Data_Processing.py_v2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0. 선작업"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "라이브러리 로딩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pyplot 한글 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'Malgun Gothic'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "energy_trading_by_locations = pd.read_csv('origin_data/지역별_전력거래량_20240502173346.csv', encoding='UTF-8')\n",
    "energy_sale_by_locations_usages = pd.read_csv('origin_data/행정구역별_용도별_판매전력량_20240501132320.csv', encoding='UTF-8')\n",
    "renew_energy_production_by_locations = pd.read_csv('origin_data/지역별_신·재생에너지_생산량_비재생폐기물_제외_20240501132022.csv', encoding='UTF-8')\n",
    "renew_energy_generations_by_locations = pd.read_csv('origin_data/지역별_신·재생에너지_발전량_비재생폐기물_제외_20240501132124.csv', encoding='UTF-8')\n",
    "energy_consumption_by_locations = pd.read_csv('origin_data/지역별_부문별_소비실적_20240501180330.csv', encoding='UTF-8')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 지역별 전력 거래량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "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>연도</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>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</td>\n",
       "      <td>13.7</td>\n",
       "      <td>5</td>\n",
       "      <td>6.3</td>\n",
       "      <td>15.6</td>\n",
       "      <td>10</td>\n",
       "      <td>1.9</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1</td>\n",
       "      <td>10.6</td>\n",
       "      <td>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</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>2021.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100</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</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>10.8</td>\n",
       "      <td>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</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>2022.1</th>\n",
       "      <td>전력거래량 비율 (%)</td>\n",
       "      <td>100</td>\n",
       "      <td>15.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>8.4</td>\n",
       "      <td>15</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</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",
       "연도            지역별(1)      전국    경기도    강원도   경상남도   경상북도   전라남도   전라북도   \n",
       "2020     전력거래량 (GWh)  515983  70924  25593  32758  80585  51713   9871   \n",
       "2020.1  전력거래량 비율 (%)     100   13.7      5    6.3   15.6     10    1.9   \n",
       "2021     전력거래량 (GWh)  537061  80234  27891  41105  75478  54381  10711   \n",
       "2021.1  전력거래량 비율 (%)     100   14.9    5.2    7.7   14.1   10.1      2   \n",
       "2022     전력거래량 (GWh)  551380  83983  30959  46420  82646  51583  10483   \n",
       "2022.1  전력거래량 비율 (%)     100   15.2    5.6    8.4     15    9.4    1.9   \n",
       "\n",
       "            8     9     10    11     12   13   14    15    16     17     18  \n",
       "연도        충청남도  충청북도   제주도    서울     인천   대전   광주    대구    세종     울산     부산  \n",
       "2020    105447  1551  3829  4956  54608  169  450  2511  3425  28611  38982  \n",
       "2020.1    20.4   0.3   0.7     1   10.6    0  0.1   0.5   0.7    5.5    7.6  \n",
       "2021    102740  1314  4074  5170  58059  177  461  2737  3642  30244  38643  \n",
       "2021.1    19.1   0.2   0.8     1   10.8    0  0.1   0.5   0.7    5.6    7.2  \n",
       "2022     99772  1701  4322  4183  52068  257  542  2370  3153  32279  44657  \n",
       "2022.1    18.1   0.3   0.8   0.8    9.4    0  0.1   0.4   0.6    5.9    8.1  "
      ]
     },
     "execution_count": 426,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_trading_by_locations.T\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "연도별로 분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2020/전력거래량 (GWh)</th>\n",
       "      <th>2020/전력거래량 비율 (%)</th>\n",
       "      <th>2021/전력거래량 (GWh)</th>\n",
       "      <th>2021/전력거래량 비율 (%)</th>\n",
       "      <th>2022/전력거래량 (GWh)</th>\n",
       "      <th>2022/전력거래량 비율 (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</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>전국</th>\n",
       "      <td>515983</td>\n",
       "      <td>100</td>\n",
       "      <td>537061</td>\n",
       "      <td>100</td>\n",
       "      <td>551380</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기도</th>\n",
       "      <td>70924</td>\n",
       "      <td>13.7</td>\n",
       "      <td>80234</td>\n",
       "      <td>14.9</td>\n",
       "      <td>83983</td>\n",
       "      <td>15.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원도</th>\n",
       "      <td>25593</td>\n",
       "      <td>5</td>\n",
       "      <td>27891</td>\n",
       "      <td>5.2</td>\n",
       "      <td>30959</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상남도</th>\n",
       "      <td>32758</td>\n",
       "      <td>6.3</td>\n",
       "      <td>41105</td>\n",
       "      <td>7.7</td>\n",
       "      <td>46420</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상북도</th>\n",
       "      <td>80585</td>\n",
       "      <td>15.6</td>\n",
       "      <td>75478</td>\n",
       "      <td>14.1</td>\n",
       "      <td>82646</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라남도</th>\n",
       "      <td>51713</td>\n",
       "      <td>10</td>\n",
       "      <td>54381</td>\n",
       "      <td>10.1</td>\n",
       "      <td>51583</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라북도</th>\n",
       "      <td>9871</td>\n",
       "      <td>1.9</td>\n",
       "      <td>10711</td>\n",
       "      <td>2</td>\n",
       "      <td>10483</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청남도</th>\n",
       "      <td>105447</td>\n",
       "      <td>20.4</td>\n",
       "      <td>102740</td>\n",
       "      <td>19.1</td>\n",
       "      <td>99772</td>\n",
       "      <td>18.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청북도</th>\n",
       "      <td>1551</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1314</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1701</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주도</th>\n",
       "      <td>3829</td>\n",
       "      <td>0.7</td>\n",
       "      <td>4074</td>\n",
       "      <td>0.8</td>\n",
       "      <td>4322</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>4956</td>\n",
       "      <td>1</td>\n",
       "      <td>5170</td>\n",
       "      <td>1</td>\n",
       "      <td>4183</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>54608</td>\n",
       "      <td>10.6</td>\n",
       "      <td>58059</td>\n",
       "      <td>10.8</td>\n",
       "      <td>52068</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>169</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>0</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>450</td>\n",
       "      <td>0.1</td>\n",
       "      <td>461</td>\n",
       "      <td>0.1</td>\n",
       "      <td>542</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>2511</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2737</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2370</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>3425</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3642</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3153</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>28611</td>\n",
       "      <td>5.5</td>\n",
       "      <td>30244</td>\n",
       "      <td>5.6</td>\n",
       "      <td>32279</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>38982</td>\n",
       "      <td>7.6</td>\n",
       "      <td>38643</td>\n",
       "      <td>7.2</td>\n",
       "      <td>44657</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     2020/전력거래량 (GWh) 2020/전력거래량 비율 (%) 2021/전력거래량 (GWh) 2021/전력거래량 비율 (%)  \\\n",
       "지역                                                                           \n",
       "전국             515983               100           537061               100   \n",
       "경기도             70924              13.7            80234              14.9   \n",
       "강원도             25593                 5            27891               5.2   \n",
       "경상남도            32758               6.3            41105               7.7   \n",
       "경상북도            80585              15.6            75478              14.1   \n",
       "전라남도            51713                10            54381              10.1   \n",
       "전라북도             9871               1.9            10711                 2   \n",
       "충청남도           105447              20.4           102740              19.1   \n",
       "충청북도             1551               0.3             1314               0.2   \n",
       "제주도              3829               0.7             4074               0.8   \n",
       "서울               4956                 1             5170                 1   \n",
       "인천              54608              10.6            58059              10.8   \n",
       "대전                169                 0              177                 0   \n",
       "광주                450               0.1              461               0.1   \n",
       "대구               2511               0.5             2737               0.5   \n",
       "세종               3425               0.7             3642               0.7   \n",
       "울산              28611               5.5            30244               5.6   \n",
       "부산              38982               7.6            38643               7.2   \n",
       "\n",
       "     2022/전력거래량 (GWh) 2022/전력거래량 비율 (%)  \n",
       "지역                                       \n",
       "전국             551380               100  \n",
       "경기도             83983              15.2  \n",
       "강원도             30959               5.6  \n",
       "경상남도            46420               8.4  \n",
       "경상북도            82646                15  \n",
       "전라남도            51583               9.4  \n",
       "전라북도            10483               1.9  \n",
       "충청남도            99772              18.1  \n",
       "충청북도             1701               0.3  \n",
       "제주도              4322               0.8  \n",
       "서울               4183               0.8  \n",
       "인천              52068               9.4  \n",
       "대전                257                 0  \n",
       "광주                542               0.1  \n",
       "대구               2370               0.4  \n",
       "세종               3153               0.6  \n",
       "울산              32279               5.9  \n",
       "부산              44657               8.1  "
      ]
     },
     "execution_count": 427,
     "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('연도/지역별(1)', inplace=True)\n",
    "data.index.name = \"지역\"\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "합계 무결성 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2020/전력거래량 (GWh)      True\n",
       "2020/전력거래량 비율 (%)    False\n",
       "2021/전력거래량 (GWh)      True\n",
       "2021/전력거래량 비율 (%)     True\n",
       "2022/전력거래량 (GWh)     False\n",
       "2022/전력거래량 비율 (%)     True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 428,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[0].astype(float) == data.iloc[1:].astype(float).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2020, data_2021, data_2022 = data.iloc[:, :2], data.iloc[:, 2:4], data.iloc[:, 4:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 430,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>전력거래량 (GWh)</th>\n",
       "      <th>전력거래량 비율 (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>515983</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기도</th>\n",
       "      <td>70924</td>\n",
       "      <td>13.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원도</th>\n",
       "      <td>25593</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상남도</th>\n",
       "      <td>32758</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상북도</th>\n",
       "      <td>80585</td>\n",
       "      <td>15.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라남도</th>\n",
       "      <td>51713</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라북도</th>\n",
       "      <td>9871</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청남도</th>\n",
       "      <td>105447</td>\n",
       "      <td>20.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청북도</th>\n",
       "      <td>1551</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주도</th>\n",
       "      <td>3829</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>4956</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>54608</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>169</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>450</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>2511</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>3425</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>28611</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>38982</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     전력거래량 (GWh) 전력거래량 비율 (%)\n",
       "지역                           \n",
       "전국        515983          100\n",
       "경기도        70924         13.7\n",
       "강원도        25593            5\n",
       "경상남도       32758          6.3\n",
       "경상북도       80585         15.6\n",
       "전라남도       51713           10\n",
       "전라북도        9871          1.9\n",
       "충청남도      105447         20.4\n",
       "충청북도        1551          0.3\n",
       "제주도         3829          0.7\n",
       "서울          4956            1\n",
       "인천         54608         10.6\n",
       "대전           169            0\n",
       "광주           450          0.1\n",
       "대구          2511          0.5\n",
       "세종          3425          0.7\n",
       "울산         28611          5.5\n",
       "부산         38982          7.6"
      ]
     },
     "execution_count": 430,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020.columns = [i[5:] for i in data_2020.columns]\n",
    "data_2020.to_csv(\"result_EnergyTrading_2020.csv\")\n",
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        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>전력거래량 (GWh)</th>\n",
       "      <th>전력거래량 비율 (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>537061</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기도</th>\n",
       "      <td>80234</td>\n",
       "      <td>14.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원도</th>\n",
       "      <td>27891</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상남도</th>\n",
       "      <td>41105</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상북도</th>\n",
       "      <td>75478</td>\n",
       "      <td>14.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라남도</th>\n",
       "      <td>54381</td>\n",
       "      <td>10.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라북도</th>\n",
       "      <td>10711</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청남도</th>\n",
       "      <td>102740</td>\n",
       "      <td>19.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청북도</th>\n",
       "      <td>1314</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주도</th>\n",
       "      <td>4074</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>5170</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>58059</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>177</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>461</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>2737</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>3642</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>30244</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>38643</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     전력거래량 (GWh) 전력거래량 비율 (%)\n",
       "지역                           \n",
       "전국        537061          100\n",
       "경기도        80234         14.9\n",
       "강원도        27891          5.2\n",
       "경상남도       41105          7.7\n",
       "경상북도       75478         14.1\n",
       "전라남도       54381         10.1\n",
       "전라북도       10711            2\n",
       "충청남도      102740         19.1\n",
       "충청북도        1314          0.2\n",
       "제주도         4074          0.8\n",
       "서울          5170            1\n",
       "인천         58059         10.8\n",
       "대전           177            0\n",
       "광주           461          0.1\n",
       "대구          2737          0.5\n",
       "세종          3642          0.7\n",
       "울산         30244          5.6\n",
       "부산         38643          7.2"
      ]
     },
     "execution_count": 431,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2021.columns = [i[5:] for i in data_2021.columns]\n",
    "data_2021.to_csv(\"result_EnergyTrading_2021.csv\")\n",
    "data_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 432,
   "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>전력거래량 (GWh)</th>\n",
       "      <th>전력거래량 비율 (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>551380</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기도</th>\n",
       "      <td>83983</td>\n",
       "      <td>15.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원도</th>\n",
       "      <td>30959</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상남도</th>\n",
       "      <td>46420</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경상북도</th>\n",
       "      <td>82646</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라남도</th>\n",
       "      <td>51583</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전라북도</th>\n",
       "      <td>10483</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청남도</th>\n",
       "      <td>99772</td>\n",
       "      <td>18.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충청북도</th>\n",
       "      <td>1701</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주도</th>\n",
       "      <td>4322</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>4183</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>52068</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>542</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>2370</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>3153</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>32279</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>44657</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     전력거래량 (GWh) 전력거래량 비율 (%)\n",
       "지역                           \n",
       "전국        551380          100\n",
       "경기도        83983         15.2\n",
       "강원도        30959          5.6\n",
       "경상남도       46420          8.4\n",
       "경상북도       82646           15\n",
       "전라남도       51583          9.4\n",
       "전라북도       10483          1.9\n",
       "충청남도       99772         18.1\n",
       "충청북도        1701          0.3\n",
       "제주도         4322          0.8\n",
       "서울          4183          0.8\n",
       "인천         52068          9.4\n",
       "대전           257            0\n",
       "광주           542          0.1\n",
       "대구          2370          0.4\n",
       "세종          3153          0.6\n",
       "울산         32279          5.9\n",
       "부산         44657          8.1"
      ]
     },
     "execution_count": 432,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2022.columns = [i[5:] for i in data_2022.columns]\n",
    "data_2022.to_csv(\"result_EnergyTrading_2022.csv\")\n",
    "data_2022"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 행정구역별 용도별 판매 전력량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 433,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>32</th>\n",
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       "      <td>산업기계</td>\n",
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       "      <th>2020</th>\n",
       "      <td>계</td>\n",
       "      <td>509269715</td>\n",
       "      <td>74073576</td>\n",
       "      <td>23622904</td>\n",
       "      <td>144443994</td>\n",
       "      <td>17036658</td>\n",
       "      <td>1552100</td>\n",
       "      <td>248540483</td>\n",
       "      <td>11533642</td>\n",
       "      <td>1167144</td>\n",
       "      <td>...</td>\n",
       "      <td>8408635</td>\n",
       "      <td>53310591</td>\n",
       "      <td>3843330</td>\n",
       "      <td>6901744</td>\n",
       "      <td>10169452</td>\n",
       "      <td>16488546</td>\n",
       "      <td>4169684</td>\n",
       "      <td>672950</td>\n",
