063459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>36989660</td>\n",
       "      <td>381252</td>\n",
       "      <td>40644</td>\n",
       "      <td>327216</td>\n",
       "      <td>13393</td>\n",
       "      <td>19147935</td>\n",
       "      <td>703659</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>9495291</td>\n",
       "      <td>13053018</td>\n",
       "      <td>1462182</td>\n",
       "      <td>1911254</td>\n",
       "      <td>72461</td>\n",
       "      <td>74550</td>\n",
       "      <td>45741749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>33667819</td>\n",
       "      <td>270808</td>\n",
       "      <td>60936</td>\n",
       "      <td>194723</td>\n",
       "      <td>15149</td>\n",
       "      <td>17006886</td>\n",
       "      <td>597629</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>8014525</td>\n",
       "      <td>13015704</td>\n",
       "      <td>1383634</td>\n",
       "      <td>1575627</td>\n",
       "      <td>56829</td>\n",
       "      <td>34204</td>\n",
       "      <td>41517058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>33674327</td>\n",
       "      <td>268335</td>\n",
       "      <td>80413</td>\n",
       "      <td>173165</td>\n",
       "      <td>14757</td>\n",
       "      <td>17006381</td>\n",
       "      <td>644195</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>...</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>7696793</td>\n",
       "      <td>12591490</td>\n",
       "      <td>1470631</td>\n",
       "      <td>1467888</td>\n",
       "      <td>65980</td>\n",
       "      <td>31376</td>\n",
       "      <td>40788967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>34411374</td>\n",
       "      <td>220718</td>\n",
       "      <td>68059</td>\n",
       "      <td>139428</td>\n",
       "      <td>13231</td>\n",
       "      <td>16999332</td>\n",
       "      <td>716365</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>7809964</td>\n",
       "      <td>13516245</td>\n",
       "      <td>1425380</td>\n",
       "      <td>1404024</td>\n",
       "      <td>45227</td>\n",
       "      <td>22862</td>\n",
       "      <td>41582912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38696606</td>\n",
       "      <td>598630</td>\n",
       "      <td>91898</td>\n",
       "      <td>488581</td>\n",
       "      <td>18151</td>\n",
       "      <td>18729746</td>\n",
       "      <td>631894</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>7283141</td>\n",
       "      <td>15836561</td>\n",
       "      <td>1476371</td>\n",
       "      <td>1207524</td>\n",
       "      <td>45183</td>\n",
       "      <td>20888</td>\n",
       "      <td>45295768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38472669</td>\n",
       "      <td>572393</td>\n",
       "      <td>50520</td>\n",
       "      <td>505854</td>\n",
       "      <td>16020</td>\n",
       "      <td>19557872</td>\n",
       "      <td>666210</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>9134407</td>\n",
       "      <td>13282426</td>\n",
       "      <td>1527339</td>\n",
       "      <td>1472607</td>\n",
       "      <td>51643</td>\n",
       "      <td>16306</td>\n",
       "      <td>45707445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>33954893</td>\n",
       "      <td>443808</td>\n",
       "      <td>59636</td>\n",
       "      <td>370935</td>\n",
       "      <td>13237</td>\n",
       "      <td>16636681</td>\n",
       "      <td>560390</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>7978850</td>\n",
       "      <td>12789518</td>\n",
       "      <td>1524743</td>\n",
       "      <td>1470307</td>\n",
       "      <td>46953</td>\n",
       "      <td>17796</td>\n",
       "      <td>40974839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>33806066</td>\n",
       "      <td>334238</td>\n",
       "      <td>42191</td>\n",
       "      <td>278022</td>\n",
       "      <td>14025</td>\n",
       "      <td>15884413</td>\n",
       "      <td>430775</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>...</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>9221264</td>\n",
       "      <td>14364628</td>\n",
       "      <td>1616812</td>\n",
       "      <td>1799171</td>\n",
       "      <td>41453</td>\n",
       "      <td>27730</td>\n",
       "      <td>43365878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>34781242</td>\n",
       "      <td>271747</td>\n",
       "      <td>21610</td>\n",
       "      <td>237501</td>\n",
       "      <td>12636</td>\n",
       "      <td>17490555</td>\n",
       "      <td>468437</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>...</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>8035510</td>\n",
       "      <td>14807909</td>\n",
       "      <td>1331201</td>\n",
       "      <td>2276498</td>\n",
       "      <td>57958</td>\n",
       "      <td>53765</td>\n",
       "      <td>44384437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>39225690</td>\n",
       "      <td>316664</td>\n",
       "      <td>17787</td>\n",
       "      <td>286524</td>\n",
       "      <td>12353</td>\n",
       "      <td>20282155</td>\n",
       "      <td>620752</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>...</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>7381063</td>\n",
       "      <td>15199864</td>\n",
       "      <td>1487470</td>\n",
       "      <td>2861556</td>\n",
       "      <td>60847</td>\n",
       "      <td>81831</td>\n",
       "      <td>47726824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    한전 및 자회사 소계 소계 한전 및 자회사 수력 소계 한전 및 자회사 수력 일반 한전 및 자회사 수력 양수  \\\n",
       "월                                                                 \n",
       "합계       432758183        4427049         608281        3650320   \n",
       "1월        40246639         391618          35028         343248   \n",
       "2월        34831198         356839          39561         305124   \n",
       "3월        36989660         381252          40644         327216   \n",
       "4월        33667819         270808          60936         194723   \n",
       "5월        33674327         268335          80413         173165   \n",
       "6월        34411374         220718          68059         139428   \n",
       "7월        38696606         598630          91898         488581   \n",
       "8월        38472669         572393          50520         505854   \n",
       "9월        33954893         443808          59636         370935   \n",
       "10월       33806066         334238          42191         278022   \n",
       "11월       34781242         271747          21610         237501   \n",
       "12월       39225690         316664          17787         286524   \n",
       "\n",
       "    한전 및 자회사 수력 소수력 한전 및 자회사 기력 소계 한전 및 자회사 기력 무연탄 한전 및 자회사 기력 유연탄  \\\n",
       "월                                                                    \n",
       "합계           168447      216378173         7438271       199895424   \n",
       "1월            13341       19981160          747773        18595501   \n",
       "2월            12154       17655058          650190        16346181   \n",
       "3월            13393       19147935          703659        16953652   \n",
       "4월            15149       17006886          597629        15626311   \n",
       "5월            14757       17006381          644195        15950787   \n",
       "6월            13231       16999332          716365        16032178   \n",