       "      <td>2589300</td>\n",
       "      <td>76149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.1</th>\n",
       "      <td>서울</td>\n",
       "      <td>45787926</td>\n",
       "      <td>13982706</td>\n",
       "      <td>3432231</td>\n",
       "      <td>26860179</td>\n",
       "      <td>14757</td>\n",
       "      <td>1946</td>\n",
       "      <td>1496106</td>\n",
       "      <td>222159</td>\n",
       "      <td>15226</td>\n",
       "      <td>...</td>\n",
       "      <td>50703</td>\n",
       "      <td>44816</td>\n",
       "      <td>43400</td>\n",
       "      <td>16727</td>\n",
       "      <td>133553</td>\n",
       "      <td>16446</td>\n",
       "      <td>19093</td>\n",
       "      <td>3444</td>\n",
       "      <td>105774</td>\n",
       "      <td>1251</td>\n",
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       "    <tr>\n",
       "      <th>2020.2</th>\n",
       "      <td>부산</td>\n",
       "      <td>20503969</td>\n",
       "      <td>4837487</td>\n",
       "      <td>1249802</td>\n",
       "      <td>7416837</td>\n",
       "      <td>106915</td>\n",
       "      <td>18093</td>\n",
       "      <td>6874835</td>\n",
       "      <td>546699</td>\n",
       "      <td>21762</td>\n",
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       "      <td>65270</td>\n",
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       "      <td>933894</td>\n",
       "      <td>1087609</td>\n",
       "      <td>205873</td>\n",
       "      <td>9689</td>\n",
       "      <td>33203</td>\n",
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       "<p>5 rows × 33 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",
       "2020         계  509269715  74073576  23622904  144443994  17036658  1552100   \n",
       "2020.1      서울   45787926  13982706   3432231   26860179     14757     1946   \n",
       "2020.2      부산   20503969   4837487   1249802    7416837    106915    18093   \n",
       "\n",
       "               7         8         9   ...        23        24        25  \\\n",
       "용도별(1)   제조업(10차)  제조업(10차)  제조업(10차)  ...  제조업(10차)  제조업(10차)  제조업(10차)   \n",
       "용도별(2)         소계       식료품        음료  ...      금속가공      전자통신      의료광학   \n",
       "2020    248540483  11533642   1167144  ...   8408635  53310591   3843330   \n",
       "2020.1    1496106    222159     15226  ...     50703     44816     43400   \n",
       "2020.2    6874835    546699     21762  ...    762541     96405     65270   \n",
       "\n",
       "              26        27        28        29        30        31        32  \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",
       "2020     6901744  10169452  16488546   4169684    672950   2589300     76149  \n",
       "2020.1     16727    133553     16446     19093      3444    105774      1251  \n",
       "2020.2    127845    933894   1087609    205873      9689     33203      2654  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 433,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_sale_by_locations_usages.T\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "행과 열 정리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 434,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>5406278</td>\n",
       "      <td>7391006</td>\n",
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       "      <td>5313085</td>\n",
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       "  용도별(/용도별(1) 용도별(/용도별(2)     2020/계   2020/서울   2020/부산   2020/대구   2020/인천  \\\n",
       "1          합계          소계  509269715  45787926  20503969  14758568  23638583   \n",
       "2         가정용          소계   74073576  13982706   4837487   3411777   4294880   \n",
       "3         공공용          소계   23622904   3432231   1249802    808903    871533   \n",
       "4        서비스업          소계  144443994  26860179   7416837   5406278   7391006   \n",
       "5        농림어업          소계   17036658     14757    106915     72005    143486   \n",
       "\n",
       "   2020/광주  2020/대전   2020/울산  ...    2022/경기   2022/강원   2022/충북   2022/충남  \\\n",
       "1  8531108  9405221  33157834  ...  140531012  17325520  29412227  50259638   \n",
       "2  2154034  2019639   1611703  ...   21128150   2332245   2434713   3250542   \n",
       "3   524607  1029942    457346  ...    6148678   1562036   1414053   1205339   \n",
       "4  3165538  4026171   3614653  ...   40545794   6626692   5613790   7707805   \n",
       "5    72418    32961     80504  ...    2803262    791361    956883   2389068   \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",
       "\n",
       "[5 rows x 59 columns]"
      ]
     },
     "execution_count": 434,
     "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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>509269715</td>\n",
       "      <td>45787926</td>\n",
       "      <td>20503969</td>\n",
       "      <td>14758568</td>\n",
       "      <td>23638583</td>\n",
       "      <td>8531108</td>\n",
       "      <td>9405221</td>\n",
       "      <td>33157834</td>\n",
       "      <td>3393223</td>\n",
       "      <td>124688964</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>74073576</td>\n",
       "      <td>13982706</td>\n",
       "      <td>4837487</td>\n",
       "      <td>3411777</td>\n",
       "      <td>4294880</td>\n",
       "      <td>2154034</td>\n",
       "      <td>2019639</td>\n",
       "      <td>1611703</td>\n",
       "      <td>558990</td>\n",
       "      <td>19387551</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>23622904</td>\n",
       "      <td>3432231</td>\n",
       "      <td>1249802</td>\n",
       "      <td>808903</td>\n",
       "      <td>871533</td>\n",
       "      <td>524607</td>\n",
       "      <td>1029942</td>\n",
       "      <td>457346</td>\n",
       "      <td>326228</td>\n",
       "      <td>5665320</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>144443994</td>\n",
       "      <td>26860179</td>\n",
       "      <td>7416837</td>\n",
       "      <td>5406278</td>\n",
       "      <td>7391006</td>\n",
       "      <td>3165538</td>\n",
       "      <td>4026171</td>\n",
       "      <td>3614653</td>\n",
       "      <td>806969</td>\n",
       "      <td>36288050</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>17036658</td>\n",
       "      <td>14757</td>\n",
       "      <td>106915</td>\n",
       "      <td>72005</td>\n",
       "      <td>143486</td>\n",
       "      <td>72418</td>\n",
       "      <td>32961</td>\n",
       "      <td>80504</td>\n",
       "      <td>83300</td>\n",
       "      <td>2527503</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>1552100</td>\n",
       "      <td>1946</td>\n",
       "      <td>18093</td>\n",
       "      <td>11484</td>\n",
       "      <td>53695</td>\n",
       "      <td>1754</td>\n",
       "      <td>906</td>\n",
       "      <td>13973</td>\n",
       "      <td>10923</td>\n",
       "      <td>258425</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(10차)</th>\n",
       "      <td>248540483</td>\n",
       "      <td>1496106</td>\n",
       "      <td>6874835</td>\n",
       "      <td>5048120</td>\n",
       "      <td>10883983</td>\n",
       "      <td>2612757</td>\n",
       "      <td>2295602</td>\n",
       "      <td>27379654</td>\n",
       "      <td>1606813</td>\n",
       "      <td>60562115</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 × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             2020/계   2020/서울   2020/부산   2020/대구   2020/인천  2020/광주  2020/대전  \\\n",
       "용도                                                                              \n",
       "합계        509269715  45787926  20503969  14758568  23638583  8531108  9405221   \n",
       "가정용        74073576  13982706   4837487   3411777   4294880  2154034  2019639   \n",
       "공공용        23622904   3432231   1249802    808903    871533   524607  1029942   \n",
       "서비스업      144443994  26860179   7416837   5406278   7391006  3165538  4026171   \n",
       "농림어업       17036658     14757    106915     72005    143486    72418    32961   \n",
       "광업          1552100      1946     18093     11484     53695     1754      906   \n",
       "제조업(10차)  248540483   1496106   6874835   5048120  10883983  2612757  2295602   \n",
       "\n",
       "           2020/울산  2020/세종    2020/경기  ...    2022/경기   2022/강원   2022/충북  \\\n",
       "용도                                      ...                                  \n",
       "합계        33157834  3393223  124688964  ...  140531012  17325520  29412227   \n",
       "가정용        1611703   558990   19387551  ...   21128150   2332245   2434713   \n",
       "공공용         457346   326228    5665320  ...    6148678   1562036   1414053   \n",
       "서비스업       3614653   806969   36288050  ...   40545794   6626692   5613790   \n",
       "농림어업         80504    83300    2527503  ...    2803262    791361    956883   \n",
       "광업           13973    10923     258425  ...     261890    445375    124485   \n",
       "제조업(10차)  27379654  1606813   60562115  ...   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(10차)  35367782  10959480  21044390  27498700  17957740   308801       -  \n",
       "\n",
       "[7 rows x 57 columns]"
      ]
     },
     "execution_count": 435,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.iloc[:7].drop(\"용도별(/용도별(2)\", axis=1)\n",
    "data.set_index('용도별(/용도별(1)', inplace=True)\n",
    "data.index.name = \"용도\"\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "합계 무결성 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['2020/서울', '2020/대구', '2020/울산', '2020/충북', '2020/경남', '2020/제주',\n",
      "       '2021/인천', '2021/광주', '2022/서울', '2022/인천', '2022/대전', '2022/울산',\n",
      "       '2022/강원', '2022/충남', '2022/전남', '2022/제주'],\n",
      "      dtype='object')\n",
      "Index(['서비스업', '농림어업', '제조업(10차)'], dtype='object', name='용도')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\AppData\\Local\\Temp\\ipykernel_12264\\3357892640.py:1: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  data.replace(\"-\", 0, inplace=True)\n"
     ]
    }
   ],
   "source": [
    "data.replace(\"-\", 0, inplace=True)\n",
    "print(data.columns[data.iloc[0].astype(int) != data.iloc[1:].astype(int).sum()])\n",
    "print(data.index[data.iloc[:,0].astype(int) != data.iloc[:,1:19].astype(int).sum(axis=1)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "연도별 분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2020, data_2021, data_2022 = data.iloc[:, :19], data.iloc[:, 19:38], data.iloc[:, 38:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>용도</th>\n",
       "      <th>합계</th>\n",
       "      <th>가정용</th>\n",
       "      <th>공공용</th>\n",
       "      <th>서비스업</th>\n",
       "      <th>농림어업</th>\n",
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       "      <th>제조업(10차)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>계</th>\n",
       "      <td>509269715</td>\n",
       "      <td>74073576</td>\n",
       "      <td>23622904</td>\n",
       "      <td>144443994</td>\n",
       "      <td>17036658</td>\n",
       "      <td>1552100</td>\n",
       "      <td>248540483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>45787926</td>\n",
       "      <td>13982706</td>\n",
       "      <td>3432231</td>\n",
       "      <td>26860179</td>\n",
       "      <td>14757</td>\n",
       "      <td>1946</td>\n",
       "      <td>1496106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>20503969</td>\n",
       "      <td>4837487</td>\n",
       "      <td>1249802</td>\n",
       "      <td>7416837</td>\n",
       "      <td>106915</td>\n",
       "      <td>18093</td>\n",
       "      <td>6874835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>14758568</td>\n",
       "      <td>3411777</td>\n",
       "      <td>808903</td>\n",
       "      <td>5406278</td>\n",
       "      <td>72005</td>\n",
       "      <td>11484</td>\n",
       "      <td>5048120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>23638583</td>\n",
       "      <td>4294880</td>\n",
       "      <td>871533</td>\n",
       "      <td>7391006</td>\n",
       "      <td>143486</td>\n",
       "      <td>53695</td>\n",
       "      <td>10883983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>8531108</td>\n",
       "      <td>2154034</td>\n",
       "      <td>524607</td>\n",
       "      <td>3165538</td>\n",
       "      <td>72418</td>\n",
       "      <td>1754</td>\n",
       "      <td>2612757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>9405221</td>\n",
       "      <td>2019639</td>\n",
       "      <td>1029942</td>\n",
       "      <td>4026171</td>\n",
       "      <td>32961</td>\n",
       "      <td>906</td>\n",
       "      <td>2295602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>33157834</td>\n",
       "      <td>1611703</td>\n",
       "      <td>457346</td>\n",
       "      <td>3614653</td>\n",
       "      <td>80504</td>\n",
       "      <td>13973</td>\n",
       "      <td>27379654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>3393223</td>\n",
       "      <td>558990</td>\n",
       "      <td>326228</td>\n",
       "      <td>806969</td>\n",
       "      <td>83300</td>\n",
       "      <td>10923</td>\n",
       "      <td>1606813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>124688964</td>\n",
       "      <td>19387551</td>\n",
       "      <td>5665320</td>\n",
       "      <td>36288050</td>\n",
       "      <td>2527503</td>\n",
       "      <td>258425</td>\n",
       "      <td>60562115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>16120067</td>\n",
       "      <td>2197106</td>\n",
       "      <td>1385801</td>\n",
       "      <td>6175120</td>\n",
       "      <td>698450</td>\n",
       "      <td>446395</td>\n",
       "      <td>5217195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>26901894</td>\n",
       "      <td>2291890</td>\n",
       "      <td>1265385</td>\n",
       "      <td>5212990</td>\n",
       "      <td>834980</td>\n",
       "      <td>127046</td>\n",
       "      <td>17169602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>50422732</td>\n",
       "      <td>3038547</td>\n",
       "      <td>1061727</td>\n",
       "      <td>7468271</td>\n",
       "      <td>2043578</td>\n",
       "      <td>198913</td>\n",
       "      <td>36611696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>20538912</td>\n",
       "      <td>2519052</td>\n",
       "      <td>1066828</td>\n",
       "      <td>5048965</td>\n",
       "      <td>1547056</td>\n",
       "      <td>65127</td>\n",
       "      <td>10291884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>30973975</td>\n",
       "      <td>2500682</td>\n",
       "      <td>1177568</td>\n",
       "      <td>5708835</td>\n",
       "      <td>3187514</td>\n",
       "      <td>75960</td>\n",
       "      <td>18323416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>41001627</td>\n",
       "      <td>3631035</td>\n",
       "      <td>1586986</td>\n",
       "      <td>8480620</td>\n",
       "      <td>1937129</td>\n",
       "      <td>197009</td>\n",
       "      <td>25168848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>34069974</td>\n",
       "      <td>4718536</td>\n",
       "      <td>1395218</td>\n",
       "      <td>8915532</td>\n",
       "      <td>2254783</td>\n",
       "      <td>65373</td>\n",
       "      <td>16720533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>5373288</td>\n",
       "      <td>917914</td>\n",
       "      <td>316304</td>\n",
       "      <td>2457351</td>\n",
       "      <td>1399316</td>\n",
       "      <td>5078</td>\n",
       "      <td>277326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>개성</th>\n",
       "      <td>1850</td>\n",
       "      <td>47</td>\n",
       "      <td>1175</td>\n",
       "      <td>628</td>\n",
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      "text/plain": [
       "용도         합계       가정용       공공용       서비스업      농림어업       광업   제조업(10차)\n",
       "계   509269715  74073576  23622904  144443994  17036658  1552100  248540483\n",
       "서울   45787926  13982706   3432231   26860179     14757     1946    1496106\n",
       "부산   20503969   4837487   1249802    7416837    106915    18093    6874835\n",
       "대구   14758568   3411777    808903    5406278     72005    11484    5048120\n",
       "인천   23638583   4294880    871533    7391006    143486    53695   10883983\n",
       "광주    8531108   2154034    524607    3165538     72418     1754    2612757\n",
       "대전    9405221   2019639   1029942    4026171     32961      906    2295602\n",
       "울산   33157834   1611703    457346    3614653     80504    13973   27379654\n",
       "세종    3393223    558990    326228     806969     83300    10923    1606813\n",
       "경기  124688964  19387551   5665320   36288050   2527503   258425   60562115\n",
       "강원   16120067   2197106   1385801    6175120    698450   446395    5217195\n",
       "충북   26901894   2291890   1265385    5212990    834980   127046   17169602\n",
       "충남   50422732   3038547   1061727    7468271   2043578   198913   36611696\n",
       "전북   20538912   2519052   1066828    5048965   1547056    65127   10291884\n",
       "전남   30973975   2500682   1177568    5708835   3187514    75960   18323416\n",
       "경북   41001627   3631035   1586986    8480620   1937129   197009   25168848\n",
       "경남   34069974   4718536   1395218    8915532   2254783    65373   16720533\n",
       "제주    5373288    917914    316304    2457351   1399316     5078     277326\n",
       "개성       1850        47      1175        628         0        0          0"
      ]
     },
     "execution_count": 438,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020.columns = [i[5:] for i in data_2020.columns]\n",
    "data_2020 = data_2020.T\n",
    "data_2020.to_csv(\"result_SalesPower_2020.csv\")\n",
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
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       "      <td>1520211</td>\n",
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       "      <td>133445948</td>\n",
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      "text/plain": [
       "용도         합계       가정용       공공용       서비스업      농림어업       광업   제조업(10차)\n",
       "계   533430811  77558386  25025912  148181597  18496161  1806892  262361863\n",
       "서울   47295807  14656127   3575378   27499011     19189     1902    1544200\n",
       "부산   21067833   4974889   1280159    7507103    110847    19576    7175259\n",
       "대구   15443949   3461331    866403    5562421     79759    15128    5458907\n",
       "인천   24901194   4586787    943788    7572381    166780    87829   11543628\n",
       "광주    8973447   2215918    568578    3272320     76903     3490    2836237\n",
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       "강원   16808006   2289719   1478686    6398541    783547   452010    5405503\n",
       "충북   28402063   2385627   1360538    5365193    920412   128817   18241476\n",
       "충남   48801626   3184715   1121942    7230648   2291760   341587   34630974\n",
       "전북   21486861   2588903   1082470    5146076   1704721    69757   10894934\n",
       "전남   33486886   2578822   1373405    5739917   3461170    82528   20251044\n",
       "경북   44258297   3709248   1706260    8788905   2135822   228781   27689281\n",
       "경남   35734059   4826057   1437292    9042660   2369741    68712   17989597\n",
       "제주    5687730    971492    333656    2626848   1445104     7547     303083\n",
       "개성          0         0         0          0         0        0          0"
      ]
     },
     "execution_count": 439,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2021.columns = [i[5:] for i in data_2021.columns]\n",
    "data_2021 = data_2021.T\n",
    "data_2021.to_csv(\"result_SalesPower_2021.csv\")\n",
    "data_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>3481349</td>\n",
       "      <td>92980</td>\n",
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       "      <td>91637</td>\n",
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       "      <td>140531012</td>\n",
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       "      <td>2803262</td>\n",
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       "      <td>9033740</td>\n",
       "      <td>2295285</td>\n",
       "      <td>219137</td>\n",