       "7월            18151       18729746          631894        17898976   \n",
       "8월            16020       19557872          666210        18502378   \n",
       "9월            13237       16636681          560390        15709191   \n",
       "10월           14025       15884413          430775        14901645   \n",
       "11월           12636       17490555          468437        15404103   \n",
       "12월           12353       20282155          620752        17974521   \n",
       "\n",
       "    한전 및 자회사 기력 중유 한전 및 자회사 기력 LNG  ... 사업자(종합) 기력 유연탄 사업자(종합) 기력 중유  \\\n",
       "월                                   ...                                \n",
       "합계         8822006          222472  ...      199895424       8822006   \n",
       "1월          565283           72603  ...       18595501        565283   \n",
       "2월          611868           46819  ...       16346181        611868   \n",
       "3월         1490624               -  ...       16953652       1490624   \n",
       "4월          782872              74  ...       15626311        782872   \n",
       "5월          410329            1070  ...       15950787        410329   \n",
       "6월          250789               -  ...       16032178        250789   \n",
       "7월          198876               -  ...       17898976        198876   \n",
       "8월          389283               -  ...       18502378        389283   \n",
       "9월          367100               -  ...       15709191        367100   \n",
       "10월         549966            2026  ...       14901645        549966   \n",
       "11월        1605408           12606  ...       15404103       1605408   \n",
       "12월        1599608           87274  ...       17974521       1599608   \n",
       "\n",
       "    사업자(종합) 기력 LNG 사업자(종합) 복합화력 소계 사업자(종합) 원자력 소계 사업자(종합) 신재생 소계  \\\n",
       "월                                                                  \n",
       "합계          222472       100598385      164762416       17317949   \n",
       "1월           72603        10157844       14219729        1389857   \n",
       "2월           46819         8389732       12085324        1222329   \n",
       "3월               -         9495291       13053018        1462182   \n",
       "4월              74         8014525       13015704        1383634   \n",
       "5월            1070         7696793       12591490        1470631   \n",
       "6월               -         7809964       13516245        1425380   \n",
       "7월               -         7283141       15836561        1476371   \n",
       "8월               -         9134407       13282426        1527339   \n",
       "9월               -         7978850       12789518        1524743   \n",
       "10월           2026         9221264       14364628        1616812   \n",
       "11월          12606         8035510       14807909        1331201   \n",
       "12월          87274         7381063       15199864        1487470   \n",
       "\n",
       "    사업자(종합) 집단 소계 사업자(종합) 내연력 소계 상용자가 한전구입 소계 총발전량 사업자+한전구입 소계  \n",
       "월                                                               \n",
       "합계       22018711         643164       576355        528091193  \n",
       "1월        2492152          51511       102306         48941856  \n",
       "2월        2080104          47119        92741         42063459  \n",
       "3월        1911254          72461        74550         45741749  \n",
       "4월        1575627          56829        34204         41517058  \n",
       "5월        1467888          65980        31376         40788967  \n",
       "6월        1404024          45227        22862         41582912  \n",
       "7월        1207524          45183        20888         45295768  \n",
       "8월        1472607          51643        16306         45707445  \n",
       "9월        1470307          46953        17796         40974839  \n",
       "10월       1799171          41453        27730         43365878  \n",
       "11월       2276498          57958        53765         44384437  \n",
       "12월       2861556          60847        81831         47726824  \n",
       "\n",
       "[13 rows x 39 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for data in data_list:\n",
    "    new_columns = [i + \" \" + j + \" \" + k for i,j,k in zip(data.iloc[0], data.iloc[1], data.iloc[2])]\n",
    "    data.columns = new_columns\n",
    "    data.drop(data.index[:3], inplace=True)\n",
    "data_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>한전 및 자회사 소계 소계</th>\n",
       "      <th>한전 및 자회사 수력 소계</th>\n",
       "      <th>한전 및 자회사 수력 일반</th>\n",
       "      <th>한전 및 자회사 수력 양수</th>\n",
       "      <th>한전 및 자회사 수력 소수력</th>\n",
       "      <th>한전 및 자회사 기력 소계</th>\n",
       "      <th>한전 및 자회사 기력 무연탄</th>\n",
       "      <th>한전 및 자회사 기력 유연탄</th>\n",
       "      <th>한전 및 자회사 기력 중유</th>\n",
       "      <th>한전 및 자회사 기력 LNG</th>\n",
       "      <th>...</th>\n",
       "      <th>사업자(종합) 원자력 소계</th>\n",
       "      <th>사업자(종합) 신재생 소계</th>\n",
       "      <th>사업자(종합) 집단 소계</th>\n",
       "      <th>사업자(종합) 내연력 소계</th>\n",
       "      <th>사업자(종합) 기타 소계</th>\n",
       "      <th>상용자가 소계 소계</th>\n",
       "      <th>상용자가 한전구입 소계</th>\n",
       "      <th>상용자가 자가소비 소계</th>\n",
       "      <th>총발전량 사업자+한전구입 소계</th>\n",
       "      <th>총발전량 사업자+상용자가 소계</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>408441461</td>\n",
       "      <td>5043366</td>\n",
       "      <td>1203185</td>\n",
       "      <td>3715049</td>\n",
       "      <td>125132</td>\n",
       "      <td>165999900</td>\n",
       "      <td>1870760</td>\n",
       "      <td>162400003</td>\n",
       "      <td>351793</td>\n",
       "      <td>1377345</td>\n",
       "      <td>...</td>\n",
       "      <td>176054012</td>\n",
       "      <td>47266256</td>\n",
       "      <td>49158704</td>\n",
       "      <td>570046</td>\n",
       "      <td>1171543</td>\n",
       "      <td>30650791</td>\n",
       "      <td>451043</td>\n",
       "      <td>30199748</td>\n",
       "      <td>594400365</td>\n",
       "      <td>624600113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>38575652</td>\n",
       "      <td>382729</td>\n",
       "      <td>41931</td>\n",
       "      <td>330407</td>\n",
       "      <td>10391</td>\n",
       "      <td>16521623</td>\n",
       "      <td>-</td>\n",
       "      <td>16157270</td>\n",
       "      <td>351793</td>\n",
       "      <td>12561</td>\n",
       "      <td>...</td>\n",
       "      <td>16103260</td>\n",
       "      <td>3470434</td>\n",
       "      <td>5585160</td>\n",
       "      <td>54726</td>\n",
       "      <td>87518</td>\n",
       "      <td>...</td>\n",
       "      <td>43696</td>\n",
       "      <td>...</td>\n",
       "      <td>54792301</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>33016704</td>\n",
       "      <td>369163</td>\n",
       "      <td>36696</td>\n",
       "      <td>323696</td>\n",
       "      <td>8771</td>\n",
       "      <td>13635610</td>\n",
       "      <td>-</td>\n",
       "      <td>13602760</td>\n",
       "      <td>-</td>\n",
       "      <td>32850</td>\n",
       "      <td>...</td>\n",
       "      <td>13989890</td>\n",
       "      <td>3745027</td>\n",
       "      <td>5045196</td>\n",
       "      <td>58129</td>\n",
       "      <td>84515</td>\n",
       "      <td>...</td>\n",
       "      <td>72864</td>\n",
       "      <td>...</td>\n",
       "      <td>48487502</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>31875258</td>\n",