       "      <td>27498700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>36190920</td>\n",
       "      <td>4863308</td>\n",
       "      <td>1522501</td>\n",
       "      <td>9371342</td>\n",
       "      <td>2414495</td>\n",
       "      <td>61534</td>\n",
       "      <td>17957740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>6045356</td>\n",
       "      <td>1005271</td>\n",
       "      <td>360568</td>\n",
       "      <td>2843687</td>\n",
       "      <td>1519101</td>\n",
       "      <td>7929</td>\n",
       "      <td>308801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>개성</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "용도         합계       가정용       공공용       서비스업      농림어업       광업   제조업(10차)\n",
       "계   547932742  78557569  26218458  155219784  19285373  1758985  266892573\n",
       "서울   48788677  14550103   3731551   28974161     19956     2004    1510903\n",
       "부산   21493648   5054430   1318967    7934443    112183    20393    7053232\n",
       "대구   16039260   3580477    896890    5850911     85684    16922    5608376\n",
       "인천   25506864   4704964   1061842    8047040    165992    86695   11440330\n",
       "광주    9116871   2249750    596484    3388222     87214     3438    2791763\n",
       "대전   10016877   2142124   1196638    4281816     39500     1175    2355623\n",
       "울산   32919181   1648161    540143    3481349     92980    13921   27142626\n",
       "세종    3182079    645445    369610     290326     91637    11588    1773473\n",
       "경기  140531012  21128150   6148678   40545794   2803262   261890   69643238\n",
       "강원   17325520   2332245   1562036    6626692    791361   445375    5567812\n",
       "충북   29412227   2434713   1414053    5613790    956883   124485   18868303\n",
       "충남   50259638   3250542   1205339    7707805   2389068   339103   35367782\n",
       "전북   21838474   2597581   1117563    5313085   1784102    66663   10959480\n",
       "전남   34665105   2606963   1384767    5915581   3636671    76732   21044390\n",
       "경북   44601033   3763344   1790827    9033740   2295285   219137   27498700\n",
       "경남   36190920   4863308   1522501    9371342   2414495    61534   17957740\n",
       "제주    6045356   1005271    360568    2843687   1519101     7929     308801\n",
       "개성          0         0         0          0         0        0          0"
      ]
     },
     "execution_count": 440,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2022.columns = [i[5:] for i in data_2022.columns]\n",
    "data_2022 = data_2022.T\n",
    "data_2022.to_csv(\"result_SalesPower_2022.csv\")\n",
    "data_2022"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 지역별 신재생에너지 생산량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 441,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>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>...</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>에너지원별(1)</th>\n",
       "      <td>에너지원별(1)</td>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>신·재생에너지 지역별 공급비중 (%)</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>...</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원별(2)</th>\n",
       "      <td>에너지원별(2)</td>\n",
       "      <td>소계</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>소계</td>\n",
       "      <td>태양열 (toe)</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>풍력 (toe)</td>\n",
       "      <td>...</td>\n",
       "      <td>폐기물 (toe)</td>\n",
       "      <td>폐기물 (toe)</td>\n",
       "      <td>폐기물 (toe)</td>\n",
       "      <td>폐기물 (toe)</td>\n",
       "      <td>폐기물 (toe)</td>\n",
       "      <td>연료전지 (toe)</td>\n",
       "      <td>연료전지 (toe)</td>\n",
       "      <td>연료전지 (toe)</td>\n",
       "      <td>IGCC (toe)</td>\n",
       "      <td>IGCC (toe)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원별(3)</th>\n",
       "      <td>에너지원별(3)</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>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>...</td>\n",
       "      <td>산업폐기물</td>\n",
       "      <td>생활폐기물</td>\n",
       "      <td>시멘트킬른보조연료</td>\n",
       "      <td>SRF</td>\n",
       "      <td>정제연료유</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>전국</td>\n",
       "      <td>12378065</td>\n",
       "      <td>11115797</td>\n",
       "      <td>1262268</td>\n",
       "      <td>100.00</td>\n",
       "      <td>26048</td>\n",
       "      <td>4165154</td>\n",
       "      <td>3504379</td>\n",
       "      <td>660775</td>\n",
       "      <td>671107</td>\n",
       "      <td>...</td>\n",
       "      <td>308446</td>\n",
       "      <td>410219</td>\n",
       "      <td>234334</td>\n",
       "      <td>212993</td>\n",
       "      <td>-</td>\n",
       "      <td>755887</td>\n",
       "      <td>742434</td>\n",
       "      <td>13453</td>\n",
       "      <td>506381</td>\n",
       "      <td>506381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.1</th>\n",
       "      <td>서울</td>\n",
       "      <td>303099</td>\n",
       "      <td>230350</td>\n",
       "      <td>72749</td>\n",
       "      <td>2.45</td>\n",
       "      <td>621</td>\n",
       "      <td>51584</td>\n",
       "      <td>9283</td>\n",
       "      <td>42301</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>69519</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>72749</td>\n",
       "      <td>71364</td>\n",
       "      <td>1385</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0                    1                    2   \\\n",
       "에너지원별(1)  에너지원별(1)  신·재생에너지 합계①+② (toe)  신·재생에너지 합계①+② (toe)   \n",
       "에너지원별(2)  에너지원별(2)                   소계            ① 재생에너지 합   \n",
       "에너지원별(3)  에너지원별(3)                   소계                   소계   \n",
       "2020            전국             12378065             11115797   \n",
       "2020.1          서울               303099               230350   \n",
       "\n",
       "                           3                     4          5          6   \\\n",
       "에너지원별(1)  신·재생에너지 합계①+② (toe)  신·재생에너지 지역별 공급비중 (%)    ① 재생에너지    ① 재생에너지   \n",
       "에너지원별(2)             ② 신에너지 합                    소계  태양열 (toe)  태양광 (toe)   \n",
       "에너지원별(3)                   소계                    소계         소계         소계   \n",
       "2020                  1262268                100.00      26048    4165154   \n",
       "2020.1                  72749                  2.45        621      51584   \n",
       "\n",
       "                 7          8         9   ...         33         34  \\\n",
       "에너지원별(1)    ① 재생에너지    ① 재생에너지   ① 재생에너지  ...    ① 재생에너지    ① 재생에너지   \n",
       "에너지원별(2)  태양광 (toe)  태양광 (toe)  풍력 (toe)  ...  폐기물 (toe)  폐기물 (toe)   \n",
       "에너지원별(3)        사업용        자가용        소계  ...      산업폐기물      생활폐기물   \n",
       "2020        3504379     660775    671107  ...     308446     410219   \n",
       "2020.1         9283      42301        47  ...          -      69519   \n",
       "\n",
       "                 35         36         37          38          39          40  \\\n",
       "에너지원별(1)    ① 재생에너지    ① 재생에너지    ① 재생에너지      ② 신에너지      ② 신에너지      ② 신에너지   \n",
       "에너지원별(2)  폐기물 (toe)  폐기물 (toe)  폐기물 (toe)  연료전지 (toe)  연료전지 (toe)  연료전지 (toe)   \n",
       "에너지원별(3)  시멘트킬른보조연료        SRF      정제연료유          소계         사업용         자가용   \n",
       "2020         234334     212993          -      755887      742434       13453   \n",
       "2020.1            -          -          -       72749       71364        1385   \n",
       "\n",
       "                  41          42  \n",
       "에너지원별(1)      ② 신에너지      ② 신에너지  \n",
       "에너지원별(2)  IGCC (toe)  IGCC (toe)  \n",
       "에너지원별(3)          소계         사업용  \n",
       "2020          506381      506381  \n",
       "2020.1             -           -  \n",
       "\n",
       "[5 rows x 43 columns]"
      ]
     },
     "execution_count": 441,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = renew_energy_production_by_locations.T\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "행과 열 정리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>에너지원/에너지원별(1)</th>\n",
       "      <th>에너지원/에너지원별(2)</th>\n",
       "      <th>에너지원/에너지원별(3)</th>\n",
       "      <th>2020/전국</th>\n",
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       "      <th>2022/세종</th>\n",
       "      <th>2022/경기</th>\n",
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       "      <th>2022/전북</th>\n",
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       "      <th>2022/경남</th>\n",
       "      <th>2022/제주</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>12378065</td>\n",
       "      <td>303099</td>\n",
       "      <td>189363</td>\n",
       "      <td>149874</td>\n",
       "      <td>489348</td>\n",
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       "      <td>90625</td>\n",
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       "      <td>90157</td>\n",
       "      <td>1782795</td>\n",
       "      <td>1730425</td>\n",
       "      <td>851656</td>\n",
       "      <td>2163189</td>\n",
       "      <td>2539588</td>\n",
       "      <td>1754851</td>\n",
       "      <td>1288507</td>\n",
       "      <td>782019</td>\n",
       "      <td>679417</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>소계</td>\n",
       "      <td>11115797</td>\n",
       "      <td>230350</td>\n",
       "      <td>150083</td>\n",
       "      <td>148164</td>\n",
       "      <td>286243</td>\n",
       "      <td>97126</td>\n",
       "      <td>83484</td>\n",
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       "      <td>81552</td>\n",
       "      <td>1453494</td>\n",
       "      <td>1671606</td>\n",
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       "      <td>1640544</td>\n",
       "      <td>2515875</td>\n",
       "      <td>1692575</td>\n",
       "      <td>1282200</td>\n",
       "      <td>775878</td>\n",
       "      <td>679329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>신·재생에너지 합계①+② (toe)</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>소계</td>\n",
       "      <td>1262268</td>\n",
       "      <td>72749</td>\n",
       "      <td>39280</td>\n",
       "      <td>1710</td>\n",
       "      <td>203105</td>\n",
       "      <td>739</td>\n",
       "      <td>7141</td>\n",
       "      <td>...</td>\n",
       "      <td>8605</td>\n",
       "      <td>329301</td>\n",
       "      <td>58819</td>\n",
       "      <td>43942</td>\n",
       "      <td>522644</td>\n",
       "      <td>23713</td>\n",
       "      <td>62277</td>\n",
       "      <td>6308</td>\n",
       "      <td>6142</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>신·재생에너지 지역별 공급비중 (%)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2.45</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1.21</td>\n",
       "      <td>3.95</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.35</td>\n",
       "      <td>11.02</td>\n",
       "      <td>5.42</td>\n",
       "      <td>13.77</td>\n",
       "      <td>16.17</td>\n",
       "      <td>11.17</td>\n",
       "      <td>8.20</td>\n",
       "      <td>4.98</td>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>태양열 (toe)</td>\n",
       "      <td>소계</td>\n",
       "      <td>26048</td>\n",
       "      <td>621</td>\n",
       "      <td>732</td>\n",
       "      <td>837</td>\n",
       "      <td>616</td>\n",
       "      <td>568</td>\n",
       "      <td>616</td>\n",
       "      <td>...</td>\n",
       "      <td>102</td>\n",
       "      <td>2208</td>\n",
       "      <td>2492</td>\n",
       "      <td>1289</td>\n",
       "      <td>2079</td>\n",
       "      <td>1216</td>\n",
       "      <td>3532</td>\n",
       "      <td>4328</td>\n",
       "      <td>3874</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>소계</td>\n",
       "      <td>4165154</td>\n",
       "      <td>51584</td>\n",
       "      <td>49938</td>\n",
       "      <td>37493</td>\n",
       "      <td>42122</td>\n",
       "      <td>63325</td>\n",
       "      <td>20566</td>\n",
       "      <td>...</td>\n",
       "      <td>24538</td>\n",
       "      <td>464713</td>\n",
       "      <td>468677</td>\n",
       "      <td>369737</td>\n",
       "      <td>792320</td>\n",
       "      <td>1183907</td>\n",
       "      <td>1364272</td>\n",
       "      <td>875924</td>\n",
       "      <td>492688</td>\n",
       "      <td>169517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>사업용</td>\n",
       "      <td>3504379</td>\n",
       "      <td>9283</td>\n",
       "      <td>29128</td>\n",
       "      <td>21278</td>\n",
       "      <td>21107</td>\n",
       "      <td>48889</td>\n",
       "      <td>7852</td>\n",
       "      <td>...</td>\n",
       "      <td>15598</td>\n",
       "      <td>317901</td>\n",
       "      <td>411415</td>\n",
       "      <td>296031</td>\n",
       "      <td>712666</td>\n",
       "      <td>1110016</td>\n",
       "      <td>1276247</td>\n",
       "      <td>795013</td>\n",
       "      <td>391363</td>\n",
       "      <td>144777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>태양광 (toe)</td>\n",
       "      <td>자가용</td>\n",
       "      <td>660775</td>\n",
       "      <td>42301</td>\n",
       "      <td>20810</td>\n",
       "      <td>16215</td>\n",
       "      <td>21015</td>\n",
       "      <td>14437</td>\n",
       "      <td>12714</td>\n",
       "      <td>...</td>\n",
       "      <td>8940</td>\n",
       "      <td>146812</td>\n",
       "      <td>57262</td>\n",
       "      <td>73706</td>\n",
       "      <td>79653</td>\n",
       "      <td>73890</td>\n",
       "      <td>88024</td>\n",
       "      <td>80912</td>\n",
       "      <td>101325</td>\n",
       "      <td>24740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>풍력 (toe)</td>\n",
       "      <td>소계</td>\n",
       "      <td>671107</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>11255</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>959</td>\n",
       "      <td>203379</td>\n",
       "      <td>17</td>\n",
       "      <td>456</td>\n",
       "      <td>34440</td>\n",
       "      <td>124776</td>\n",
       "      <td>194644</td>\n",
       "      <td>28436</td>\n",
       "      <td>122284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>풍력 (toe)</td>\n",
       "      <td>사업용</td>\n",
       "      <td>668708</td>\n",
       "      <td>-</td>\n",
       "      <td>31</td>\n",
       "      <td>-</td>\n",
       "      <td>11212</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>941</td>\n",
       "      <td>202876</td>\n",
       "      <td>-</td>\n",
       "      <td>430</td>\n",
       "      <td>34427</td>\n",
       "      <td>124071</td>\n",
       "      <td>194460</td>\n",
       "      <td>28067</td>\n",
       "      <td>121908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           에너지원/에너지원별(1) 에너지원/에너지원별(2) 에너지원/에너지원별(3)   2020/전국 2020/서울  \\\n",
       "1    신·재생에너지 합계①+② (toe)            소계            소계  12378065  303099   \n",
       "2    신·재생에너지 합계①+② (toe)     ① 재생에너지 합            소계  11115797  230350   \n",
       "3    신·재생에너지 합계①+② (toe)      ② 신에너지 합            소계   1262268   72749   \n",
       "4   신·재생에너지 지역별 공급비중 (%)            소계            소계    100.00    2.45   \n",
       "5                ① 재생에너지     태양열 (toe)            소계     26048     621   \n",
       "6                ① 재생에너지     태양광 (toe)            소계   4165154   51584   \n",
       "7                ① 재생에너지     태양광 (toe)           사업용   3504379    9283   \n",
       "8                ① 재생에너지     태양광 (toe)           자가용    660775   42301   \n",
       "9                ① 재생에너지      풍력 (toe)            소계    671107      47   \n",
       "10               ① 재생에너지      풍력 (toe)           사업용    668708       -   \n",
       "\n",
       "   2020/부산 2020/대구 2020/인천 2020/광주 2020/대전  ... 2022/세종  2022/경기  2022/강원  \\\n",
       "1   189363  149874  489348   97865   90625  ...   90157  1782795  1730425   \n",
       "2   150083  148164  286243   97126   83484  ...   81552  1453494  1671606   \n",
       "3    39280    1710  203105     739    7141  ...    8605   329301    58819   \n",
       "4     1.53    1.21    3.95    0.79    0.73  ...    0.57    11.35    11.02   \n",
       "5      732     837     616     568     616  ...     102     2208     2492   \n",
       "6    49938   37493   42122   63325   20566  ...   24538   464713   468677   \n",
       "7    29128   21278   21107   48889    7852  ...   15598   317901   411415   \n",
       "8    20810   16215   21015   14437   12714  ...    8940   146812    57262   \n",
       "9       56       6   11255       0      91  ...       -      959   203379   \n",
       "10      31       -   11212       -       -  ...       -      941   202876   \n",
       "\n",
       "   2022/충북  2022/충남  2022/전북  2022/전남  2022/경북 2022/경남 2022/제주  \n",
       "1   851656  2163189  2539588  1754851  1288507  782019  679417  \n",
       "2   807715  1640544  2515875  1692575  1282200  775878  679329  \n",
       "3    43942   522644    23713    62277     6308    6142      88  \n",
       "4     5.42    13.77    16.17    11.17     8.20    4.98    4.33  \n",
       "5     1289     2079     1216     3532     4328    3874     279  \n",
       "6   369737   792320  1183907  1364272   875924  492688  169517  \n",
       "7   296031   712666  1110016  1276247   795013  391363  144777  \n",
       "8    73706    79653    73890    88024    80912  101325   24740  \n",
       "9       17      456    34440   124776   194644   28436  122284  \n",
       "10       -      430    34427   124071   194460   28067  121908  \n",
       "\n",
       "[10 rows x 57 columns]"
      ]
     },
     "execution_count": 442,
     "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": 443,
   "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>2020/전국</th>\n",
       "      <th>2020/서울</th>\n",
       "      <th>2020/부산</th>\n",
       "      <th>2020/대구</th>\n",
       "      <th>2020/인천</th>\n",
       "      <th>2020/광주</th>\n",
       "      <th>2020/대전</th>\n",
       "      <th>2020/울산</th>\n",
       "      <th>2020/세종</th>\n",
       "      <th>2020/경기</th>\n",
       "      <th>...</th>\n",
       "      <th>2022/세종</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",
       "      <th>2022/제주</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원</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>신·재생에너지 합계①+② (toe)</th>\n",
       "      <td>12378065</td>\n",
       "      <td>303099</td>\n",
       "      <td>189363</td>\n",
       "      <td>149874</td>\n",
       "      <td>489348</td>\n",
       "      <td>97865</td>\n",
       "      <td>90625</td>\n",
       "      <td>493628</td>\n",
       "      <td>73803</td>\n",
       "      <td>1554853</td>\n",
       "      <td>...</td>\n",
       "      <td>90157</td>\n",
       "      <td>1782795</td>\n",
       "      <td>1730425</td>\n",
       "      <td>851656</td>\n",
       "      <td>2163189</td>\n",
       "      <td>2539588</td>\n",
       "      <td>1754851</td>\n",
       "      <td>1288507</td>\n",
       "      <td>782019</td>\n",
       "      <td>679417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <td>11115797</td>\n",
       "      <td>230350</td>\n",
       "      <td>150083</td>\n",
       "      <td>148164</td>\n",
       "      <td>286243</td>\n",
       "      <td>97126</td>\n",
       "      <td>83484</td>\n",
       "      <td>490626</td>\n",
       "      <td>65338</td>\n",
       "      <td>1292205</td>\n",
       "      <td>...</td>\n",
       "      <td>81552</td>\n",
       "      <td>1453494</td>\n",
       "      <td>1671606</td>\n",
       "      <td>807715</td>\n",
       "      <td>1640544</td>\n",
       "      <td>2515875</td>\n",
       "      <td>1692575</td>\n",
       "      <td>1282200</td>\n",
       "      <td>775878</td>\n",
       "      <td>679329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <td>1262268</td>\n",
       "      <td>72749</td>\n",
       "      <td>39280</td>\n",
       "      <td>1710</td>\n",
       "      <td>203105</td>\n",
       "      <td>739</td>\n",
       "      <td>7141</td>\n",
       "      <td>3002</td>\n",
       "      <td>8465</td>\n",
       "      <td>262648</td>\n",
       "      <td>...</td>\n",
       "      <td>8605</td>\n",
       "      <td>329301</td>\n",
       "      <td>58819</td>\n",
       "      <td>43942</td>\n",
       "      <td>522644</td>\n",
       "      <td>23713</td>\n",
       "      <td>62277</td>\n",
       "      <td>6308</td>\n",
       "      <td>6142</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>신·재생에너지 지역별 공급비중 (%)</th>\n",
       "      <td>100.00</td>\n",
       "      <td>2.45</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1.21</td>\n",
       "      <td>3.95</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.73</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.60</td>\n",
       "      <td>12.56</td>\n",
       "      <td>...</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.35</td>\n",
       "      <td>11.02</td>\n",
       "      <td>5.42</td>\n",
       "      <td>13.77</td>\n",
       "      <td>16.17</td>\n",
       "      <td>11.17</td>\n",
       "      <td>8.20</td>\n",
       "      <td>4.98</td>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>태양열 (toe)</th>\n",
       "      <td>26048</td>\n",
       "      <td>621</td>\n",
       "      <td>732</td>\n",
       "      <td>837</td>\n",
       "      <td>616</td>\n",
       "      <td>568</td>\n",
       "      <td>616</td>\n",
       "      <td>331</td>\n",
       "      <td>116</td>\n",
       "      <td>2433</td>\n",
       "      <td>...</td>\n",
       "      <td>102</td>\n",
       "      <td>2208</td>\n",
       "      <td>2492</td>\n",
       "      <td>1289</td>\n",
       "      <td>2079</td>\n",
       "      <td>1216</td>\n",
       "      <td>3532</td>\n",
       "      <td>4328</td>\n",
       "      <td>3874</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>태양광 (toe)</th>\n",
       "      <td>4165154</td>\n",
       "      <td>51584</td>\n",
       "      <td>49938</td>\n",
       "      <td>37493</td>\n",
       "      <td>42122</td>\n",
       "      <td>63325</td>\n",
       "      <td>20566</td>\n",
       "      <td>27380</td>\n",
       "      <td>18649</td>\n",
       "      <td>314446</td>\n",
       "      <td>...</td>\n",
       "      <td>24538</td>\n",
       "      <td>464713</td>\n",
       "      <td>468677</td>\n",
       "      <td>369737</td>\n",
       "      <td>792320</td>\n",
       "      <td>1183907</td>\n",
       "      <td>1364272</td>\n",
       "      <td>875924</td>\n",
       "      <td>492688</td>\n",
       "      <td>169517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풍력 (toe)</th>\n",
       "      <td>671107</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>11255</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>323</td>\n",
       "      <td>-</td>\n",
       "      <td>1202</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>959</td>\n",
       "      <td>203379</td>\n",
       "      <td>17</td>\n",
       "      <td>456</td>\n",
       "      <td>34440</td>\n",
       "      <td>124776</td>\n",
       "      <td>194644</td>\n",
       "      <td>28436</td>\n",
       "      <td>122284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>수력 (toe)</th>\n",
       "      <td>826344</td>\n",
       "      <td>237</td>\n",
       "      <td>21</td>\n",
       "      <td>2759</td>\n",
       "      <td>8431</td>\n",
       "      <td>1660</td>\n",
       "      <td>55</td>\n",
       "      <td>310</td>\n",
       "      <td>-</td>\n",
       "      <td>138452</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>152857</td>\n",
       "      <td>249064</td>\n",
       "      <td>175602</td>\n",
       "      <td>11157</td>\n",
       "      <td>45345</td>\n",
       "      <td>11936</td>\n",
       "      <td>50805</td>\n",
       "      <td>46485</td>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해양 (toe)</th>\n",
       "      <td>97397</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>97396</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>90278</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지열 (toe)</th>\n",
       "      <td>240933</td>\n",
       "      <td>16451</td>\n",
       "      <td>2980</td>\n",
       "      <td>7441</td>\n",
       "      <td>8483</td>\n",
       "      <td>3753</td>\n",
       "      <td>5281</td>\n",
       "      <td>4196</td>\n",
       "      <td>14910</td>\n",
       "      <td>52494</td>\n",
       "      <td>...</td>\n",
       "      <td>16258</td>\n",
       "      <td>60038</td>\n",
       "      <td>24057</td>\n",
       "      <td>14148</td>\n",
       "      <td>24069</td>\n",
       "      <td>23817</td>\n",
       "      <td>19374</td>\n",
       "      <td>20559</td>\n",
       "      <td>16312</td>\n",
       "      <td>1771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>수열 (toe)</th>\n",
       "      <td>23647</td>\n",
       "      <td>-</td>\n",
       "      <td>46</td>\n",
       "      <td>-</td>\n",
       "      <td>157</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>97</td>\n",
       "      <td>709</td>\n",
       "      <td>15</td>\n",
       "      <td>1979</td>\n",
       "      <td>904</td>\n",
       "      <td>15175</td>\n",
       "      <td>739</td>\n",
       "      <td>4706</td>\n",
       "      <td>1955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바이오 (toe)</th>\n",
       "      <td>3899174</td>\n",
       "      <td>91892</td>\n",
       "      <td>57336</td>\n",
       "      <td>77835</td>\n",
       "      <td>166108</td>\n",
       "      <td>25826</td>\n",
       "      <td>28511</td>\n",
       "      <td>372251</td>\n",
       "      <td>24117</td>\n",
       "      <td>444247</td>\n",
       "      <td>...</td>\n",
       "      <td>35240</td>\n",
       "      <td>431014</td>\n",
       "      <td>481691</td>\n",
       "      <td>71941</td>\n",
       "      <td>767937</td>\n",
       "      <td>1178969</td>\n",
       "      <td>83502</td>\n",
       "      <td>102072</td>\n",
       "      <td>124747</td>\n",
       "      <td>372699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>폐기물 (toe)</th>\n",
       "      <td>1165993</td>\n",
       "      <td>69519</td>\n",
       "      <td>38974</td>\n",
       "      <td>21793</td>\n",
       "      <td>49071</td>\n",
       "      <td>1992</td>\n",
       "      <td>28363</td>\n",
       "      <td>85835</td>\n",
       "      <td>7547</td>\n",
       "      <td>241528</td>\n",
       "      <td>...</td>\n",
       "      <td>5414</td>\n",
       "      <td>251332</td>\n",
       "      <td>241538</td>\n",
       "      <td>174966</td>\n",
       "      <td>40548</td>\n",
       "      <td>47277</td>\n",
       "      <td>70007</td>\n",
       "      <td>33129</td>\n",
       "      <td>58631</td>\n",
       "      <td>10218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>연료전지 (toe)</th>\n",
       "      <td>755887</td>\n",
       "      <td>72749</td>\n",
       "      <td>39280</td>\n",
       "      <td>1710</td>\n",
       "      <td>203105</td>\n",
       "      <td>739</td>\n",
       "      <td>7141</td>\n",
       "      <td>3002</td>\n",
       "      <td>8465</td>\n",
       "      <td>262648</td>\n",
       "      <td>...</td>\n",
       "      <td>8605</td>\n",
       "      <td>329301</td>\n",
       "      <td>58819</td>\n",
       "      <td>43942</td>\n",
       "      <td>104136</td>\n",
       "      <td>23713</td>\n",
       "      <td>62277</td>\n",
       "      <td>6308</td>\n",
       "      <td>6142</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IGCC (toe)</th>\n",
       "      <td>506381</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <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>15 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       2020/전국 2020/서울 2020/부산 2020/대구 2020/인천 2020/광주  \\\n",
       "에너지원                                                                     \n",
       "신·재생에너지 합계①+② (toe)   12378065  303099  189363  149874  489348   97865   \n",
       "① 재생에너지 합             11115797  230350  150083  148164  286243   97126   \n",
       "② 신에너지 합               1262268   72749   39280    1710  203105     739   \n",
       "신·재생에너지 지역별 공급비중 (%)    100.00    2.45    1.53    1.21    3.95    0.79   \n",
       "태양열 (toe)                26048     621     732     837     616     568   \n",
       "태양광 (toe)              4165154   51584   49938   37493   42122   63325   \n",
       "풍력 (toe)                671107      47      56       6   11255       0   \n",
       "수력 (toe)                826344     237      21    2759    8431    1660   \n",
       "해양 (toe)                 97397       -       -       -       -       -   \n",
       "지열 (toe)                240933   16451    2980    7441    8483    3753   \n",
       "수열 (toe)                 23647       -      46       -     157       -   \n",
       "바이오 (toe)              3899174   91892   57336   77835  166108   25826   \n",
       "폐기물 (toe)              1165993   69519   38974   21793   49071    1992   \n",
       "연료전지 (toe)              755887   72749   39280    1710  203105     739   \n",
       "IGCC (toe)              506381       -       -       -       -       -   \n",
       "\n",
       "                     2020/대전 2020/울산 2020/세종  2020/경기  ... 2022/세종  2022/경기  \\\n",
       "에너지원                                                   ...                    \n",
       "신·재생에너지 합계①+② (toe)    90625  493628   73803  1554853  ...   90157  1782795   \n",
       "① 재생에너지 합              83484  490626   65338  1292205  ...   81552  1453494   \n",
       "② 신에너지 합                7141    3002    8465   262648  ...    8605   329301   \n",
       "신·재생에너지 지역별 공급비중 (%)    0.73    3.99    0.60    12.56  ...    0.57    11.35   \n",
       "태양열 (toe)                616     331     116     2433  ...     102     2208   \n",
       "태양광 (toe)              20566   27380   18649   314446  ...   24538   464713   \n",
       "풍력 (toe)                  91     323       -     1202  ...       -      959   \n",
       "수력 (toe)                  55     310       -   138452  ...       -   152857   \n",
       "해양 (toe)                   -       -       -    97396  ...       -    90278   \n",
       "지열 (toe)                5281    4196   14910    52494  ...   16258    60038   \n",
       "수열 (toe)                   -       -       -        8  ...       -       97   \n",
       "바이오 (toe)              28511  372251   24117   444247  ...   35240   431014   \n",
       "폐기물 (toe)              28363   85835    7547   241528  ...    5414   251332   \n",
       "연료전지 (toe)              7141    3002    8465   262648  ...    8605   329301   \n",
       "IGCC (toe)                 -       -       -        -  ...       -        -   \n",
       "\n",
       "                      2022/강원 2022/충북  2022/충남  2022/전북  2022/전남  2022/경북  \\\n",
       "에너지원                                                                        \n",
       "신·재생에너지 합계①+② (toe)   1730425  851656  2163189  2539588  1754851  1288507   \n",
       "① 재생에너지 합             1671606  807715  1640544  2515875  1692575  1282200   \n",
       "② 신에너지 합                58819   43942   522644    23713    62277     6308   \n",
       "신·재생에너지 지역별 공급비중 (%)    11.02    5.42    13.77    16.17    11.17     8.20   \n",
       "태양열 (toe)                2492    1289     2079     1216     3532     4328   \n",
       "태양광 (toe)              468677  369737   792320  1183907  1364272   875924   \n",
       "풍력 (toe)               203379      17      456    34440   124776   194644   \n",
       "수력 (toe)               249064  175602    11157    45345    11936    50805   \n",
       "해양 (toe)                    -       -        -        -        1        -   \n",
       "지열 (toe)                24057   14148    24069    23817    19374    20559   \n",
       "수열 (toe)                  709      15     1979      904    15175      739   \n",
       "바이오 (toe)              481691   71941   767937  1178969    83502   102072   \n",
       "폐기물 (toe)              241538  174966    40548    47277    70007    33129   \n",
       "연료전지 (toe)              58819   43942   104136    23713    62277     6308   \n",
       "IGCC (toe)                  -       -        -        -        -        -   \n",
       "\n",
       "                     2022/경남 2022/제주  \n",
       "에너지원                                  \n",
       "신·재생에너지 합계①+② (toe)   782019  679417  \n",
       "① 재생에너지 합             775878  679329  \n",
       "② 신에너지 합                6142      88  \n",
       "신·재생에너지 지역별 공급비중 (%)    4.98    4.33  \n",
       "태양열 (toe)               3874     279  \n",
       "태양광 (toe)             492688  169517  \n",
       "풍력 (toe)               28436  122284  \n",
       "수력 (toe)               46485     606  \n",
       "해양 (toe)                   -       0  \n",
       "지열 (toe)               16312    1771  \n",
       "수열 (toe)                4706    1955  \n",
       "바이오 (toe)             124747  372699  \n",
       "폐기물 (toe)              58631   10218  \n",
       "연료전지 (toe)              6142      88  \n",
       "IGCC (toe)                 -       -  \n",
       "\n",
       "[15 rows x 54 columns]"
      ]
     },
     "execution_count": 443,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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": "markdown",
   "metadata": {},
   "source": [
    "연도별 분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 444,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.replace(\"-\", 0, inplace=True)\n",
    "data_2020, data_2021, data_2022 = data.iloc[:, :18], data.iloc[:, 18:36], data.iloc[:, 36:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 445,
   "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>에너지원</th>\n",
       "      <th>신·재생에너지 합계①+② (toe)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 공급비중 (%)</th>\n",
       "      <th>태양열 (toe)</th>\n",
       "      <th>태양광 (toe)</th>\n",
       "      <th>풍력 (toe)</th>\n",
       "      <th>수력 (toe)</th>\n",
       "      <th>해양 (toe)</th>\n",
       "      <th>지열 (toe)</th>\n",
       "      <th>수열 (toe)</th>\n",
       "      <th>바이오 (toe)</th>\n",
       "      <th>폐기물 (toe)</th>\n",
       "      <th>연료전지 (toe)</th>\n",
       "      <th>IGCC (toe)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>12378065</td>\n",
       "      <td>11115797</td>\n",
       "      <td>1262268</td>\n",
       "      <td>100.00</td>\n",
       "      <td>26048</td>\n",
       "      <td>4165154</td>\n",
       "      <td>671107</td>\n",
       "      <td>826344</td>\n",
       "      <td>97397</td>\n",
       "      <td>240933</td>\n",
       "      <td>23647</td>\n",
       "      <td>3899174</td>\n",
       "      <td>1165993</td>\n",
       "      <td>755887</td>\n",
       "      <td>506381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>303099</td>\n",
       "      <td>230350</td>\n",
       "      <td>72749</td>\n",
       "      <td>2.45</td>\n",
       "      <td>621</td>\n",
       "      <td>51584</td>\n",
       "      <td>47</td>\n",
       "      <td>237</td>\n",
       "      <td>0</td>\n",
       "      <td>16451</td>\n",
       "      <td>0</td>\n",
       "      <td>91892</td>\n",
       "      <td>69519</td>\n",
       "      <td>72749</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>189363</td>\n",
       "      <td>150083</td>\n",
       "      <td>39280</td>\n",
       "      <td>1.53</td>\n",
       "      <td>732</td>\n",
       "      <td>49938</td>\n",
       "      <td>56</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>2980</td>\n",
       "      <td>46</td>\n",
       "      <td>57336</td>\n",
       "      <td>38974</td>\n",
       "      <td>39280</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>149874</td>\n",
       "      <td>148164</td>\n",
       "      <td>1710</td>\n",
       "      <td>1.21</td>\n",
       "      <td>837</td>\n",
       "      <td>37493</td>\n",
       "      <td>6</td>\n",
       "      <td>2759</td>\n",
       "      <td>0</td>\n",
       "      <td>7441</td>\n",
       "      <td>0</td>\n",
       "      <td>77835</td>\n",
       "      <td>21793</td>\n",
       "      <td>1710</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>489348</td>\n",
       "      <td>286243</td>\n",
       "      <td>203105</td>\n",
       "      <td>3.95</td>\n",
       "      <td>616</td>\n",
       "      <td>42122</td>\n",
       "      <td>11255</td>\n",
       "      <td>8431</td>\n",
       "      <td>0</td>\n",
       "      <td>8483</td>\n",
       "      <td>157</td>\n",
       "      <td>166108</td>\n",
       "      <td>49071</td>\n",
       "      <td>203105</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>97865</td>\n",
       "      <td>97126</td>\n",
       "      <td>739</td>\n",
       "      <td>0.79</td>\n",
       "      <td>568</td>\n",
       "      <td>63325</td>\n",
       "      <td>0</td>\n",
       "      <td>1660</td>\n",
       "      <td>0</td>\n",
       "      <td>3753</td>\n",
       "      <td>0</td>\n",
       "      <td>25826</td>\n",
       "      <td>1992</td>\n",
       "      <td>739</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>90625</td>\n",
       "      <td>83484</td>\n",
       "      <td>7141</td>\n",
       "      <td>0.73</td>\n",
       "      <td>616</td>\n",
       "      <td>20566</td>\n",
       "      <td>91</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>5281</td>\n",
       "      <td>0</td>\n",
       "      <td>28511</td>\n",
       "      <td>28363</td>\n",
       "      <td>7141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>493628</td>\n",
       "      <td>490626</td>\n",
       "      <td>3002</td>\n",
       "      <td>3.99</td>\n",
       "      <td>331</td>\n",
       "      <td>27380</td>\n",
       "      <td>323</td>\n",
       "      <td>310</td>\n",
       "      <td>0</td>\n",
       "      <td>4196</td>\n",
       "      <td>0</td>\n",
       "      <td>372251</td>\n",
       "      <td>85835</td>\n",
       "      <td>3002</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>73803</td>\n",
       "      <td>65338</td>\n",
       "      <td>8465</td>\n",
       "      <td>0.60</td>\n",
       "      <td>116</td>\n",
       "      <td>18649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14910</td>\n",
       "      <td>0</td>\n",
       "      <td>24117</td>\n",
       "      <td>7547</td>\n",
       "      <td>8465</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>1554853</td>\n",
       "      <td>1292205</td>\n",
       "      <td>262648</td>\n",
       "      <td>12.56</td>\n",
       "      <td>2433</td>\n",
       "      <td>314446</td>\n",
       "      <td>1202</td>\n",
       "      <td>138452</td>\n",
       "      <td>97396</td>\n",
       "      <td>52494</td>\n",
       "      <td>8</td>\n",
       "      <td>444247</td>\n",
       "      <td>241528</td>\n",
       "      <td>262648</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>1306481</td>\n",
       "      <td>1296002</td>\n",
       "      <td>10479</td>\n",
       "      <td>10.55</td>\n",
       "      <td>2848</td>\n",
       "      <td>302800</td>\n",
       "      <td>166671</td>\n",
       "      <td>226264</td>\n",
       "      <td>0</td>\n",
       "      <td>19691</td>\n",
       "      <td>661</td>\n",
       "      <td>397513</td>\n",
       "      <td>179556</td>\n",
       "      <td>10479</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>720895</td>\n",
       "      <td>720753</td>\n",
       "      <td>141</td>\n",
       "      <td>5.82</td>\n",
       "      <td>1290</td>\n",
       "      <td>241466</td>\n",
       "      <td>6</td>\n",
       "      <td>215136</td>\n",
       "      <td>0</td>\n",
       "      <td>12166</td>\n",
       "      <td>5</td>\n",
       "      <td>97780</td>\n",
       "      <td>152904</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>1764287</td>\n",
       "      <td>1160278</td>\n",
       "      <td>604009</td>\n",
       "      <td>14.25</td>\n",
       "      <td>2288</td>\n",
       "      <td>531816</td>\n",
       "      <td>640</td>\n",
       "      <td>13122</td>\n",
       "      <td>0</td>\n",
       "      <td>20659</td>\n",
       "      <td>1814</td>\n",
       "      <td>543873</td>\n",
       "      <td>46066</td>\n",
       "      <td>97628</td>\n",
       "      <td>506381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>1760693</td>\n",
       "      <td>1758844</td>\n",
       "      <td>1850</td>\n",
       "      <td>14.22</td>\n",
       "      <td>1248</td>\n",
       "      <td>694095</td>\n",
       "      <td>27948</td>\n",
       "      <td>60872</td>\n",