       "      <td>413916</td>\n",
       "      <td>61187</td>\n",
       "      <td>343746</td>\n",
       "      <td>8983</td>\n",
       "      <td>11683698</td>\n",
       "      <td>140</td>\n",
       "      <td>11508474</td>\n",
       "      <td>-</td>\n",
       "      <td>175084</td>\n",
       "      <td>...</td>\n",
       "      <td>13866525</td>\n",
       "      <td>3880039</td>\n",
       "      <td>5324102</td>\n",
       "      <td>60216</td>\n",
       "      <td>97061</td>\n",
       "      <td>...</td>\n",
       "      <td>25090</td>\n",
       "      <td>...</td>\n",
       "      <td>49659153</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>29519015</td>\n",
       "      <td>327894</td>\n",
       "      <td>53005</td>\n",
       "      <td>266487</td>\n",
       "      <td>8402</td>\n",
       "      <td>11228739</td>\n",
       "      <td>236341</td>\n",
       "      <td>10952960</td>\n",
       "      <td>-</td>\n",
       "      <td>39438</td>\n",
       "      <td>...</td>\n",
       "      <td>13385162</td>\n",
       "      <td>4268206</td>\n",
       "      <td>3916566</td>\n",
       "      <td>53290</td>\n",
       "      <td>97776</td>\n",
       "      <td>...</td>\n",
       "      <td>24337</td>\n",
       "      <td>...</td>\n",
       "      <td>44858870</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>31436952</td>\n",
       "      <td>376854</td>\n",
       "      <td>75535</td>\n",
       "      <td>293676</td>\n",
       "      <td>7643</td>\n",
       "      <td>11992770</td>\n",
       "      <td>166562</td>\n",
       "      <td>11709780</td>\n",
       "      <td>-</td>\n",
       "      <td>116428</td>\n",
       "      <td>...</td>\n",
       "      <td>14609832</td>\n",
       "      <td>4893738</td>\n",
       "      <td>2885380</td>\n",
       "      <td>40090</td>\n",
       "      <td>98190</td>\n",
       "      <td>...</td>\n",
       "      <td>14217</td>\n",
       "      <td>...</td>\n",
       "      <td>46180830</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>33536092</td>\n",
       "      <td>399386</td>\n",
       "      <td>114153</td>\n",
       "      <td>276411</td>\n",
       "      <td>8822</td>\n",
       "      <td>13765070</td>\n",
       "      <td>156796</td>\n",
       "      <td>13476359</td>\n",
       "      <td>-</td>\n",
       "      <td>131916</td>\n",
       "      <td>...</td>\n",
       "      <td>14725941</td>\n",
       "      <td>3829447</td>\n",
       "      <td>3426932</td>\n",
       "      <td>41707</td>\n",
       "      <td>98344</td>\n",
       "      <td>...</td>\n",
       "      <td>13735</td>\n",
       "      <td>...</td>\n",
       "      <td>47586861</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38923712</td>\n",
       "      <td>522954</td>\n",
       "      <td>222253</td>\n",
       "      <td>286805</td>\n",
       "      <td>13896</td>\n",
       "      <td>17319132</td>\n",
       "      <td>274298</td>\n",
       "      <td>16885548</td>\n",
       "      <td>-</td>\n",
       "      <td>159287</td>\n",
       "      <td>...</td>\n",
       "      <td>15354809</td>\n",
       "      <td>4021608</td>\n",
       "      <td>3853755</td>\n",
       "      <td>63090</td>\n",
       "      <td>108010</td>\n",
       "      <td>...</td>\n",
       "      <td>16742</td>\n",
       "      <td>...</td>\n",
       "      <td>55027406</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38074941</td>\n",
       "      <td>564500</td>\n",
       "      <td>220057</td>\n",
       "      <td>328960</td>\n",
       "      <td>15483</td>\n",
       "      <td>16248273</td>\n",
       "      <td>273412</td>\n",
       "      <td>15917047</td>\n",
       "      <td>-</td>\n",
       "      <td>57814</td>\n",
       "      <td>...</td>\n",
       "      <td>16308978</td>\n",
       "      <td>3961663</td>\n",
       "      <td>3621352</td>\n",
       "      <td>47316</td>\n",
       "      <td>101643</td>\n",
       "      <td>...</td>\n",
       "      <td>55743</td>\n",
       "      <td>...</td>\n",
       "      <td>53963962</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>32037970</td>\n",
       "      <td>481276</td>\n",
       "      <td>152796</td>\n",
       "      <td>316068</td>\n",
       "      <td>12412</td>\n",
       "      <td>13397417</td>\n",
       "      <td>149742</td>\n",
       "      <td>13159753</td>\n",
       "      <td>-</td>\n",
       "      <td>87922</td>\n",
       "      <td>...</td>\n",
       "      <td>14093577</td>\n",
       "      <td>3971828</td>\n",
       "      <td>2873874</td>\n",
       "      <td>31613</td>\n",
       "      <td>96034</td>\n",
       "      <td>...</td>\n",
       "      <td>37494</td>\n",
       "      <td>...</td>\n",
       "      <td>46308310</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>31332137</td>\n",
       "      <td>430161</td>\n",
       "      <td>95362</td>\n",
       "      <td>323630</td>\n",
       "      <td>11169</td>\n",
       "      <td>11915661</td>\n",
       "      <td>197904</td>\n",
       "      <td>11567589</td>\n",
       "      <td>-</td>\n",
       "      <td>150169</td>\n",
       "      <td>...</td>\n",
       "      <td>14381733</td>\n",
       "      <td>4188030</td>\n",
       "      <td>3338275</td>\n",
       "      <td>39605</td>\n",
       "      <td>103911</td>\n",
       "      <td>...</td>\n",
       "      <td>99070</td>\n",
       "      <td>...</td>\n",
       "      <td>45741659</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>31919754</td>\n",
       "      <td>392196</td>\n",
       "      <td>71343</td>\n",
       "      <td>312238</td>\n",
       "      <td>8616</td>\n",
       "      <td>12443691</td>\n",
       "      <td>141076</td>\n",
       "      <td>12115209</td>\n",
       "      <td>-</td>\n",
       "      <td>187406</td>\n",
       "      <td>...</td>\n",
       "      <td>14005635</td>\n",
       "      <td>3504268</td>\n",
       "      <td>3940448</td>\n",
       "      <td>35487</td>\n",
       "      <td>98801</td>\n",
       "      <td>...</td>\n",
       "      <td>24701</td>\n",
       "      <td>...</td>\n",
       "      <td>46223019</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>38193276</td>\n",
       "      <td>382337</td>\n",
       "      <td>58867</td>\n",
       "      <td>312926</td>\n",
       "      <td>10544</td>\n",
       "      <td>15848214</td>\n",
       "      <td>274490</td>\n",
       "      <td>15347254</td>\n",
       "      <td>-</td>\n",
       "      <td>226470</td>\n",
       "      <td>...</td>\n",
       "      <td>15228671</td>\n",
       "      <td>3531968</td>\n",
       "      <td>5347664</td>\n",
       "      <td>44778</td>\n",
       "      <td>99739</td>\n",
       "      <td>...</td>\n",
       "      <td>23354</td>\n",
       "      <td>...</td>\n",
       "      <td>55570492</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    한전 및 자회사 소계 소계 한전 및 자회사 수력 소계 한전 및 자회사 수력 일반 한전 및 자회사 수력 양수  \\\n",
       "월                                                                 \n",
       "합계       408441461        5043366        1203185        3715049   \n",
       "1월        38575652         382729          41931         330407   \n",
       "2월        33016704         369163          36696         323696   \n",
       "3월        31875258         413916          61187         343746   \n",
       "4월        29519015         327894          53005         266487   \n",
       "5월        31436952         376854          75535         293676   \n",