       "      <td>0</td>\n",
       "      <td>21015</td>\n",
       "      <td>804</td>\n",
       "      <td>900217</td>\n",
       "      <td>52645</td>\n",
       "      <td>1850</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>1225665</td>\n",
       "      <td>1189846</td>\n",
       "      <td>35819</td>\n",
       "      <td>9.90</td>\n",
       "      <td>3074</td>\n",
       "      <td>850720</td>\n",
       "      <td>122787</td>\n",
       "      <td>24308</td>\n",
       "      <td>0</td>\n",
       "      <td>17203</td>\n",
       "      <td>13564</td>\n",
       "      <td>73455</td>\n",
       "      <td>84735</td>\n",
       "      <td>35819</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>925025</td>\n",
       "      <td>918136</td>\n",
       "      <td>6890</td>\n",
       "      <td>7.47</td>\n",
       "      <td>4163</td>\n",
       "      <td>497421</td>\n",
       "      <td>201093</td>\n",
       "      <td>67950</td>\n",
       "      <td>0</td>\n",
       "      <td>17327</td>\n",
       "      <td>587</td>\n",
       "      <td>94521</td>\n",
       "      <td>35074</td>\n",
       "      <td>6890</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>651123</td>\n",
       "      <td>646925</td>\n",
       "      <td>4198</td>\n",
       "      <td>5.26</td>\n",
       "      <td>3931</td>\n",
       "      <td>315560</td>\n",
       "      <td>15828</td>\n",
       "      <td>66040</td>\n",
       "      <td>0</td>\n",
       "      <td>15113</td>\n",
       "      <td>4159</td>\n",
       "      <td>169316</td>\n",
       "      <td>56979</td>\n",
       "      <td>4198</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>581437</td>\n",
       "      <td>581394</td>\n",
       "      <td>44</td>\n",
       "      <td>4.70</td>\n",
       "      <td>336</td>\n",
       "      <td>105775</td>\n",
       "      <td>123154</td>\n",
       "      <td>728</td>\n",
       "      <td>1</td>\n",
       "      <td>1771</td>\n",
       "      <td>1844</td>\n",
       "      <td>334375</td>\n",
       "      <td>13411</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 합계①+② (toe) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 공급비중 (%) 태양열 (toe)  \\\n",
       "전국              12378065  11115797  1262268               100.00     26048   \n",
       "서울                303099    230350    72749                 2.45       621   \n",
       "부산                189363    150083    39280                 1.53       732   \n",
       "대구                149874    148164     1710                 1.21       837   \n",
       "인천                489348    286243   203105                 3.95       616   \n",
       "광주                 97865     97126      739                 0.79       568   \n",
       "대전                 90625     83484     7141                 0.73       616   \n",
       "울산                493628    490626     3002                 3.99       331   \n",
       "세종                 73803     65338     8465                 0.60       116   \n",
       "경기               1554853   1292205   262648                12.56      2433   \n",
       "강원               1306481   1296002    10479                10.55      2848   \n",
       "충북                720895    720753      141                 5.82      1290   \n",
       "충남               1764287   1160278   604009                14.25      2288   \n",
       "전북               1760693   1758844     1850                14.22      1248   \n",
       "전남               1225665   1189846    35819                 9.90      3074   \n",
       "경북                925025    918136     6890                 7.47      4163   \n",
       "경남                651123    646925     4198                 5.26      3931   \n",
       "제주                581437    581394       44                 4.70       336   \n",
       "\n",
       "에너지원 태양광 (toe) 풍력 (toe) 수력 (toe) 해양 (toe) 지열 (toe) 수열 (toe) 바이오 (toe)  \\\n",
       "전국     4165154   671107   826344    97397   240933    23647   3899174   \n",
       "서울       51584       47      237        0    16451        0     91892   \n",
       "부산       49938       56       21        0     2980       46     57336   \n",
       "대구       37493        6     2759        0     7441        0     77835   \n",
       "인천       42122    11255     8431        0     8483      157    166108   \n",
       "광주       63325        0     1660        0     3753        0     25826   \n",
       "대전       20566       91       55        0     5281        0     28511   \n",
       "울산       27380      323      310        0     4196        0    372251   \n",
       "세종       18649        0        0        0    14910        0     24117   \n",
       "경기      314446     1202   138452    97396    52494        8    444247   \n",
       "강원      302800   166671   226264        0    19691      661    397513   \n",
       "충북      241466        6   215136        0    12166        5     97780   \n",
       "충남      531816      640    13122        0    20659     1814    543873   \n",
       "전북      694095    27948    60872        0    21015      804    900217   \n",
       "전남      850720   122787    24308        0    17203    13564     73455   \n",
       "경북      497421   201093    67950        0    17327      587     94521   \n",
       "경남      315560    15828    66040        0    15113     4159    169316   \n",
       "제주      105775   123154      728        1     1771     1844    334375   \n",
       "\n",
       "에너지원 폐기물 (toe) 연료전지 (toe) IGCC (toe)  \n",
       "전국     1165993     755887     506381  \n",
       "서울       69519      72749          0  \n",
       "부산       38974      39280          0  \n",
       "대구       21793       1710          0  \n",
       "인천       49071     203105          0  \n",
       "광주        1992        739          0  \n",
       "대전       28363       7141          0  \n",
       "울산       85835       3002          0  \n",
       "세종        7547       8465          0  \n",
       "경기      241528     262648          0  \n",
       "강원      179556      10479          0  \n",
       "충북      152904        141          0  \n",
       "충남       46066      97628     506381  \n",
       "전북       52645       1850          0  \n",
       "전남       84735      35819          0  \n",
       "경북       35074       6890          0  \n",
       "경남       56979       4198          0  \n",
       "제주       13411         44          0  "
      ]
     },
     "execution_count": 445,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020.columns = [i[5:] for i in data_2020.columns]\n",
    "data_2020 = data_2020.T\n",
    "data_2020.to_csv(\"result_RenewEnergyProduction_2020.csv\")\n",
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 446,
   "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>에너지원</th>\n",
       "      <th>신·재생에너지 합계①+② (toe)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 공급비중 (%)</th>\n",
       "      <th>태양열 (toe)</th>\n",
       "      <th>태양광 (toe)</th>\n",
       "      <th>풍력 (toe)</th>\n",
       "      <th>수력 (toe)</th>\n",
       "      <th>해양 (toe)</th>\n",
       "      <th>지열 (toe)</th>\n",
       "      <th>수열 (toe)</th>\n",
       "      <th>바이오 (toe)</th>\n",
       "      <th>폐기물 (toe)</th>\n",
       "      <th>연료전지 (toe)</th>\n",
       "      <th>IGCC (toe)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>14000317</td>\n",
       "      <td>12510554</td>\n",
       "      <td>1489762</td>\n",
       "      <td>100.00</td>\n",
       "      <td>25568</td>\n",
       "      <td>5317227</td>\n",
       "      <td>677507</td>\n",
       "      <td>651227</td>\n",
       "      <td>96911</td>\n",
       "      <td>255590</td>\n",
       "      <td>24756</td>\n",
       "      <td>4263576</td>\n",
       "      <td>1198193</td>\n",
       "      <td>1023132</td>\n",
       "      <td>466631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>325737</td>\n",
       "      <td>232226</td>\n",
       "      <td>93510</td>\n",
       "      <td>2.33</td>\n",
       "      <td>561</td>\n",
       "      <td>55298</td>\n",
       "      <td>45</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>17900</td>\n",
       "      <td>18</td>\n",
       "      <td>81856</td>\n",
       "      <td>76416</td>\n",
       "      <td>93510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>213516</td>\n",
       "      <td>150968</td>\n",
       "      <td>62548</td>\n",
       "      <td>1.53</td>\n",
       "      <td>686</td>\n",
       "      <td>58882</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>3104</td>\n",
       "      <td>46</td>\n",
       "      <td>51370</td>\n",
       "      <td>36856</td>\n",
       "      <td>62548</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>184664</td>\n",
       "      <td>181487</td>\n",
       "      <td>3177</td>\n",
       "      <td>1.32</td>\n",
       "      <td>738</td>\n",
       "      <td>44631</td>\n",
       "      <td>6</td>\n",
       "      <td>3092</td>\n",
       "      <td>0</td>\n",
       "      <td>8395</td>\n",
       "      <td>0</td>\n",
       "      <td>103172</td>\n",
       "      <td>21454</td>\n",
       "      <td>3177</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>595688</td>\n",
       "      <td>276678</td>\n",
       "      <td>319009</td>\n",
       "      <td>4.25</td>\n",
       "      <td>577</td>\n",
       "      <td>49014</td>\n",
       "      <td>8415</td>\n",
       "      <td>8765</td>\n",
       "      <td>0</td>\n",
       "      <td>8666</td>\n",
       "      <td>157</td>\n",
       "      <td>153890</td>\n",
       "      <td>47195</td>\n",
       "      <td>319009</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>99072</td>\n",
       "      <td>98033</td>\n",
       "      <td>1039</td>\n",
       "      <td>0.71</td>\n",
       "      <td>540</td>\n",
       "      <td>70029</td>\n",
       "      <td>1</td>\n",
       "      <td>1753</td>\n",
       "      <td>0</td>\n",
       "      <td>3835</td>\n",
       "      <td>0</td>\n",
       "      <td>20475</td>\n",
       "      <td>1400</td>\n",
       "      <td>1039</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>91966</td>\n",
       "      <td>83514</td>\n",
       "      <td>8453</td>\n",
       "      <td>0.66</td>\n",
       "      <td>570</td>\n",
       "      <td>23997</td>\n",
       "      <td>87</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>5807</td>\n",
       "      <td>0</td>\n",
       "      <td>26553</td>\n",
       "      <td>26441</td>\n",
       "      <td>8453</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>501111</td>\n",
       "      <td>489254</td>\n",
       "      <td>11857</td>\n",
       "      <td>3.58</td>\n",
       "      <td>307</td>\n",
       "      <td>32384</td>\n",
       "      <td>372</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "      <td>4414</td>\n",
       "      <td>0</td>\n",
       "      <td>355707</td>\n",
       "      <td>95826</td>\n",
       "      <td>11857</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>84544</td>\n",
       "      <td>75206</td>\n",
       "      <td>9338</td>\n",
       "      <td>0.60</td>\n",
       "      <td>109</td>\n",
       "      <td>20576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15683</td>\n",
       "      <td>0</td>\n",
       "      <td>30497</td>\n",
       "      <td>8340</td>\n",
       "      <td>9338</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>1664252</td>\n",
       "      <td>1354582</td>\n",
       "      <td>309670</td>\n",
       "      <td>11.89</td>\n",
       "      <td>2305</td>\n",
       "      <td>384178</td>\n",
       "      <td>998</td>\n",
       "      <td>134900</td>\n",
       "      <td>96907</td>\n",
       "      <td>55341</td>\n",
       "      <td>19</td>\n",
       "      <td>426130</td>\n",
       "      <td>253804</td>\n",
       "      <td>309670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>1558778</td>\n",
       "      <td>1527182</td>\n",
       "      <td>31596</td>\n",
       "      <td>11.13</td>\n",
       "      <td>2684</td>\n",
       "      <td>393308</td>\n",
       "      <td>201821</td>\n",
       "      <td>151904</td>\n",
       "      <td>0</td>\n",
       "      <td>21462</td>\n",
       "      <td>684</td>\n",
       "      <td>539973</td>\n",
       "      <td>215346</td>\n",
       "      <td>31596</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>697775</td>\n",
       "      <td>686054</td>\n",
       "      <td>11721</td>\n",
       "      <td>4.98</td>\n",
       "      <td>1345</td>\n",
       "      <td>304063</td>\n",
       "      <td>11</td>\n",
       "      <td>155715</td>\n",
       "      <td>0</td>\n",
       "      <td>13116</td>\n",
       "      <td>5</td>\n",
       "      <td>62300</td>\n",
       "      <td>149498</td>\n",
       "      <td>11721</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>1985783</td>\n",
       "      <td>1422595</td>\n",
       "      <td>563188</td>\n",
       "      <td>14.18</td>\n",
       "      <td>2132</td>\n",
       "      <td>663622</td>\n",
       "      <td>437</td>\n",
       "      <td>12205</td>\n",
       "      <td>0</td>\n",
       "      <td>21792</td>\n",
       "      <td>1909</td>\n",
       "      <td>680646</td>\n",
       "      <td>39853</td>\n",
       "      <td>96557</td>\n",
       "      <td>466631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>2116947</td>\n",
       "      <td>2114538</td>\n",
       "      <td>2409</td>\n",
       "      <td>15.12</td>\n",
       "      <td>1215</td>\n",
       "      <td>905410</td>\n",
       "      <td>31080</td>\n",
       "      <td>50892</td>\n",
       "      <td>0</td>\n",
       "      <td>21717</td>\n",
       "      <td>841</td>\n",
       "      <td>1053063</td>\n",
       "      <td>50321</td>\n",
       "      <td>2409</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>1465050</td>\n",
       "      <td>1416169</td>\n",
       "      <td>48881</td>\n",
       "      <td>10.46</td>\n",
       "      <td>3296</td>\n",
       "      <td>1112350</td>\n",
       "      <td>111982</td>\n",
       "      <td>18346</td>\n",
       "      <td>3</td>\n",
       "      <td>18687</td>\n",
       "      <td>14078</td>\n",
       "      <td>71578</td>\n",
       "      <td>65850</td>\n",
       "      <td>48881</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>1080720</td>\n",
       "      <td>1072946</td>\n",
       "      <td>7774</td>\n",
       "      <td>7.72</td>\n",
       "      <td>4298</td>\n",
       "      <td>659785</td>\n",
       "      <td>194906</td>\n",
       "      <td>62247</td>\n",
       "      <td>0</td>\n",
       "      <td>18454</td>\n",
       "      <td>661</td>\n",
       "      <td>96082</td>\n",
       "      <td>36512</td>\n",
       "      <td>7774</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>710771</td>\n",
       "      <td>705268</td>\n",
       "      <td>5503</td>\n",
       "      <td>5.08</td>\n",
       "      <td>3899</td>\n",
       "      <td>394225</td>\n",
       "      <td>14551</td>\n",
       "      <td>50280</td>\n",
       "      <td>0</td>\n",
       "      <td>15448</td>\n",
       "      <td>4412</td>\n",
       "      <td>164483</td>\n",
       "      <td>57968</td>\n",
       "      <td>5503</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>623944</td>\n",
       "      <td>623855</td>\n",
       "      <td>89</td>\n",
       "      <td>4.46</td>\n",
       "      <td>306</td>\n",
       "      <td>145474</td>\n",
       "      <td>112780</td>\n",
       "      <td>685</td>\n",
       "      <td>1</td>\n",
       "      <td>1771</td>\n",
       "      <td>1927</td>\n",
       "      <td>345800</td>\n",
       "      <td>15112</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 합계①+② (toe) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 공급비중 (%) 태양열 (toe)  \\\n",
       "전국              14000317  12510554  1489762               100.00     25568   \n",
       "서울                325737    232226    93510                 2.33       561   \n",
       "부산                213516    150968    62548                 1.53       686   \n",
       "대구                184664    181487     3177                 1.32       738   \n",
       "인천                595688    276678   319009                 4.25       577   \n",
       "광주                 99072     98033     1039                 0.71       540   \n",
       "대전                 91966     83514     8453                 0.66       570   \n",
       "울산                501111    489254    11857                 3.58       307   \n",
       "세종                 84544     75206     9338                 0.60       109   \n",
       "경기               1664252   1354582   309670                11.89      2305   \n",
       "강원               1558778   1527182    31596                11.13      2684   \n",
       "충북                697775    686054    11721                 4.98      1345   \n",
       "충남               1985783   1422595   563188                14.18      2132   \n",
       "전북               2116947   2114538     2409                15.12      1215   \n",
       "전남               1465050   1416169    48881                10.46      3296   \n",
       "경북               1080720   1072946     7774                 7.72      4298   \n",
       "경남                710771    705268     5503                 5.08      3899   \n",
       "제주                623944    623855       89                 4.46       306   \n",
       "\n",
       "에너지원 태양광 (toe) 풍력 (toe) 수력 (toe) 해양 (toe) 지열 (toe) 수열 (toe) 바이오 (toe)  \\\n",
       "전국     5317227   677507   651227    96911   255590    24756   4263576   \n",
       "서울       55298       45      132        0    17900       18     81856   \n",
       "부산       58882       15        9        0     3104       46     51370   \n",
       "대구       44631        6     3092        0     8395        0    103172   \n",
       "인천       49014     8415     8765        0     8666      157    153890   \n",
       "광주       70029        1     1753        0     3835        0     20475   \n",
       "대전       23997       87       59        0     5807        0     26553   \n",
       "울산       32384      372      244        0     4414        0    355707   \n",
       "세종       20576        0        0        0    15683        0     30497   \n",
       "경기      384178      998   134900    96907    55341       19    426130   \n",
       "강원      393308   201821   151904        0    21462      684    539973   \n",
       "충북      304063       11   155715        0    13116        5     62300   \n",
       "충남      663622      437    12205        0    21792     1909    680646   \n",
       "전북      905410    31080    50892        0    21717      841   1053063   \n",
       "전남     1112350   111982    18346        3    18687    14078     71578   \n",
       "경북      659785   194906    62247        0    18454      661     96082   \n",
       "경남      394225    14551    50280        0    15448     4412    164483   \n",
       "제주      145474   112780      685        1     1771     1927    345800   \n",
       "\n",
       "에너지원 폐기물 (toe) 연료전지 (toe) IGCC (toe)  \n",
       "전국     1198193    1023132     466631  \n",
       "서울       76416      93510          0  \n",
       "부산       36856      62548          0  \n",
       "대구       21454       3177          0  \n",
       "인천       47195     319009          0  \n",
       "광주        1400       1039          0  \n",
       "대전       26441       8453          0  \n",
       "울산       95826      11857          0  \n",
       "세종        8340       9338          0  \n",
       "경기      253804     309670          0  \n",
       "강원      215346      31596          0  \n",
       "충북      149498      11721          0  \n",
       "충남       39853      96557     466631  \n",
       "전북       50321       2409          0  \n",
       "전남       65850      48881          0  \n",
       "경북       36512       7774          0  \n",
       "경남       57968       5503          0  \n",
       "제주       15112         89          0  "
      ]
     },
     "execution_count": 446,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2021.columns = [i[5:] for i in data_2021.columns]\n",
    "data_2021 = data_2021.T\n",
    "data_2021.to_csv(\"result_RenewEnergyProduction_2021.csv\")\n",
    "data_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "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",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>에너지원</th>\n",
       "      <th>신·재생에너지 합계①+② (toe)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 공급비중 (%)</th>\n",
       "      <th>태양열 (toe)</th>\n",
       "      <th>태양광 (toe)</th>\n",
       "      <th>풍력 (toe)</th>\n",
       "      <th>수력 (toe)</th>\n",
       "      <th>해양 (toe)</th>\n",
       "      <th>지열 (toe)</th>\n",
       "      <th>수열 (toe)</th>\n",
       "      <th>바이오 (toe)</th>\n",
       "      <th>폐기물 (toe)</th>\n",
       "      <th>연료전지 (toe)</th>\n",
       "      <th>IGCC (toe)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>15706206</td>\n",
       "      <td>14134169</td>\n",
       "      <td>1572037</td>\n",
       "      <td>100.00</td>\n",
       "      <td>25035</td>\n",
       "      <td>6609387</td>\n",
       "      <td>717864</td>\n",
       "      <td>755117</td>\n",
       "      <td>90279</td>\n",
       "      <td>279650</td>\n",
       "      <td>26543</td>\n",
       "      <td>4372872</td>\n",
       "      <td>1257422</td>\n",
       "      <td>1153529</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>317023</td>\n",
       "      <td>245539</td>\n",
       "      <td>71483</td>\n",
       "      <td>2.02</td>\n",
       "      <td>503</td>\n",
       "      <td>65697</td>\n",
       "      <td>46</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>20070</td>\n",
       "      <td>18</td>\n",
       "      <td>89647</td>\n",
       "      <td>69477</td>\n",
       "      <td>71483</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>236408</td>\n",
       "      <td>166498</td>\n",
       "      <td>69911</td>\n",
       "      <td>1.51</td>\n",
       "      <td>617</td>\n",
       "      <td>71015</td>\n",
       "      <td>16</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>3610</td>\n",
       "      <td>73</td>\n",
       "      <td>58160</td>\n",
       "      <td>32952</td>\n",
       "      <td>69911</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>179814</td>\n",
       "      <td>176575</td>\n",
       "      <td>3238</td>\n",
       "      <td>1.14</td>\n",
       "      <td>648</td>\n",
       "      <td>55601</td>\n",
       "      <td>6</td>\n",
       "      <td>3188</td>\n",
       "      <td>0</td>\n",
       "      <td>9877</td>\n",
       "      <td>0</td>\n",
       "      <td>73361</td>\n",
       "      <td>33895</td>\n",
       "      <td>3238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>586824</td>\n",
       "      <td>299790</td>\n",
       "      <td>287034</td>\n",
       "      <td>3.74</td>\n",
       "      <td>543</td>\n",
       "      <td>57128</td>\n",
       "      <td>8263</td>\n",
       "      <td>6481</td>\n",
       "      <td>0</td>\n",
       "      <td>9912</td>\n",
       "      <td>157</td>\n",
       "      <td>167582</td>\n",
       "      <td>49723</td>\n",
       "      <td>287034</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>128439</td>\n",
       "      <td>114533</td>\n",
       "      <td>13906</td>\n",
       "      <td>0.82</td>\n",
       "      <td>520</td>\n",
       "      <td>84614</td>\n",
       "      <td>2</td>\n",
       "      <td>1335</td>\n",
       "      <td>0</td>\n",
       "      <td>3914</td>\n",
       "      <td>0</td>\n",
       "      <td>22761</td>\n",
       "      <td>1387</td>\n",
       "      <td>13906</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>114634</td>\n",
       "      <td>96207</td>\n",
       "      <td>18427</td>\n",
       "      <td>0.73</td>\n",
       "      <td>528</td>\n",
       "      <td>30136</td>\n",
       "      <td>88</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>7025</td>\n",
       "      <td>0</td>\n",
       "      <td>25098</td>\n",
       "      <td>33304</td>\n",
       "      <td>18427</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>480459</td>\n",
       "      <td>434258</td>\n",
       "      <td>46201</td>\n",
       "      <td>3.06</td>\n",
       "      <td>277</td>\n",
       "      <td>38903</td>\n",
       "      <td>54</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>4839</td>\n",
       "      <td>17</td>\n",
       "      <td>286450</td>\n",
       "      <td>103624</td>\n",
       "      <td>46201</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>90157</td>\n",
       "      <td>81552</td>\n",
       "      <td>8605</td>\n",
       "      <td>0.57</td>\n",
       "      <td>102</td>\n",
       "      <td>24538</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16258</td>\n",
       "      <td>0</td>\n",
       "      <td>35240</td>\n",
       "      <td>5414</td>\n",
       "      <td>8605</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>1782795</td>\n",
       "      <td>1453494</td>\n",
       "      <td>329301</td>\n",
       "      <td>11.35</td>\n",
       "      <td>2208</td>\n",
       "      <td>464713</td>\n",
       "      <td>959</td>\n",
       "      <td>152857</td>\n",
       "      <td>90278</td>\n",
       "      <td>60038</td>\n",
       "      <td>97</td>\n",
       "      <td>431014</td>\n",
       "      <td>251332</td>\n",
       "      <td>329301</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>1730425</td>\n",
       "      <td>1671606</td>\n",
       "      <td>58819</td>\n",
       "      <td>11.02</td>\n",
       "      <td>2492</td>\n",
       "      <td>468677</td>\n",
       "      <td>203379</td>\n",
       "      <td>249064</td>\n",
       "      <td>0</td>\n",
       "      <td>24057</td>\n",
       "      <td>709</td>\n",
       "      <td>481691</td>\n",
       "      <td>241538</td>\n",
       "      <td>58819</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>851656</td>\n",
       "      <td>807715</td>\n",
       "      <td>43942</td>\n",
       "      <td>5.42</td>\n",
       "      <td>1289</td>\n",
       "      <td>369737</td>\n",
       "      <td>17</td>\n",
       "      <td>175602</td>\n",
       "      <td>0</td>\n",
       "      <td>14148</td>\n",
       "      <td>15</td>\n",
       "      <td>71941</td>\n",
       "      <td>174966</td>\n",
       "      <td>43942</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>2163189</td>\n",
       "      <td>1640544</td>\n",
       "      <td>522644</td>\n",
       "      <td>13.77</td>\n",
       "      <td>2079</td>\n",
       "      <td>792320</td>\n",
       "      <td>456</td>\n",
       "      <td>11157</td>\n",
       "      <td>0</td>\n",
       "      <td>24069</td>\n",
       "      <td>1979</td>\n",
       "      <td>767937</td>\n",
       "      <td>40548</td>\n",
       "      <td>104136</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>2539588</td>\n",
       "      <td>2515875</td>\n",
       "      <td>23713</td>\n",
       "      <td>16.17</td>\n",
       "      <td>1216</td>\n",
       "      <td>1183907</td>\n",
       "      <td>34440</td>\n",
       "      <td>45345</td>\n",
       "      <td>0</td>\n",
       "      <td>23817</td>\n",
       "      <td>904</td>\n",
       "      <td>1178969</td>\n",
       "      <td>47277</td>\n",
       "      <td>23713</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>1754851</td>\n",
       "      <td>1692575</td>\n",
       "      <td>62277</td>\n",
       "      <td>11.17</td>\n",
       "      <td>3532</td>\n",
       "      <td>1364272</td>\n",
       "      <td>124776</td>\n",
       "      <td>11936</td>\n",
       "      <td>1</td>\n",
       "      <td>19374</td>\n",
       "      <td>15175</td>\n",
       "      <td>83502</td>\n",
       "      <td>70007</td>\n",
       "      <td>62277</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>1288507</td>\n",
       "      <td>1282200</td>\n",
       "      <td>6308</td>\n",
       "      <td>8.20</td>\n",
       "      <td>4328</td>\n",
       "      <td>875924</td>\n",
       "      <td>194644</td>\n",
       "      <td>50805</td>\n",
       "      <td>0</td>\n",
       "      <td>20559</td>\n",
       "      <td>739</td>\n",
       "      <td>102072</td>\n",
       "      <td>33129</td>\n",
       "      <td>6308</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>782019</td>\n",
       "      <td>775878</td>\n",
       "      <td>6142</td>\n",
       "      <td>4.98</td>\n",
       "      <td>3874</td>\n",
       "      <td>492688</td>\n",
       "      <td>28436</td>\n",
       "      <td>46485</td>\n",
       "      <td>0</td>\n",
       "      <td>16312</td>\n",
       "      <td>4706</td>\n",
       "      <td>124747</td>\n",
       "      <td>58631</td>\n",
       "      <td>6142</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>679417</td>\n",
       "      <td>679329</td>\n",
       "      <td>88</td>\n",
       "      <td>4.33</td>\n",
       "      <td>279</td>\n",
       "      <td>169517</td>\n",
       "      <td>122284</td>\n",
       "      <td>606</td>\n",
       "      <td>0</td>\n",
       "      <td>1771</td>\n",
       "      <td>1955</td>\n",
       "      <td>372699</td>\n",
       "      <td>10218</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 합계①+② (toe) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 공급비중 (%) 태양열 (toe)  \\\n",
       "전국              15706206  14134169  1572037               100.00     25035   \n",
       "서울                317023    245539    71483                 2.02       503   \n",
       "부산                236408    166498    69911                 1.51       617   \n",
       "대구                179814    176575     3238                 1.14       648   \n",
       "인천                586824    299790   287034                 3.74       543   \n",
       "광주                128439    114533    13906                 0.82       520   \n",
       "대전                114634     96207    18427                 0.73       528   \n",
       "울산                480459    434258    46201                 3.06       277   \n",
       "세종                 90157     81552     8605                 0.57       102   \n",
       "경기               1782795   1453494   329301                11.35      2208   \n",
       "강원               1730425   1671606    58819                11.02      2492   \n",
       "충북                851656    807715    43942                 5.42      1289   \n",
       "충남               2163189   1640544   522644                13.77      2079   \n",
       "전북               2539588   2515875    23713                16.17      1216   \n",
       "전남               1754851   1692575    62277                11.17      3532   \n",
       "경북               1288507   1282200     6308                 8.20      4328   \n",
       "경남                782019    775878     6142                 4.98      3874   \n",
       "제주                679417    679329       88                 4.33       279   \n",
       "\n",
       "에너지원 태양광 (toe) 풍력 (toe) 수력 (toe) 해양 (toe) 지열 (toe) 수열 (toe) 바이오 (toe)  \\\n",
       "전국     6609387   717864   755117    90279   279650    26543   4372872   \n",
       "서울       65697       46       81        0    20070       18     89647   \n",
       "부산       71015       16       55        0     3610       73     58160   \n",
       "대구       55601        6     3188        0     9877        0     73361   \n",
       "인천       57128     8263     6481        0     9912      157    167582   \n",
       "광주       84614        2     1335        0     3914        0     22761   \n",
       "대전       30136       88       28        0     7025        0     25098   \n",
       "울산       38903       54       93        0     4839       17    286450   \n",
       "세종       24538        0        0        0    16258        0     35240   \n",
       "경기      464713      959   152857    90278    60038       97    431014   \n",
       "강원      468677   203379   249064        0    24057      709    481691   \n",
       "충북      369737       17   175602        0    14148       15     71941   \n",
       "충남      792320      456    11157        0    24069     1979    767937   \n",
       "전북     1183907    34440    45345        0    23817      904   1178969   \n",
       "전남     1364272   124776    11936        1    19374    15175     83502   \n",
       "경북      875924   194644    50805        0    20559      739    102072   \n",
       "경남      492688    28436    46485        0    16312     4706    124747   \n",
       "제주      169517   122284      606        0     1771     1955    372699   \n",
       "\n",
       "에너지원 폐기물 (toe) 연료전지 (toe) IGCC (toe)  \n",
       "전국     1257422    1153529          0  \n",
       "서울       69477      71483          0  \n",
       "부산       32952      69911          0  \n",
       "대구       33895       3238          0  \n",
       "인천       49723     287034          0  \n",
       "광주        1387      13906          0  \n",
       "대전       33304      18427          0  \n",
       "울산      103624      46201          0  \n",
       "세종        5414       8605          0  \n",
       "경기      251332     329301          0  \n",
       "강원      241538      58819          0  \n",
       "충북      174966      43942          0  \n",
       "충남       40548     104136          0  \n",
       "전북       47277      23713          0  \n",
       "전남       70007      62277          0  \n",
       "경북       33129       6308          0  \n",
       "경남       58631       6142          0  \n",
       "제주       10218         88          0  "
      ]
     },
     "execution_count": 447,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2022.columns = [i[5:] for i in data_2022.columns]\n",
    "data_2022 = data_2022.T\n",
    "data_2022.to_csv(\"result_RenewEnergyProduction_2022.csv\")\n",
    "data_2022"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 행정구역별 신재생 에너지 발전량"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 448,
   "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>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>...</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "      <th>66</th>\n",
       "      <th>67</th>\n",
       "      <th>68</th>\n",
       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>에너지원별(1)</th>\n",
       "      <td>에너지원별(1)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>...</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>① 재생에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "      <td>② 신에너지</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원별(2)</th>\n",
       "      <td>에너지원별(2)</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>...</td>\n",
       "      <td>폐기물 (MWh)</td>\n",
       "      <td>폐기물 (MWh)</td>\n",
       "      <td>폐기물 (MWh)</td>\n",
       "      <td>폐기물 (MWh)</td>\n",
       "      <td>폐기물 (MWh)</td>\n",
       "      <td>연료전지 (MWh)</td>\n",
       "      <td>연료전지 (MWh)</td>\n",
       "      <td>연료전지 (MWh)</td>\n",
       "      <td>IGCC (MWh)</td>\n",
       "      <td>IGCC (MWh)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원별(3)</th>\n",
       "      <td>에너지원별(3)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>...</td>\n",
       "      <td>SRF</td>\n",
       "      <td>시멘트킬른보조연료</td>\n",
       "      <td>시멘트킬른보조연료</td>\n",
       "      <td>정제연료유</td>\n",
       "      <td>정제연료유</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원별(4)</th>\n",
       "      <td>에너지원별(4)</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>...</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>사업용</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>2020</th>\n",
       "      <td>전국</td>\n",
       "      <td>43123776</td>\n",
       "      <td>39791354</td>\n",
       "      <td>3332422</td>\n",
       "      <td>37202048</td>\n",
       "      <td>33928372</td>\n",
       "      <td>3273676</td>\n",
       "      <td>5921728</td>\n",
       "      <td>5862982</td>\n",
       "      <td>58746</td>\n",
       "      <td>...</td>\n",
       "      <td>3984</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3544354</td>\n",
       "      <td>3485608</td>\n",
       "      <td>58746</td>\n",
       "      <td>2377374</td>\n",
       "      <td>2377374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.1</th>\n",
       "      <td>서울</td>\n",
       "      <td>646174</td>\n",
       "      <td>438369</td>\n",
       "      <td>207805</td>\n",
       "      <td>305085</td>\n",
       "      <td>103329</td>\n",
       "      <td>201755</td>\n",
       "      <td>341090</td>\n",
       "      <td>335040</td>\n",
       "      <td>6050</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>341090</td>\n",
       "      <td>335040</td>\n",
       "      <td>6050</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.2</th>\n",
       "      <td>부산</td>\n",
       "      <td>465586</td>\n",
       "      <td>371099</td>\n",
       "      <td>94487</td>\n",
       "      <td>281257</td>\n",
       "      <td>187877</td>\n",
       "      <td>93380</td>\n",
       "      <td>184330</td>\n",
       "      <td>183222</td>\n",
       "      <td>1107</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>184330</td>\n",
       "      <td>183222</td>\n",
       "      <td>1107</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.3</th>\n",
       "      <td>대구</td>\n",
       "      <td>226446</td>\n",
       "      <td>133032</td>\n",
       "      <td>93414</td>\n",
       "      <td>218595</td>\n",
       "      <td>127530</td>\n",
       "      <td>91065</td>\n",
       "      <td>7851</td>\n",
       "      <td>5502</td>\n",
       "      <td>2349</td>\n",
       "      <td>...</td>\n",
       "      <td>3451</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>7851</td>\n",
       "      <td>5502</td>\n",
       "      <td>2349</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.4</th>\n",
       "      <td>인천</td>\n",
       "      <td>1474011</td>\n",
       "      <td>1380003</td>\n",
       "      <td>94008</td>\n",
       "      <td>520583</td>\n",
       "      <td>428146</td>\n",
       "      <td>92438</td>\n",
       "      <td>953427</td>\n",
       "      <td>951857</td>\n",
       "      <td>1570</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>953427</td>\n",
       "      <td>951857</td>\n",
       "      <td>1570</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.5</th>\n",
       "      <td>광주</td>\n",
       "      <td>313908</td>\n",
       "      <td>247636</td>\n",
       "      <td>66272</td>\n",
       "      <td>310682</td>\n",
       "      <td>247636</td>\n",
       "      <td>63045</td>\n",
       "      <td>3227</td>\n",
       "      <td>-</td>\n",
       "      <td>3227</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3227</td>\n",
       "      <td>-</td>\n",
       "      <td>3227</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 73 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0                      1                      2   \\\n",
       "에너지원별(1)  에너지원별(1)  신·재생에너지 총발전량①+② (MWh)  신·재생에너지 총발전량①+② (MWh)   \n",
       "에너지원별(2)  에너지원별(2)                     소계                    사업용   \n",
       "에너지원별(3)  에너지원별(3)                     소계                     소계   \n",
       "에너지원별(4)  에너지원별(4)                     소계                     소계   \n",
       "2020            전국               43123776               39791354   \n",
       "2020.1          서울                 646174                 438369   \n",
       "2020.2          부산                 465586                 371099   \n",
       "2020.3          대구                 226446                 133032   \n",
       "2020.4          인천                1474011                1380003   \n",
       "2020.5          광주                 313908                 247636   \n",
       "\n",
       "                             3                      4                      5   \\\n",
       "에너지원별(1)  신·재생에너지 총발전량①+② (MWh)  신·재생에너지 총발전량①+② (MWh)  신·재생에너지 총발전량①+② (MWh)   \n",
       "에너지원별(2)                    자가용              ① 재생에너지 합              ① 재생에너지 합   \n",
       "에너지원별(3)                     소계                     소계                    사업용   \n",
       "에너지원별(4)                     소계                     소계                     소계   \n",
       "2020                    3332422               37202048               33928372   \n",
       "2020.1                   207805                 305085                 103329   \n",
       "2020.2                    94487                 281257                 187877   \n",
       "2020.3                    93414                 218595                 127530   \n",