       "6월        33536092         399386         114153         276411   \n",
       "7월        38923712         522954         222253         286805   \n",
       "8월        38074941         564500         220057         328960   \n",
       "9월        32037970         481276         152796         316068   \n",
       "10월       31332137         430161          95362         323630   \n",
       "11월       31919754         392196          71343         312238   \n",
       "12월       38193276         382337          58867         312926   \n",
       "\n",
       "    한전 및 자회사 수력 소수력 한전 및 자회사 기력 소계 한전 및 자회사 기력 무연탄 한전 및 자회사 기력 유연탄  \\\n",
       "월                                                                    \n",
       "합계           125132      165999900         1870760       162400003   \n",
       "1월            10391       16521623               -        16157270   \n",
       "2월             8771       13635610               -        13602760   \n",
       "3월             8983       11683698             140        11508474   \n",
       "4월             8402       11228739          236341        10952960   \n",
       "5월             7643       11992770          166562        11709780   \n",
       "6월             8822       13765070          156796        13476359   \n",
       "7월            13896       17319132          274298        16885548   \n",
       "8월            15483       16248273          273412        15917047   \n",
       "9월            12412       13397417          149742        13159753   \n",
       "10월           11169       11915661          197904        11567589   \n",
       "11월            8616       12443691          141076        12115209   \n",
       "12월           10544       15848214          274490        15347254   \n",
       "\n",
       "    한전 및 자회사 기력 중유 한전 및 자회사 기력 LNG  ... 사업자(종합) 원자력 소계 사업자(종합) 신재생 소계  \\\n",
       "월                                   ...                                 \n",
       "합계          351793         1377345  ...      176054012       47266256   \n",
       "1월          351793           12561  ...       16103260        3470434   \n",
       "2월               -           32850  ...       13989890        3745027   \n",
       "3월               -          175084  ...       13866525        3880039   \n",
       "4월               -           39438  ...       13385162        4268206   \n",
       "5월               -          116428  ...       14609832        4893738   \n",
       "6월               -          131916  ...       14725941        3829447   \n",
       "7월               -          159287  ...       15354809        4021608   \n",
       "8월               -           57814  ...       16308978        3961663   \n",
       "9월               -           87922  ...       14093577        3971828   \n",
       "10월              -          150169  ...       14381733        4188030   \n",
       "11월              -          187406  ...       14005635        3504268   \n",
       "12월              -          226470  ...       15228671        3531968   \n",
       "\n",
       "    사업자(종합) 집단 소계 사업자(종합) 내연력 소계 사업자(종합) 기타 소계 상용자가 소계 소계 상용자가 한전구입 소계  \\\n",
       "월                                                                        \n",
       "합계       49158704         570046       1171543   30650791       451043   \n",
       "1월        5585160          54726         87518        ...        43696   \n",
       "2월        5045196          58129         84515        ...        72864   \n",
       "3월        5324102          60216         97061        ...        25090   \n",
       "4월        3916566          53290         97776        ...        24337   \n",
       "5월        2885380          40090         98190        ...        14217   \n",
       "6월        3426932          41707         98344        ...        13735   \n",
       "7월        3853755          63090        108010        ...        16742   \n",
       "8월        3621352          47316        101643        ...        55743   \n",
       "9월        2873874          31613         96034        ...        37494   \n",
       "10월       3338275          39605        103911        ...        99070   \n",
       "11월       3940448          35487         98801        ...        24701   \n",
       "12월       5347664          44778         99739        ...        23354   \n",
       "\n",
       "    상용자가 자가소비 소계 총발전량 사업자+한전구입 소계 총발전량 사업자+상용자가 소계  \n",
       "월                                                   \n",
       "합계      30199748        594400365        624600113  \n",
       "1월           ...         54792301              ...  \n",
       "2월           ...         48487502              ...  \n",
       "3월           ...         49659153              ...  \n",
       "4월           ...         44858870              ...  \n",
       "5월           ...         46180830              ...  \n",
       "6월           ...         47586861              ...  \n",
       "7월           ...         55027406              ...  \n",
       "8월           ...         53963962              ...  \n",
       "9월           ...         46308310              ...  \n",
       "10월          ...         45741659              ...  \n",
       "11월          ...         46223019              ...  \n",
       "12월          ...         55570492              ...  \n",
       "\n",
       "[13 rows x 46 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>한전 및 자회사 총계</th>\n",
       "      <th>한전 및 자회사 수력 소계</th>\n",
       "      <th>한전 및 자회사 수력 일반</th>\n",
       "      <th>한전 및 자회사 수력 양수</th>\n",
       "      <th>한전 및 자회사 수력 소수력</th>\n",
       "      <th>한전 및 자회사 기력 소계</th>\n",
       "      <th>한전 및 자회사 기력 무연탄</th>\n",
       "      <th>한전 및 자회사 기력 유연탄</th>\n",
       "      <th>한전 및 자회사 기력 중유</th>\n",
       "      <th>한전 및 자회사 기력 LNG</th>\n",
       "      <th>...</th>\n",
       "      <th>사업자(종합) 기력 유연탄</th>\n",
       "      <th>사업자(종합) 기력 중유</th>\n",
       "      <th>사업자(종합) 기력 LNG</th>\n",
       "      <th>사업자(종합) 복합화력 소계</th>\n",
       "      <th>사업자(종합) 원자력 소계</th>\n",
       "      <th>사업자(종합) 신재생 소계</th>\n",
       "      <th>사업자(종합) 집단 소계</th>\n",
       "      <th>사업자(종합) 내연력 소계</th>\n",
       "      <th>상용자가 한전구입 소계</th>\n",
       "      <th>총발전량 사업자+한전구입 소계</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>432758183</td>\n",
       "      <td>4427049</td>\n",
       "      <td>608281</td>\n",
       "      <td>3650320</td>\n",
       "      <td>168447</td>\n",
       "      <td>216378173</td>\n",
       "      <td>7438271</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>...</td>\n",
       "      <td>199895424</td>\n",
       "      <td>8822006</td>\n",
       "      <td>222472</td>\n",
       "      <td>100598385</td>\n",
       "      <td>164762416</td>\n",
       "      <td>17317949</td>\n",
       "      <td>22018711</td>\n",
       "      <td>643164</td>\n",
       "      <td>576355</td>\n",
       "      <td>528091193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>40246639</td>\n",
       "      <td>391618</td>\n",
       "      <td>35028</td>\n",
       "      <td>343248</td>\n",
       "      <td>13341</td>\n",
       "      <td>19981160</td>\n",
       "      <td>747773</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>...</td>\n",
       "      <td>18595501</td>\n",
       "      <td>565283</td>\n",
       "      <td>72603</td>\n",
       "      <td>10157844</td>\n",
       "      <td>14219729</td>\n",
       "      <td>1389857</td>\n",
       "      <td>2492152</td>\n",
       "      <td>51511</td>\n",