       "2020.4                    94008                 520583                 428146   \n",
       "2020.5                    66272                 310682                 247636   \n",
       "\n",
       "                             6                      7                      8   \\\n",
       "에너지원별(1)  신·재생에너지 총발전량①+② (MWh)  신·재생에너지 총발전량①+② (MWh)  신·재생에너지 총발전량①+② (MWh)   \n",
       "에너지원별(2)              ① 재생에너지 합               ② 신에너지 합               ② 신에너지 합   \n",
       "에너지원별(3)                    자가용                     소계                    사업용   \n",
       "에너지원별(4)                     소계                     소계                     소계   \n",
       "2020                    3273676                5921728                5862982   \n",
       "2020.1                   201755                 341090                 335040   \n",
       "2020.2                    93380                 184330                 183222   \n",
       "2020.3                    91065                   7851                   5502   \n",
       "2020.4                    92438                 953427                 951857   \n",
       "2020.5                    63045                   3227                      -   \n",
       "\n",
       "                             9   ...         63         64         65  \\\n",
       "에너지원별(1)  신·재생에너지 총발전량①+② (MWh)  ...    ① 재생에너지    ① 재생에너지    ① 재생에너지   \n",
       "에너지원별(2)               ② 신에너지 합  ...  폐기물 (MWh)  폐기물 (MWh)  폐기물 (MWh)   \n",
       "에너지원별(3)                    자가용  ...        SRF  시멘트킬른보조연료  시멘트킬른보조연료   \n",
       "에너지원별(4)                     소계  ...        자가용         소계        자가용   \n",
       "2020                      58746  ...       3984          -          -   \n",
       "2020.1                     6050  ...          -          -          -   \n",
       "2020.2                     1107  ...          -          -          -   \n",
       "2020.3                     2349  ...       3451          -          -   \n",
       "2020.4                     1570  ...          -          -          -   \n",
       "2020.5                     3227  ...          -          -          -   \n",
       "\n",
       "                 66         67          68          69          70  \\\n",
       "에너지원별(1)    ① 재생에너지    ① 재생에너지      ② 신에너지      ② 신에너지      ② 신에너지   \n",
       "에너지원별(2)  폐기물 (MWh)  폐기물 (MWh)  연료전지 (MWh)  연료전지 (MWh)  연료전지 (MWh)   \n",
       "에너지원별(3)      정제연료유      정제연료유          소계         사업용         자가용   \n",
       "에너지원별(4)         소계        사업용          소계          소계          소계   \n",
       "2020              -          -     3544354     3485608       58746   \n",
       "2020.1            -          -      341090      335040        6050   \n",
       "2020.2            -          -      184330      183222        1107   \n",
       "2020.3            -          -        7851        5502        2349   \n",
       "2020.4            -          -      953427      951857        1570   \n",
       "2020.5            -          -        3227           -        3227   \n",
       "\n",
       "                  71          72  \n",
       "에너지원별(1)      ② 신에너지      ② 신에너지  \n",
       "에너지원별(2)  IGCC (MWh)  IGCC (MWh)  \n",
       "에너지원별(3)          소계         사업용  \n",
       "에너지원별(4)          소계          소계  \n",
       "2020         2377374     2377374  \n",
       "2020.1             -           -  \n",
       "2020.2             -           -  \n",
       "2020.3             -           -  \n",
       "2020.4             -           -  \n",
       "2020.5             -           -  \n",
       "\n",
       "[10 rows x 73 columns]"
      ]
     },
     "execution_count": 448,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = renew_energy_generations_by_locations.T\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "행과 열 정리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "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>에너지원/에너지원별(1)</th>\n",
       "      <th>에너지원/에너지원별(2)</th>\n",
       "      <th>에너지원/에너지원별(3)</th>\n",
       "      <th>에너지원/에너지원별(4)</th>\n",
       "      <th>2020/전국</th>\n",
       "      <th>2020/서울</th>\n",
       "      <th>2020/부산</th>\n",
       "      <th>2020/대구</th>\n",
       "      <th>2020/인천</th>\n",
       "      <th>2020/광주</th>\n",
       "      <th>...</th>\n",
       "      <th>2022/세종</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",
       "      <th>2022/제주</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>43123776</td>\n",
       "      <td>646174</td>\n",
       "      <td>465586</td>\n",
       "      <td>226446</td>\n",
       "      <td>1474011</td>\n",
       "      <td>313908</td>\n",
       "      <td>...</td>\n",
       "      <td>169375</td>\n",
       "      <td>5269025</td>\n",
       "      <td>6479493</td>\n",
       "      <td>2785854</td>\n",
       "      <td>9023827</td>\n",
       "      <td>10385213</td>\n",
       "      <td>7481402</td>\n",
       "      <td>5315057</td>\n",
       "      <td>2867620</td>\n",
       "      <td>2996072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>사업용</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>39791354</td>\n",
       "      <td>438369</td>\n",
       "      <td>371099</td>\n",
       "      <td>133032</td>\n",
       "      <td>1380003</td>\n",
       "      <td>247636</td>\n",
       "      <td>...</td>\n",
       "      <td>129900</td>\n",
       "      <td>4593272</td>\n",
       "      <td>6226302</td>\n",
       "      <td>2458115</td>\n",
       "      <td>8500371</td>\n",
       "      <td>10060735</td>\n",
       "      <td>7091288</td>\n",
       "      <td>4943687</td>\n",
       "      <td>2409541</td>\n",
       "      <td>2883863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>3332422</td>\n",
       "      <td>207805</td>\n",
       "      <td>94487</td>\n",
       "      <td>93414</td>\n",
       "      <td>94008</td>\n",
       "      <td>66272</td>\n",
       "      <td>...</td>\n",
       "      <td>39475</td>\n",
       "      <td>675753</td>\n",
       "      <td>253191</td>\n",
       "      <td>327739</td>\n",
       "      <td>523456</td>\n",
       "      <td>324479</td>\n",
       "      <td>390114</td>\n",
       "      <td>371370</td>\n",
       "      <td>458079</td>\n",
       "      <td>112209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>37202048</td>\n",
       "      <td>305085</td>\n",
       "      <td>281257</td>\n",
       "      <td>218595</td>\n",
       "      <td>520583</td>\n",
       "      <td>310682</td>\n",
       "      <td>...</td>\n",
       "      <td>128981</td>\n",
       "      <td>3723948</td>\n",
       "      <td>6203412</td>\n",
       "      <td>2579630</td>\n",
       "      <td>6570279</td>\n",
       "      <td>10274015</td>\n",
       "      <td>7189211</td>\n",
       "      <td>5285824</td>\n",
       "      <td>2839026</td>\n",
       "      <td>2995689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>사업용</td>\n",
       "      <td>소계</td>\n",
       "      <td>33928372</td>\n",
       "      <td>103329</td>\n",
       "      <td>187877</td>\n",
       "      <td>127530</td>\n",
       "      <td>428146</td>\n",
       "      <td>247636</td>\n",
       "      <td>...</td>\n",
       "      <td>89576</td>\n",
       "      <td>3060639</td>\n",
       "      <td>5951086</td>\n",
       "      <td>2252893</td>\n",
       "      <td>6049240</td>\n",
       "      <td>9951295</td>\n",
       "      <td>6801583</td>\n",
       "      <td>4919523</td>\n",
       "      <td>2384152</td>\n",
       "      <td>2883863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>① 재생에너지 합</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>3273676</td>\n",
       "      <td>201755</td>\n",
       "      <td>93380</td>\n",
       "      <td>91065</td>\n",
       "      <td>92438</td>\n",
       "      <td>63045</td>\n",
       "      <td>...</td>\n",
       "      <td>39405</td>\n",
       "      <td>663309</td>\n",
       "      <td>252326</td>\n",
       "      <td>326737</td>\n",
       "      <td>521040</td>\n",
       "      <td>322720</td>\n",
       "      <td>387628</td>\n",
       "      <td>366301</td>\n",
       "      <td>454874</td>\n",
       "      <td>111826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>5921728</td>\n",
       "      <td>341090</td>\n",
       "      <td>184330</td>\n",
       "      <td>7851</td>\n",
       "      <td>953427</td>\n",
       "      <td>3227</td>\n",
       "      <td>...</td>\n",
       "      <td>40394</td>\n",
       "      <td>1545077</td>\n",
       "      <td>276081</td>\n",
       "      <td>206224</td>\n",
       "      <td>2453548</td>\n",
       "      <td>111198</td>\n",
       "      <td>292191</td>\n",
       "      <td>29233</td>\n",
       "      <td>28593</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>사업용</td>\n",
       "      <td>소계</td>\n",
       "      <td>5862982</td>\n",
       "      <td>335040</td>\n",
       "      <td>183222</td>\n",
       "      <td>5502</td>\n",
       "      <td>951857</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>40324</td>\n",
       "      <td>1532633</td>\n",
       "      <td>275216</td>\n",
       "      <td>205222</td>\n",
       "      <td>2451131</td>\n",
       "      <td>109439</td>\n",
       "      <td>289705</td>\n",
       "      <td>24164</td>\n",
       "      <td>25388</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>신·재생에너지 총발전량①+② (MWh)</td>\n",
       "      <td>② 신에너지 합</td>\n",
       "      <td>자가용</td>\n",
       "      <td>소계</td>\n",
       "      <td>58746</td>\n",
       "      <td>6050</td>\n",
       "      <td>1107</td>\n",
       "      <td>2349</td>\n",
       "      <td>1570</td>\n",
       "      <td>3227</td>\n",
       "      <td>...</td>\n",
       "      <td>70</td>\n",
       "      <td>12444</td>\n",
       "      <td>865</td>\n",
       "      <td>1002</td>\n",
       "      <td>2416</td>\n",
       "      <td>1759</td>\n",
       "      <td>2487</td>\n",
       "      <td>5069</td>\n",
       "      <td>3205</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>신·재생에너지 지역별 발전비중 (%)</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>소계</td>\n",
       "      <td>100.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.53</td>\n",
       "      <td>3.42</td>\n",
       "      <td>0.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.29</td>\n",
       "      <td>9.12</td>\n",
       "      <td>11.21</td>\n",
       "      <td>4.82</td>\n",
       "      <td>15.62</td>\n",
       "      <td>17.97</td>\n",
       "      <td>12.95</td>\n",
       "      <td>9.20</td>\n",
       "      <td>4.96</td>\n",
       "      <td>5.19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            에너지원/에너지원별(1) 에너지원/에너지원별(2) 에너지원/에너지원별(3) 에너지원/에너지원별(4)   2020/전국  \\\n",
       "1   신·재생에너지 총발전량①+② (MWh)            소계            소계            소계  43123776   \n",
       "2   신·재생에너지 총발전량①+② (MWh)           사업용            소계            소계  39791354   \n",
       "3   신·재생에너지 총발전량①+② (MWh)           자가용            소계            소계   3332422   \n",
       "4   신·재생에너지 총발전량①+② (MWh)     ① 재생에너지 합            소계            소계  37202048   \n",
       "5   신·재생에너지 총발전량①+② (MWh)     ① 재생에너지 합           사업용            소계  33928372   \n",
       "6   신·재생에너지 총발전량①+② (MWh)     ① 재생에너지 합           자가용            소계   3273676   \n",
       "7   신·재생에너지 총발전량①+② (MWh)      ② 신에너지 합            소계            소계   5921728   \n",
       "8   신·재생에너지 총발전량①+② (MWh)      ② 신에너지 합           사업용            소계   5862982   \n",
       "9   신·재생에너지 총발전량①+② (MWh)      ② 신에너지 합           자가용            소계     58746   \n",
       "10   신·재생에너지 지역별 발전비중 (%)            소계            소계            소계    100.00   \n",
       "\n",
       "   2020/서울 2020/부산 2020/대구  2020/인천 2020/광주  ... 2022/세종  2022/경기  2022/강원  \\\n",
       "1   646174  465586  226446  1474011  313908  ...  169375  5269025  6479493   \n",
       "2   438369  371099  133032  1380003  247636  ...  129900  4593272  6226302   \n",
       "3   207805   94487   93414    94008   66272  ...   39475   675753   253191   \n",
       "4   305085  281257  218595   520583  310682  ...  128981  3723948  6203412   \n",
       "5   103329  187877  127530   428146  247636  ...   89576  3060639  5951086   \n",
       "6   201755   93380   91065    92438   63045  ...   39405   663309   252326   \n",
       "7   341090  184330    7851   953427    3227  ...   40394  1545077   276081   \n",
       "8   335040  183222    5502   951857       -  ...   40324  1532633   275216   \n",
       "9     6050    1107    2349     1570    3227  ...      70    12444      865   \n",
       "10    1.50    1.08    0.53     3.42    0.73  ...    0.29     9.12    11.21   \n",
       "\n",
       "    2022/충북  2022/충남   2022/전북  2022/전남  2022/경북  2022/경남  2022/제주  \n",
       "1   2785854  9023827  10385213  7481402  5315057  2867620  2996072  \n",
       "2   2458115  8500371  10060735  7091288  4943687  2409541  2883863  \n",
       "3    327739   523456    324479   390114   371370   458079   112209  \n",
       "4   2579630  6570279  10274015  7189211  5285824  2839026  2995689  \n",
       "5   2252893  6049240   9951295  6801583  4919523  2384152  2883863  \n",
       "6    326737   521040    322720   387628   366301   454874   111826  \n",
       "7    206224  2453548    111198   292191    29233    28593      383  \n",
       "8    205222  2451131    109439   289705    24164    25388        -  \n",
       "9      1002     2416      1759     2487     5069     3205      383  \n",
       "10     4.82    15.62     17.97    12.95     9.20     4.96     5.19  \n",
       "\n",
       "[10 rows x 58 columns]"
      ]
     },
     "execution_count": 449,
     "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": 450,
   "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",
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       "        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>2020/전국</th>\n",
       "      <th>2020/서울</th>\n",
       "      <th>2020/부산</th>\n",
       "      <th>2020/대구</th>\n",
       "      <th>2020/인천</th>\n",
       "      <th>2020/광주</th>\n",
       "      <th>2020/대전</th>\n",
       "      <th>2020/울산</th>\n",
       "      <th>2020/세종</th>\n",
       "      <th>2020/경기</th>\n",
       "      <th>...</th>\n",
       "      <th>2022/세종</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",
       "      <th>2022/제주</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에너지원</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>신·재생에너지 총발전량①+② (MWh)</th>\n",
       "      <td>43123776</td>\n",
       "      <td>646174</td>\n",
       "      <td>465586</td>\n",
       "      <td>226446</td>\n",
       "      <td>1474011</td>\n",
       "      <td>313908</td>\n",
       "      <td>125281</td>\n",
       "      <td>946151</td>\n",
       "      <td>155971</td>\n",
       "      <td>4162365</td>\n",
       "      <td>...</td>\n",
       "      <td>169375</td>\n",
       "      <td>5269025</td>\n",
       "      <td>6479493</td>\n",
       "      <td>2785854</td>\n",
       "      <td>9023827</td>\n",
       "      <td>10385213</td>\n",
       "      <td>7481402</td>\n",
       "      <td>5315057</td>\n",
       "      <td>2867620</td>\n",
       "      <td>2996072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <td>37202048</td>\n",
       "      <td>305085</td>\n",
       "      <td>281257</td>\n",
       "      <td>218595</td>\n",
       "      <td>520583</td>\n",
       "      <td>310682</td>\n",
       "      <td>93553</td>\n",
       "      <td>932221</td>\n",
       "      <td>116237</td>\n",
       "      <td>2929914</td>\n",
       "      <td>...</td>\n",
       "      <td>128981</td>\n",
       "      <td>3723948</td>\n",
       "      <td>6203412</td>\n",
       "      <td>2579630</td>\n",
       "      <td>6570279</td>\n",
       "      <td>10274015</td>\n",
       "      <td>7189211</td>\n",
       "      <td>5285824</td>\n",
       "      <td>2839026</td>\n",
       "      <td>2995689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <td>5921728</td>\n",
       "      <td>341090</td>\n",
       "      <td>184330</td>\n",
       "      <td>7851</td>\n",
       "      <td>953427</td>\n",
       "      <td>3227</td>\n",
       "      <td>31727</td>\n",
       "      <td>13930</td>\n",
       "      <td>39734</td>\n",
       "      <td>1232451</td>\n",
       "      <td>...</td>\n",
       "      <td>40394</td>\n",
       "      <td>1545077</td>\n",
       "      <td>276081</td>\n",
       "      <td>206224</td>\n",
       "      <td>2453548</td>\n",
       "      <td>111198</td>\n",
       "      <td>292191</td>\n",
       "      <td>29233</td>\n",
       "      <td>28593</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>신·재생에너지 지역별 발전비중 (%)</th>\n",
       "      <td>100.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.53</td>\n",
       "      <td>3.42</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.29</td>\n",
       "      <td>2.19</td>\n",
       "      <td>0.36</td>\n",
       "      <td>9.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.29</td>\n",
       "      <td>9.12</td>\n",
       "      <td>11.21</td>\n",
       "      <td>4.82</td>\n",
       "      <td>15.62</td>\n",
       "      <td>17.97</td>\n",
       "      <td>12.95</td>\n",
       "      <td>9.20</td>\n",
       "      <td>4.96</td>\n",
       "      <td>5.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>태양광 (MWh)</th>\n",
       "      <td>19337964</td>\n",
       "      <td>228302</td>\n",
       "      <td>227625</td>\n",
       "      <td>170703</td>\n",
       "      <td>190865</td>\n",
       "      <td>292567</td>\n",
       "      <td>92382</td>\n",
       "      <td>124484</td>\n",
       "      <td>85394</td>\n",
       "      <td>1441434</td>\n",
       "      <td>...</td>\n",
       "      <td>112270</td>\n",
       "      <td>2133592</td>\n",
       "      <td>2181578</td>\n",
       "      <td>1711676</td>\n",
       "      <td>3693682</td>\n",
       "      <td>5534009</td>\n",
       "      <td>6376158</td>\n",
       "      <td>4085780</td>\n",
       "      <td>2279853</td>\n",
       "      <td>787739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풍력 (MWh)</th>\n",
       "      <td>3149948</td>\n",
       "      <td>204</td>\n",
       "      <td>253</td>\n",
       "      <td>26</td>\n",
       "      <td>52828</td>\n",
       "      <td>2</td>\n",
       "      <td>398</td>\n",
       "      <td>1514</td>\n",
       "      <td>-</td>\n",
       "      <td>5637</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>4495</td>\n",
       "      <td>954664</td>\n",
       "      <td>73</td>\n",
       "      <td>2133</td>\n",
       "      <td>161686</td>\n",
       "      <td>585571</td>\n",
       "      <td>913760</td>\n",
       "      <td>133380</td>\n",
       "      <td>573980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>수력 (MWh)</th>\n",
       "      <td>3879383</td>\n",
       "      <td>1112</td>\n",
       "      <td>93</td>\n",
       "      <td>12951</td>\n",
       "      <td>39579</td>\n",
       "      <td>7795</td>\n",
       "      <td>241</td>\n",
       "      <td>1457</td>\n",
       "      <td>-</td>\n",
       "      <td>649895</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>717533</td>\n",
       "      <td>1169315</td>\n",
       "      <td>824421</td>\n",
       "      <td>52379</td>\n",
       "      <td>212888</td>\n",
       "      <td>56039</td>\n",
       "      <td>238520</td>\n",
       "      <td>218238</td>\n",
       "      <td>2829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해양 (MWh)</th>\n",
       "      <td>457263</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>457257</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>423839</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바이오 (MWh)</th>\n",
       "      <td>9938354</td>\n",
       "      <td>29554</td>\n",
       "      <td>9827</td>\n",
       "      <td>29663</td>\n",
       "      <td>228842</td>\n",
       "      <td>4779</td>\n",
       "      <td>-</td>\n",
       "      <td>799437</td>\n",
       "      <td>25790</td>\n",
       "      <td>302620</td>\n",
       "      <td>...</td>\n",
       "      <td>12460</td>\n",
       "      <td>379897</td>\n",
       "      <td>1883771</td>\n",
       "      <td>8211</td>\n",
       "      <td>2810616</td>\n",
       "      <td>4347686</td>\n",