       "      <td>102306</td>\n",
       "      <td>48941856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>34831198</td>\n",
       "      <td>356839</td>\n",
       "      <td>39561</td>\n",
       "      <td>305124</td>\n",
       "      <td>12154</td>\n",
       "      <td>17655058</td>\n",
       "      <td>650190</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>...</td>\n",
       "      <td>16346181</td>\n",
       "      <td>611868</td>\n",
       "      <td>46819</td>\n",
       "      <td>8389732</td>\n",
       "      <td>12085324</td>\n",
       "      <td>1222329</td>\n",
       "      <td>2080104</td>\n",
       "      <td>47119</td>\n",
       "      <td>92741</td>\n",
       "      <td>42063459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>36989660</td>\n",
       "      <td>381252</td>\n",
       "      <td>40644</td>\n",
       "      <td>327216</td>\n",
       "      <td>13393</td>\n",
       "      <td>19147935</td>\n",
       "      <td>703659</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16953652</td>\n",
       "      <td>1490624</td>\n",
       "      <td>-</td>\n",
       "      <td>9495291</td>\n",
       "      <td>13053018</td>\n",
       "      <td>1462182</td>\n",
       "      <td>1911254</td>\n",
       "      <td>72461</td>\n",
       "      <td>74550</td>\n",
       "      <td>45741749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>33667819</td>\n",
       "      <td>270808</td>\n",
       "      <td>60936</td>\n",
       "      <td>194723</td>\n",
       "      <td>15149</td>\n",
       "      <td>17006886</td>\n",
       "      <td>597629</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>15626311</td>\n",
       "      <td>782872</td>\n",
       "      <td>74</td>\n",
       "      <td>8014525</td>\n",
       "      <td>13015704</td>\n",
       "      <td>1383634</td>\n",
       "      <td>1575627</td>\n",
       "      <td>56829</td>\n",
       "      <td>34204</td>\n",
       "      <td>41517058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>33674327</td>\n",
       "      <td>268335</td>\n",
       "      <td>80413</td>\n",
       "      <td>173165</td>\n",
       "      <td>14757</td>\n",
       "      <td>17006381</td>\n",
       "      <td>644195</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>...</td>\n",
       "      <td>15950787</td>\n",
       "      <td>410329</td>\n",
       "      <td>1070</td>\n",
       "      <td>7696793</td>\n",
       "      <td>12591490</td>\n",
       "      <td>1470631</td>\n",
       "      <td>1467888</td>\n",
       "      <td>65980</td>\n",
       "      <td>31376</td>\n",
       "      <td>40788967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>34411374</td>\n",
       "      <td>220718</td>\n",
       "      <td>68059</td>\n",
       "      <td>139428</td>\n",
       "      <td>13231</td>\n",
       "      <td>16999332</td>\n",
       "      <td>716365</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>16032178</td>\n",
       "      <td>250789</td>\n",
       "      <td>-</td>\n",
       "      <td>7809964</td>\n",
       "      <td>13516245</td>\n",
       "      <td>1425380</td>\n",
       "      <td>1404024</td>\n",
       "      <td>45227</td>\n",
       "      <td>22862</td>\n",
       "      <td>41582912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38696606</td>\n",
       "      <td>598630</td>\n",
       "      <td>91898</td>\n",
       "      <td>488581</td>\n",
       "      <td>18151</td>\n",
       "      <td>18729746</td>\n",
       "      <td>631894</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>17898976</td>\n",
       "      <td>198876</td>\n",
       "      <td>-</td>\n",
       "      <td>7283141</td>\n",
       "      <td>15836561</td>\n",
       "      <td>1476371</td>\n",
       "      <td>1207524</td>\n",
       "      <td>45183</td>\n",
       "      <td>20888</td>\n",
       "      <td>45295768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38472669</td>\n",
       "      <td>572393</td>\n",
       "      <td>50520</td>\n",
       "      <td>505854</td>\n",
       "      <td>16020</td>\n",
       "      <td>19557872</td>\n",
       "      <td>666210</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>18502378</td>\n",
       "      <td>389283</td>\n",
       "      <td>-</td>\n",
       "      <td>9134407</td>\n",
       "      <td>13282426</td>\n",
       "      <td>1527339</td>\n",
       "      <td>1472607</td>\n",
       "      <td>51643</td>\n",
       "      <td>16306</td>\n",
       "      <td>45707445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>33954893</td>\n",
       "      <td>443808</td>\n",
       "      <td>59636</td>\n",
       "      <td>370935</td>\n",
       "      <td>13237</td>\n",
       "      <td>16636681</td>\n",
       "      <td>560390</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>15709191</td>\n",
       "      <td>367100</td>\n",
       "      <td>-</td>\n",
       "      <td>7978850</td>\n",
       "      <td>12789518</td>\n",
       "      <td>1524743</td>\n",
       "      <td>1470307</td>\n",
       "      <td>46953</td>\n",
       "      <td>17796</td>\n",
       "      <td>40974839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>33806066</td>\n",
       "      <td>334238</td>\n",
       "      <td>42191</td>\n",
       "      <td>278022</td>\n",
       "      <td>14025</td>\n",
       "      <td>15884413</td>\n",
       "      <td>430775</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>...</td>\n",
       "      <td>14901645</td>\n",
       "      <td>549966</td>\n",
       "      <td>2026</td>\n",
       "      <td>9221264</td>\n",
       "      <td>14364628</td>\n",
       "      <td>1616812</td>\n",
       "      <td>1799171</td>\n",
       "      <td>41453</td>\n",
       "      <td>27730</td>\n",
       "      <td>43365878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>34781242</td>\n",
       "      <td>271747</td>\n",
       "      <td>21610</td>\n",
       "      <td>237501</td>\n",
       "      <td>12636</td>\n",
       "      <td>17490555</td>\n",
       "      <td>468437</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>...</td>\n",
       "      <td>15404103</td>\n",
       "      <td>1605408</td>\n",
       "      <td>12606</td>\n",
       "      <td>8035510</td>\n",
       "      <td>14807909</td>\n",
       "      <td>1331201</td>\n",
       "      <td>2276498</td>\n",
       "      <td>57958</td>\n",
       "      <td>53765</td>\n",
       "      <td>44384437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>39225690</td>\n",
       "      <td>316664</td>\n",
       "      <td>17787</td>\n",
       "      <td>286524</td>\n",
       "      <td>12353</td>\n",
       "      <td>20282155</td>\n",
       "      <td>620752</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>...</td>\n",
       "      <td>17974521</td>\n",
       "      <td>1599608</td>\n",
       "      <td>87274</td>\n",
       "      <td>7381063</td>\n",
       "      <td>15199864</td>\n",
       "      <td>1487470</td>\n",
       "      <td>2861556</td>\n",
       "      <td>60847</td>\n",
       "      <td>81831</td>\n",
       "      <td>47726824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    한전 및 자회사 총계 한전 및 자회사 수력 소계 한전 및 자회사 수력 일반 한전 및 자회사 수력 양수 한전 및 자회사 수력 소수력  \\\n",
       "월                                                                              \n",
       "합계    432758183        4427049         608281        3650320          168447   \n",
       "1월     40246639         391618          35028         343248           13341   \n",
       "2월     34831198         356839          39561         305124           12154   \n",
       "3월     36989660         381252          40644         327216           13393   \n",
       "4월     33667819         270808          60936         194723           15149   \n",
       "5월     33674327         268335          80413         173165           14757   \n",
       "6월     34411374         220718          68059         139428           13231   \n",
       "7월     38696606         598630          91898         488581           18151   \n",
       "8월     38472669         572393          50520         505854           16020   \n",
       "9월     33954893         443808          59636         370935           13237   \n",
       "10월    33806066         334238          42191         278022           14025   \n",
       "11월    34781242         271747          21610         237501           12636   \n",
       "12월    39225690         316664          17787         286524           12353   \n",
       "\n",
       "    한전 및 자회사 기력 소계 한전 및 자회사 기력 무연탄 한전 및 자회사 기력 유연탄 한전 및 자회사 기력 중유  \\\n",
       "월                                                                   \n",
       "합계       216378173         7438271       199895424        8822006   \n",
       "1월        19981160          747773        18595501         565283   \n",
       "2월        17655058          650190        16346181         611868   \n",
       "3월        19147935          703659        16953652        1490624   \n",
       "4월        17006886          597629        15626311         782872   \n",
       "5월        17006381          644195        15950787         410329   \n",
       "6월        16999332          716365        16032178         250789   \n",
       "7월        18729746          631894        17898976         198876   \n",
       "8월        19557872          666210        18502378         389283   \n",
       "9월        16636681          560390        15709191         367100   \n",
       "10월       15884413          430775        14901645         549966   \n",
       "11월       17490555          468437        15404103        1605408   \n",
       "12월       20282155          620752        17974521        1599608   \n",
       "\n",
       "    한전 및 자회사 기력 LNG  ... 사업자(종합) 기력 유연탄 사업자(종합) 기력 중유 사업자(종합) 기력 LNG  \\\n",
       "월                    ...                                               \n",
       "합계           222472  ...      199895424       8822006         222472   \n",
       "1월            72603  ...       18595501        565283          72603   \n",
       "2월            46819  ...       16346181        611868          46819   \n",
       "3월                -  ...       16953652       1490624              -   \n",
       "4월               74  ...       15626311        782872             74   \n",
       "5월             1070  ...       15950787        410329           1070   \n",
       "6월                -  ...       16032178        250789              -   \n",
       "7월                -  ...       17898976        198876              -   \n",
       "8월                -  ...       18502378        389283              -   \n",
       "9월                -  ...       15709191        367100              -   \n",
       "10월            2026  ...       14901645        549966           2026   \n",
       "11월           12606  ...       15404103       1605408          12606   \n",
       "12월           87274  ...       17974521       1599608          87274   \n",
       "\n",
       "    사업자(종합) 복합화력 소계 사업자(종합) 원자력 소계 사업자(종합) 신재생 소계 사업자(종합) 집단 소계  \\\n",
       "월                                                                 \n",
       "합계        100598385      164762416       17317949      22018711   \n",
       "1월         10157844       14219729        1389857       2492152   \n",
       "2월          8389732       12085324        1222329       2080104   \n",
       "3월          9495291       13053018        1462182       1911254   \n",
       "4월          8014525       13015704        1383634       1575627   \n",
       "5월          7696793       12591490        1470631       1467888   \n",
       "6월          7809964       13516245        1425380       1404024   \n",
       "7월          7283141       15836561        1476371       1207524   \n",
       "8월          9134407       13282426        1527339       1472607   \n",
       "9월          7978850       12789518        1524743       1470307   \n",
       "10월         9221264       14364628        1616812       1799171   \n",
       "11월         8035510       14807909        1331201       2276498   \n",
       "12월         7381063       15199864        1487470       2861556   \n",
       "\n",
       "    사업자(종합) 내연력 소계 상용자가 한전구입 소계 총발전량 사업자+한전구입 소계  \n",
       "월                                                 \n",
       "합계          643164       576355        528091193  \n",
       "1월           51511       102306         48941856  \n",
       "2월           47119        92741         42063459  \n",
       "3월           72461        74550         45741749  \n",
       "4월           56829        34204         41517058  \n",
       "5월           65980        31376         40788967  \n",
       "6월           45227        22862         41582912  \n",
       "7월           45183        20888         45295768  \n",
       "8월           51643        16306         45707445  \n",
       "9월           46953        17796         40974839  \n",
       "10월          41453        27730         43365878  \n",
       "11월          57958        53765         44384437  \n",
       "12월          60847        81831         47726824  \n",
       "\n",
       "[13 rows x 39 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for data in data_list:\n",
    "    for column in data.columns:\n",
    "        if \"소계 소계\" in column:\n",
    "            data.columns = [i.replace(\"소계 소계\", \"총계\") for i in data.columns]\n",
    "            \n",
    "data_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>한전 및 자회사 총계</th>\n",
       "      <th>한전 및 자회사 수력 소계</th>\n",
       "      <th>한전 및 자회사 수력 일반</th>\n",
       "      <th>한전 및 자회사 수력 양수</th>\n",
       "      <th>한전 및 자회사 수력 소수력</th>\n",
       "      <th>한전 및 자회사 기력 소계</th>\n",
       "      <th>한전 및 자회사 기력 무연탄</th>\n",
       "      <th>한전 및 자회사 기력 유연탄</th>\n",
       "      <th>한전 및 자회사 기력 중유</th>\n",
       "      <th>한전 및 자회사 기력 LNG</th>\n",
       "      <th>...</th>\n",
       "      <th>사업자(종합) 원자력 소계</th>\n",
       "      <th>사업자(종합) 신재생 소계</th>\n",
       "      <th>사업자(종합) 집단 소계</th>\n",
       "      <th>사업자(종합) 내연력 소계</th>\n",
       "      <th>사업자(종합) 기타 소계</th>\n",
       "      <th>상용자가 총계</th>\n",
       "      <th>상용자가 한전구입 소계</th>\n",
       "      <th>상용자가 자가소비 소계</th>\n",
       "      <th>총발전량 사업자+한전구입 소계</th>\n",
       "      <th>총발전량 사업자+상용자가 소계</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>월</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>합계</th>\n",
       "      <td>408441461</td>\n",
       "      <td>5043366</td>\n",
       "      <td>1203185</td>\n",
       "      <td>3715049</td>\n",
       "      <td>125132</td>\n",
       "      <td>165999900</td>\n",
       "      <td>1870760</td>\n",
       "      <td>162400003</td>\n",
       "      <td>351793</td>\n",
       "      <td>1377345</td>\n",
       "      <td>...</td>\n",
       "      <td>176054012</td>\n",
       "      <td>47266256</td>\n",
       "      <td>49158704</td>\n",
       "      <td>570046</td>\n",
       "      <td>1171543</td>\n",
       "      <td>30650791</td>\n",
       "      <td>451043</td>\n",
       "      <td>30199748</td>\n",
       "      <td>594400365</td>\n",
       "      <td>624600113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1월</th>\n",
       "      <td>38575652</td>\n",
       "      <td>382729</td>\n",
       "      <td>41931</td>\n",
       "      <td>330407</td>\n",
       "      <td>10391</td>\n",
       "      <td>16521623</td>\n",
       "      <td>-</td>\n",
       "      <td>16157270</td>\n",
       "      <td>351793</td>\n",
       "      <td>12561</td>\n",
       "      <td>...</td>\n",
       "      <td>16103260</td>\n",
       "      <td>3470434</td>\n",
       "      <td>5585160</td>\n",
       "      <td>54726</td>\n",
       "      <td>87518</td>\n",
       "      <td>...</td>\n",
       "      <td>43696</td>\n",
       "      <td>...</td>\n",
       "      <td>54792301</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2월</th>\n",
       "      <td>33016704</td>\n",
       "      <td>369163</td>\n",
       "      <td>36696</td>\n",
       "      <td>323696</td>\n",
       "      <td>8771</td>\n",
       "      <td>13635610</td>\n",
       "      <td>-</td>\n",
       "      <td>13602760</td>\n",
       "      <td>-</td>\n",
       "      <td>32850</td>\n",
       "      <td>...</td>\n",
       "      <td>13989890</td>\n",
       "      <td>3745027</td>\n",
       "      <td>5045196</td>\n",
       "      <td>58129</td>\n",
       "      <td>84515</td>\n",
       "      <td>...</td>\n",
       "      <td>72864</td>\n",
       "      <td>...</td>\n",
       "      <td>48487502</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3월</th>\n",
       "      <td>31875258</td>\n",
       "      <td>413916</td>\n",
       "      <td>61187</td>\n",
       "      <td>343746</td>\n",
       "      <td>8983</td>\n",
       "      <td>11683698</td>\n",
       "      <td>140</td>\n",
       "      <td>11508474</td>\n",
       "      <td>-</td>\n",
       "      <td>175084</td>\n",
       "      <td>...</td>\n",
       "      <td>13866525</td>\n",
       "      <td>3880039</td>\n",
       "      <td>5324102</td>\n",
       "      <td>60216</td>\n",
       "      <td>97061</td>\n",
       "      <td>...</td>\n",
       "      <td>25090</td>\n",
       "      <td>...</td>\n",
       "      <td>49659153</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4월</th>\n",
       "      <td>29519015</td>\n",
       "      <td>327894</td>\n",
       "      <td>53005</td>\n",
       "      <td>266487</td>\n",
       "      <td>8402</td>\n",
       "      <td>11228739</td>\n",
       "      <td>236341</td>\n",
       "      <td>10952960</td>\n",
       "      <td>-</td>\n",
       "      <td>39438</td>\n",
       "      <td>...</td>\n",
       "      <td>13385162</td>\n",
       "      <td>4268206</td>\n",
       "      <td>3916566</td>\n",
       "      <td>53290</td>\n",
       "      <td>97776</td>\n",
       "      <td>...</td>\n",
       "      <td>24337</td>\n",
       "      <td>...</td>\n",
       "      <td>44858870</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5월</th>\n",
       "      <td>31436952</td>\n",
       "      <td>376854</td>\n",
       "      <td>75535</td>\n",
       "      <td>293676</td>\n",
       "      <td>7643</td>\n",
       "      <td>11992770</td>\n",
       "      <td>166562</td>\n",
       "      <td>11709780</td>\n",
       "      <td>-</td>\n",
       "      <td>116428</td>\n",
       "      <td>...</td>\n",
       "      <td>14609832</td>\n",
       "      <td>4893738</td>\n",
       "      <td>2885380</td>\n",
       "      <td>40090</td>\n",
       "      <td>98190</td>\n",
       "      <td>...</td>\n",
       "      <td>14217</td>\n",
       "      <td>...</td>\n",
       "      <td>46180830</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6월</th>\n",
       "      <td>33536092</td>\n",
       "      <td>399386</td>\n",
       "      <td>114153</td>\n",
       "      <td>276411</td>\n",
       "      <td>8822</td>\n",
       "      <td>13765070</td>\n",
       "      <td>156796</td>\n",
       "      <td>13476359</td>\n",
       "      <td>-</td>\n",
       "      <td>131916</td>\n",
       "      <td>...</td>\n",
       "      <td>14725941</td>\n",
       "      <td>3829447</td>\n",
       "      <td>3426932</td>\n",
       "      <td>41707</td>\n",
       "      <td>98344</td>\n",
       "      <td>...</td>\n",
       "      <td>13735</td>\n",
       "      <td>...</td>\n",
       "      <td>47586861</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7월</th>\n",
       "      <td>38923712</td>\n",
       "      <td>522954</td>\n",
       "      <td>222253</td>\n",
       "      <td>286805</td>\n",
       "      <td>13896</td>\n",
       "      <td>17319132</td>\n",
       "      <td>274298</td>\n",
       "      <td>16885548</td>\n",
       "      <td>-</td>\n",
       "      <td>159287</td>\n",
       "      <td>...</td>\n",
       "      <td>15354809</td>\n",
       "      <td>4021608</td>\n",
       "      <td>3853755</td>\n",
       "      <td>63090</td>\n",
       "      <td>108010</td>\n",
       "      <td>...</td>\n",
       "      <td>16742</td>\n",
       "      <td>...</td>\n",
       "      <td>55027406</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8월</th>\n",
       "      <td>38074941</td>\n",
       "      <td>564500</td>\n",
       "      <td>220057</td>\n",
       "      <td>328960</td>\n",
       "      <td>15483</td>\n",
       "      <td>16248273</td>\n",
       "      <td>273412</td>\n",
       "      <td>15917047</td>\n",
       "      <td>-</td>\n",
       "      <td>57814</td>\n",
       "      <td>...</td>\n",
       "      <td>16308978</td>\n",
       "      <td>3961663</td>\n",
       "      <td>3621352</td>\n",
       "      <td>47316</td>\n",
       "      <td>101643</td>\n",
       "      <td>...</td>\n",
       "      <td>55743</td>\n",
       "      <td>...</td>\n",
       "      <td>53963962</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9월</th>\n",
       "      <td>32037970</td>\n",
       "      <td>481276</td>\n",
       "      <td>152796</td>\n",
       "      <td>316068</td>\n",
       "      <td>12412</td>\n",
       "      <td>13397417</td>\n",
       "      <td>149742</td>\n",
       "      <td>13159753</td>\n",
       "      <td>-</td>\n",
       "      <td>87922</td>\n",
       "      <td>...</td>\n",
       "      <td>14093577</td>\n",
       "      <td>3971828</td>\n",
       "      <td>2873874</td>\n",
       "      <td>31613</td>\n",
       "      <td>96034</td>\n",
       "      <td>...</td>\n",
       "      <td>37494</td>\n",
       "      <td>...</td>\n",
       "      <td>46308310</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10월</th>\n",
       "      <td>31332137</td>\n",
       "      <td>430161</td>\n",
       "      <td>95362</td>\n",
       "      <td>323630</td>\n",
       "      <td>11169</td>\n",
       "      <td>11915661</td>\n",
       "      <td>197904</td>\n",
       "      <td>11567589</td>\n",
       "      <td>-</td>\n",
       "      <td>150169</td>\n",
       "      <td>...</td>\n",
       "      <td>14381733</td>\n",
       "      <td>4188030</td>\n",
       "      <td>3338275</td>\n",
       "      <td>39605</td>\n",
       "      <td>103911</td>\n",
       "      <td>...</td>\n",
       "      <td>99070</td>\n",
       "      <td>...</td>\n",
       "      <td>45741659</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11월</th>\n",
       "      <td>31919754</td>\n",
       "      <td>392196</td>\n",
       "      <td>71343</td>\n",
       "      <td>312238</td>\n",
       "      <td>8616</td>\n",
       "      <td>12443691</td>\n",
       "      <td>141076</td>\n",
       "      <td>12115209</td>\n",
       "      <td>-</td>\n",
       "      <td>187406</td>\n",
       "      <td>...</td>\n",
       "      <td>14005635</td>\n",
       "      <td>3504268</td>\n",
       "      <td>3940448</td>\n",
       "      <td>35487</td>\n",
       "      <td>98801</td>\n",
       "      <td>...</td>\n",
       "      <td>24701</td>\n",
       "      <td>...</td>\n",
       "      <td>46223019</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12월</th>\n",
       "      <td>38193276</td>\n",
       "      <td>382337</td>\n",
       "      <td>58867</td>\n",
       "      <td>312926</td>\n",
       "      <td>10544</td>\n",
       "      <td>15848214</td>\n",
       "      <td>274490</td>\n",
       "      <td>15347254</td>\n",
       "      <td>-</td>\n",
       "      <td>226470</td>\n",
       "      <td>...</td>\n",
       "      <td>15228671</td>\n",
       "      <td>3531968</td>\n",
       "      <td>5347664</td>\n",
       "      <td>44778</td>\n",
       "      <td>99739</td>\n",
       "      <td>...</td>\n",
       "      <td>23354</td>\n",
       "      <td>...</td>\n",
       "      <td>55570492</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    한전 및 자회사 총계 한전 및 자회사 수력 소계 한전 및 자회사 수력 일반 한전 및 자회사 수력 양수 한전 및 자회사 수력 소수력  \\\n",
       "월                                                                              \n",
       "합계    408441461        5043366        1203185        3715049          125132   \n",
       "1월     38575652         382729          41931         330407           10391   \n",
       "2월     33016704         369163          36696         323696            8771   \n",
       "3월     31875258         413916          61187         343746            8983   \n",
       "4월     29519015         327894          53005         266487            8402   \n",
       "5월     31436952         376854          75535         293676            7643   \n",
       "6월     33536092         399386         114153         276411            8822   \n",
       "7월     38923712         522954         222253         286805           13896   \n",
       "8월     38074941         564500         220057         328960           15483   \n",
       "9월     32037970         481276         152796         316068           12412   \n",
       "10월    31332137         430161          95362         323630           11169   \n",
       "11월    31919754         392196          71343         312238            8616   \n",
       "12월    38193276         382337          58867         312926           10544   \n",
       "\n",
       "    한전 및 자회사 기력 소계 한전 및 자회사 기력 무연탄 한전 및 자회사 기력 유연탄 한전 및 자회사 기력 중유  \\\n",
       "월                                                                   \n",
       "합계       165999900         1870760       162400003         351793   \n",
       "1월        16521623               -        16157270         351793   \n",
       "2월        13635610               -        13602760              -   \n",
       "3월        11683698             140        11508474              -   \n",
       "4월        11228739          236341        10952960              -   \n",
       "5월        11992770          166562        11709780              -   \n",
       "6월        13765070          156796        13476359              -   \n",
       "7월        17319132          274298        16885548              -   \n",
       "8월        16248273          273412        15917047              -   \n",
       "9월        13397417          149742        13159753              -   \n",
       "10월       11915661          197904        11567589              -   \n",
       "11월       12443691          141076        12115209              -   \n",
       "12월       15848214          274490        15347254              -   \n",
       "\n",
       "    한전 및 자회사 기력 LNG  ... 사업자(종합) 원자력 소계 사업자(종합) 신재생 소계 사업자(종합) 집단 소계  \\\n",
       "월                    ...                                               \n",
       "합계          1377345  ...      176054012       47266256      49158704   \n",
       "1월            12561  ...       16103260        3470434       5585160   \n",
       "2월            32850  ...       13989890        3745027       5045196   \n",
       "3월           175084  ...       13866525        3880039       5324102   \n",
       "4월            39438  ...       13385162        4268206       3916566   \n",
       "5월           116428  ...       14609832        4893738       2885380   \n",
       "6월           131916  ...       14725941        3829447       3426932   \n",
       "7월           159287  ...       15354809        4021608       3853755   \n",
       "8월            57814  ...       16308978        3961663       3621352   \n",
       "9월            87922  ...       14093577        3971828       2873874   \n",
       "10월          150169  ...       14381733        4188030       3338275   \n",
       "11월          187406  ...       14005635        3504268       3940448   \n",
       "12월          226470  ...       15228671        3531968       5347664   \n",
       "\n",
       "    사업자(종합) 내연력 소계 사업자(종합) 기타 소계   상용자가 총계 상용자가 한전구입 소계 상용자가 자가소비 소계  \\\n",
       "월                                                                      \n",
       "합계          570046       1171543  30650791       451043     30199748   \n",
       "1월           54726         87518       ...        43696          ...   \n",
       "2월           58129         84515       ...        72864          ...   \n",
       "3월           60216         97061       ...        25090          ...   \n",
       "4월           53290         97776       ...        24337          ...   \n",
       "5월           40090         98190       ...        14217          ...   \n",
       "6월           41707         98344       ...        13735          ...   \n",
       "7월           63090        108010       ...        16742          ...   \n",
       "8월           47316        101643       ...        55743          ...   \n",
       "9월           31613         96034       ...        37494          ...   \n",
       "10월          39605        103911       ...        99070          ...   \n",
       "11월          35487         98801       ...        24701          ...   \n",
       "12월          44778         99739       ...        23354          ...   \n",
       "\n",
       "    총발전량 사업자+한전구입 소계 총발전량 사업자+상용자가 소계  \n",
       "월                                      \n",
       "합계         594400365        624600113  \n",
       "1월          54792301              ...  \n",
       "2월          48487502              ...  \n",
       "3월          49659153              ...  \n",
       "4월          44858870              ...  \n",
       "5월          46180830              ...  \n",
       "6월          47586861              ...  \n",
       "7월          55027406              ...  \n",
       "8월          53963962              ...  \n",
       "9월          46308310              ...  \n",
       "10월         45741659              ...  \n",
       "11월         46223019              ...  \n",
       "12월         55570492              ...  \n",
       "\n",
       "[13 rows x 46 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(2015, 2023):\n",
    "    data_list[i-2015].to_csv(f\"data_csv/result_EnergyGeneration/result_EnergyGeneration_{i}.csv\")"
   ]
  }
 ],
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