       "      <td>93969</td>\n",
       "      <td>19547</td>\n",
       "      <td>191845</td>\n",
       "      <td>1611653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>폐기물 (MWh)</th>\n",
       "      <td>439137</td>\n",
       "      <td>45912</td>\n",
       "      <td>43458</td>\n",
       "      <td>5252</td>\n",
       "      <td>8470</td>\n",
       "      <td>5539</td>\n",
       "      <td>533</td>\n",
       "      <td>5330</td>\n",
       "      <td>5053</td>\n",
       "      <td>73072</td>\n",
       "      <td>...</td>\n",
       "      <td>4251</td>\n",
       "      <td>64591</td>\n",
       "      <td>14084</td>\n",
       "      <td>35249</td>\n",
       "      <td>11469</td>\n",
       "      <td>17747</td>\n",
       "      <td>77472</td>\n",
       "      <td>28216</td>\n",
       "      <td>15711</td>\n",
       "      <td>19487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>연료전지 (MWh)</th>\n",
       "      <td>3544354</td>\n",
       "      <td>341090</td>\n",
       "      <td>184330</td>\n",
       "      <td>7851</td>\n",
       "      <td>953427</td>\n",
       "      <td>3227</td>\n",
       "      <td>31727</td>\n",
       "      <td>13930</td>\n",
       "      <td>39734</td>\n",
       "      <td>1232451</td>\n",
       "      <td>...</td>\n",
       "      <td>40394</td>\n",
       "      <td>1545077</td>\n",
       "      <td>276081</td>\n",
       "      <td>206224</td>\n",
       "      <td>488720</td>\n",
       "      <td>111198</td>\n",
       "      <td>292191</td>\n",
       "      <td>29233</td>\n",
       "      <td>28593</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IGCC (MWh)</th>\n",
       "      <td>2377374</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1964827</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        2020/전국 2020/서울 2020/부산 2020/대구  2020/인천 2020/광주  \\\n",
       "에너지원                                                                       \n",
       "신·재생에너지 총발전량①+② (MWh)  43123776  646174  465586  226446  1474011  313908   \n",
       "① 재생에너지 합              37202048  305085  281257  218595   520583  310682   \n",
       "② 신에너지 합                5921728  341090  184330    7851   953427    3227   \n",
       "신·재생에너지 지역별 발전비중 (%)     100.00    1.50    1.08    0.53     3.42    0.73   \n",
       "태양광 (MWh)              19337964  228302  227625  170703   190865  292567   \n",
       "풍력 (MWh)                3149948     204     253      26    52828       2   \n",
       "수력 (MWh)                3879383    1112      93   12951    39579    7795   \n",
       "해양 (MWh)                 457263       -       -       -        -       -   \n",
       "바이오 (MWh)               9938354   29554    9827   29663   228842    4779   \n",
       "폐기물 (MWh)                439137   45912   43458    5252     8470    5539   \n",
       "연료전지 (MWh)              3544354  341090  184330    7851   953427    3227   \n",
       "IGCC (MWh)              2377374       -       -       -        -       -   \n",
       "\n",
       "                      2020/대전 2020/울산 2020/세종  2020/경기  ... 2022/세종  2022/경기  \\\n",
       "에너지원                                                    ...                    \n",
       "신·재생에너지 총발전량①+② (MWh)  125281  946151  155971  4162365  ...  169375  5269025   \n",
       "① 재생에너지 합               93553  932221  116237  2929914  ...  128981  3723948   \n",
       "② 신에너지 합                31727   13930   39734  1232451  ...   40394  1545077   \n",
       "신·재생에너지 지역별 발전비중 (%)     0.29    2.19    0.36     9.65  ...    0.29     9.12   \n",
       "태양광 (MWh)               92382  124484   85394  1441434  ...  112270  2133592   \n",
       "풍력 (MWh)                  398    1514       -     5637  ...       -     4495   \n",
       "수력 (MWh)                  241    1457       -   649895  ...       -   717533   \n",
       "해양 (MWh)                    -       -       -   457257  ...       -   423839   \n",
       "바이오 (MWh)                   -  799437   25790   302620  ...   12460   379897   \n",
       "폐기물 (MWh)                 533    5330    5053    73072  ...    4251    64591   \n",
       "연료전지 (MWh)              31727   13930   39734  1232451  ...   40394  1545077   \n",
       "IGCC (MWh)                  -       -       -        -  ...       -        -   \n",
       "\n",
       "                       2022/강원  2022/충북  2022/충남   2022/전북  2022/전남  2022/경북  \\\n",
       "에너지원                                                                           \n",
       "신·재생에너지 총발전량①+② (MWh)  6479493  2785854  9023827  10385213  7481402  5315057   \n",
       "① 재생에너지 합              6203412  2579630  6570279  10274015  7189211  5285824   \n",
       "② 신에너지 합                276081   206224  2453548    111198   292191    29233   \n",
       "신·재생에너지 지역별 발전비중 (%)     11.21     4.82    15.62     17.97    12.95     9.20   \n",
       "태양광 (MWh)              2181578  1711676  3693682   5534009  6376158  4085780   \n",
       "풍력 (MWh)                954664       73     2133    161686   585571   913760   \n",
       "수력 (MWh)               1169315   824421    52379    212888    56039   238520   \n",
       "해양 (MWh)                     -        -        -         -        3        -   \n",
       "바이오 (MWh)              1883771     8211  2810616   4347686    93969    19547   \n",
       "폐기물 (MWh)                14084    35249    11469     17747    77472    28216   \n",
       "연료전지 (MWh)              276081   206224   488720    111198   292191    29233   \n",
       "IGCC (MWh)                   -        -  1964827         -        -        -   \n",
       "\n",
       "                       2022/경남  2022/제주  \n",
       "에너지원                                     \n",
       "신·재생에너지 총발전량①+② (MWh)  2867620  2996072  \n",
       "① 재생에너지 합              2839026  2995689  \n",
       "② 신에너지 합                 28593      383  \n",
       "신·재생에너지 지역별 발전비중 (%)      4.96     5.19  \n",
       "태양광 (MWh)              2279853   787739  \n",
       "풍력 (MWh)                133380   573980  \n",
       "수력 (MWh)                218238     2829  \n",
       "해양 (MWh)                     -        1  \n",
       "바이오 (MWh)               191845  1611653  \n",
       "폐기물 (MWh)                15711    19487  \n",
       "연료전지 (MWh)               28593      383  \n",
       "IGCC (MWh)                   -        -  \n",
       "\n",
       "[12 rows x 54 columns]"
      ]
     },
     "execution_count": 450,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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": "markdown",
   "metadata": {},
   "source": [
    "연도별 분류"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.replace(\"-\", 0, inplace=True)\n",
    "data_2020, data_2021, data_2022 = data.iloc[:, :18], data.iloc[:, 18:36], data.iloc[:, 36:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "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>에너지원</th>\n",
       "      <th>신·재생에너지 총발전량①+② (MWh)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 발전비중 (%)</th>\n",
       "      <th>태양광 (MWh)</th>\n",
       "      <th>풍력 (MWh)</th>\n",
       "      <th>수력 (MWh)</th>\n",
       "      <th>해양 (MWh)</th>\n",
       "      <th>바이오 (MWh)</th>\n",
       "      <th>폐기물 (MWh)</th>\n",
       "      <th>연료전지 (MWh)</th>\n",
       "      <th>IGCC (MWh)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>43123776</td>\n",
       "      <td>37202048</td>\n",
       "      <td>5921728</td>\n",
       "      <td>100.00</td>\n",
       "      <td>19337964</td>\n",
       "      <td>3149948</td>\n",
       "      <td>3879383</td>\n",
       "      <td>457263</td>\n",
       "      <td>9938354</td>\n",
       "      <td>439137</td>\n",
       "      <td>3544354</td>\n",
       "      <td>2377374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>646174</td>\n",
       "      <td>305085</td>\n",
       "      <td>341090</td>\n",
       "      <td>1.50</td>\n",
       "      <td>228302</td>\n",
       "      <td>204</td>\n",
       "      <td>1112</td>\n",
       "      <td>0</td>\n",
       "      <td>29554</td>\n",
       "      <td>45912</td>\n",
       "      <td>341090</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>465586</td>\n",
       "      <td>281257</td>\n",
       "      <td>184330</td>\n",
       "      <td>1.08</td>\n",
       "      <td>227625</td>\n",
       "      <td>253</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>9827</td>\n",
       "      <td>43458</td>\n",
       "      <td>184330</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>226446</td>\n",
       "      <td>218595</td>\n",
       "      <td>7851</td>\n",
       "      <td>0.53</td>\n",
       "      <td>170703</td>\n",
       "      <td>26</td>\n",
       "      <td>12951</td>\n",
       "      <td>0</td>\n",
       "      <td>29663</td>\n",
       "      <td>5252</td>\n",
       "      <td>7851</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>1474011</td>\n",
       "      <td>520583</td>\n",
       "      <td>953427</td>\n",
       "      <td>3.42</td>\n",
       "      <td>190865</td>\n",
       "      <td>52828</td>\n",
       "      <td>39579</td>\n",
       "      <td>0</td>\n",
       "      <td>228842</td>\n",
       "      <td>8470</td>\n",
       "      <td>953427</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>313908</td>\n",
       "      <td>310682</td>\n",
       "      <td>3227</td>\n",
       "      <td>0.73</td>\n",
       "      <td>292567</td>\n",
       "      <td>2</td>\n",
       "      <td>7795</td>\n",
       "      <td>0</td>\n",
       "      <td>4779</td>\n",
       "      <td>5539</td>\n",
       "      <td>3227</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>125281</td>\n",
       "      <td>93553</td>\n",
       "      <td>31727</td>\n",
       "      <td>0.29</td>\n",
       "      <td>92382</td>\n",
       "      <td>398</td>\n",
       "      <td>241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>533</td>\n",
       "      <td>31727</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>946151</td>\n",
       "      <td>932221</td>\n",
       "      <td>13930</td>\n",
       "      <td>2.19</td>\n",
       "      <td>124484</td>\n",
       "      <td>1514</td>\n",
       "      <td>1457</td>\n",
       "      <td>0</td>\n",
       "      <td>799437</td>\n",
       "      <td>5330</td>\n",
       "      <td>13930</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>155971</td>\n",
       "      <td>116237</td>\n",
       "      <td>39734</td>\n",
       "      <td>0.36</td>\n",
       "      <td>85394</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25790</td>\n",
       "      <td>5053</td>\n",
       "      <td>39734</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>4162365</td>\n",
       "      <td>2929914</td>\n",
       "      <td>1232451</td>\n",
       "      <td>9.65</td>\n",
       "      <td>1441434</td>\n",
       "      <td>5637</td>\n",
       "      <td>649895</td>\n",
       "      <td>457257</td>\n",
       "      <td>302620</td>\n",
       "      <td>73072</td>\n",
       "      <td>1232451</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>4854631</td>\n",
       "      <td>4805455</td>\n",
       "      <td>49176</td>\n",
       "      <td>11.26</td>\n",
       "      <td>1408461</td>\n",
       "      <td>782333</td>\n",
       "      <td>1062271</td>\n",
       "      <td>0</td>\n",
       "      <td>1527599</td>\n",
       "      <td>24791</td>\n",
       "      <td>49176</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>2155759</td>\n",
       "      <td>2155142</td>\n",
       "      <td>617</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1115632</td>\n",
       "      <td>28</td>\n",
       "      <td>1010026</td>\n",
       "      <td>0</td>\n",
       "      <td>8846</td>\n",
       "      <td>20610</td>\n",
       "      <td>617</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>7329833</td>\n",
       "      <td>4494230</td>\n",
       "      <td>2835603</td>\n",
       "      <td>17.00</td>\n",
       "      <td>2479172</td>\n",
       "      <td>3001</td>\n",
       "      <td>61599</td>\n",
       "      <td>0</td>\n",
       "      <td>1933197</td>\n",
       "      <td>17261</td>\n",
       "      <td>458230</td>\n",
       "      <td>2377374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>6841164</td>\n",
       "      <td>6832526</td>\n",
       "      <td>8638</td>\n",
       "      <td>15.86</td>\n",
       "      <td>3241991</td>\n",
       "      <td>131208</td>\n",
       "      <td>285784</td>\n",
       "      <td>0</td>\n",
       "      <td>3157632</td>\n",
       "      <td>15911</td>\n",
       "      <td>8638</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>4938585</td>\n",
       "      <td>4770519</td>\n",
       "      <td>168067</td>\n",
       "      <td>11.45</td>\n",
       "      <td>3972969</td>\n",
       "      <td>576232</td>\n",
       "      <td>114120</td>\n",
       "      <td>0</td>\n",
       "      <td>45367</td>\n",
       "      <td>61831</td>\n",
       "      <td>168067</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>3694386</td>\n",
       "      <td>3662355</td>\n",
       "      <td>32031</td>\n",
       "      <td>8.57</td>\n",
       "      <td>2317698</td>\n",
       "      <td>944038</td>\n",
       "      <td>319014</td>\n",
       "      <td>0</td>\n",
       "      <td>29698</td>\n",
       "      <td>51907</td>\n",
       "      <td>32031</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>2312863</td>\n",
       "      <td>2293227</td>\n",
       "      <td>19637</td>\n",
       "      <td>5.36</td>\n",
       "      <td>1457496</td>\n",
       "      <td>74184</td>\n",
       "      <td>310046</td>\n",
       "      <td>0</td>\n",
       "      <td>434237</td>\n",
       "      <td>17263</td>\n",
       "      <td>19637</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>2480660</td>\n",
       "      <td>2480469</td>\n",
       "      <td>191</td>\n",
       "      <td>5.75</td>\n",
       "      <td>490790</td>\n",
       "      <td>578062</td>\n",
       "      <td>3399</td>\n",
       "      <td>6</td>\n",
       "      <td>1371267</td>\n",
       "      <td>36946</td>\n",
       "      <td>191</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 총발전량①+② (MWh) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 발전비중 (%) 태양광 (MWh)  \\\n",
       "전국                43123776  37202048  5921728               100.00  19337964   \n",
       "서울                  646174    305085   341090                 1.50    228302   \n",
       "부산                  465586    281257   184330                 1.08    227625   \n",
       "대구                  226446    218595     7851                 0.53    170703   \n",
       "인천                 1474011    520583   953427                 3.42    190865   \n",
       "광주                  313908    310682     3227                 0.73    292567   \n",
       "대전                  125281     93553    31727                 0.29     92382   \n",
       "울산                  946151    932221    13930                 2.19    124484   \n",
       "세종                  155971    116237    39734                 0.36     85394   \n",
       "경기                 4162365   2929914  1232451                 9.65   1441434   \n",
       "강원                 4854631   4805455    49176                11.26   1408461   \n",
       "충북                 2155759   2155142      617                 5.00   1115632   \n",
       "충남                 7329833   4494230  2835603                17.00   2479172   \n",
       "전북                 6841164   6832526     8638                15.86   3241991   \n",
       "전남                 4938585   4770519   168067                11.45   3972969   \n",
       "경북                 3694386   3662355    32031                 8.57   2317698   \n",
       "경남                 2312863   2293227    19637                 5.36   1457496   \n",
       "제주                 2480660   2480469      191                 5.75    490790   \n",
       "\n",
       "에너지원 풍력 (MWh) 수력 (MWh) 해양 (MWh) 바이오 (MWh) 폐기물 (MWh) 연료전지 (MWh) IGCC (MWh)  \n",
       "전국    3149948  3879383   457263   9938354    439137    3544354    2377374  \n",
       "서울        204     1112        0     29554     45912     341090          0  \n",
       "부산        253       93        0      9827     43458     184330          0  \n",
       "대구         26    12951        0     29663      5252       7851          0  \n",
       "인천      52828    39579        0    228842      8470     953427          0  \n",
       "광주          2     7795        0      4779      5539       3227          0  \n",
       "대전        398      241        0         0       533      31727          0  \n",
       "울산       1514     1457        0    799437      5330      13930          0  \n",
       "세종          0        0        0     25790      5053      39734          0  \n",
       "경기       5637   649895   457257    302620     73072    1232451          0  \n",
       "강원     782333  1062271        0   1527599     24791      49176          0  \n",
       "충북         28  1010026        0      8846     20610        617          0  \n",
       "충남       3001    61599        0   1933197     17261     458230    2377374  \n",
       "전북     131208   285784        0   3157632     15911       8638          0  \n",
       "전남     576232   114120        0     45367     61831     168067          0  \n",
       "경북     944038   319014        0     29698     51907      32031          0  \n",
       "경남      74184   310046        0    434237     17263      19637          0  \n",
       "제주     578062     3399        6   1371267     36946        191          0  "
      ]
     },
     "execution_count": 452,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020.columns = [i[5:] for i in data_2020.columns]\n",
    "data_2020 = data_2020.T\n",
    "data_2020.to_csv(\"result_RenewEnergyGeneration_2020.csv\")\n",
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>에너지원</th>\n",
       "      <th>신·재생에너지 총발전량①+② (MWh)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 발전비중 (%)</th>\n",
       "      <th>태양광 (MWh)</th>\n",
       "      <th>풍력 (MWh)</th>\n",
       "      <th>수력 (MWh)</th>\n",
       "      <th>해양 (MWh)</th>\n",
       "      <th>바이오 (MWh)</th>\n",
       "      <th>폐기물 (MWh)</th>\n",
       "      <th>연료전지 (MWh)</th>\n",
       "      <th>IGCC (MWh)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>50657393</td>\n",
       "      <td>43668518</td>\n",
       "      <td>6988875</td>\n",
       "      <td>100.00</td>\n",
       "      <td>24717623</td>\n",
       "      <td>3180017</td>\n",
       "      <td>3057210</td>\n",
       "      <td>454980</td>\n",
       "      <td>11788068</td>\n",
       "      <td>470620</td>\n",
       "      <td>4798120</td>\n",
       "      <td>2190755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>782277</td>\n",
       "      <td>343803</td>\n",
       "      <td>438474</td>\n",
       "      <td>1.54</td>\n",
       "      <td>244804</td>\n",
       "      <td>198</td>\n",
       "      <td>618</td>\n",
       "      <td>0</td>\n",
       "      <td>28706</td>\n",
       "      <td>69477</td>\n",
       "      <td>438474</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>616236</td>\n",
       "      <td>322758</td>\n",
       "      <td>293478</td>\n",
       "      <td>1.22</td>\n",
       "      <td>268850</td>\n",
       "      <td>67</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>14294</td>\n",
       "      <td>39506</td>\n",
       "      <td>293478</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>251812</td>\n",
       "      <td>237111</td>\n",
       "      <td>14701</td>\n",
       "      <td>0.50</td>\n",
       "      <td>203414</td>\n",
       "      <td>25</td>\n",
       "      <td>14518</td>\n",
       "      <td>0</td>\n",
       "      <td>14158</td>\n",
       "      <td>4996</td>\n",
       "      <td>14701</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>2020296</td>\n",
       "      <td>522823</td>\n",
       "      <td>1497473</td>\n",
       "      <td>3.99</td>\n",
       "      <td>222103</td>\n",
       "      <td>39490</td>\n",
       "      <td>41096</td>\n",
       "      <td>0</td>\n",
       "      <td>210856</td>\n",
       "      <td>9278</td>\n",
       "      <td>1497473</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>345741</td>\n",
       "      <td>341185</td>\n",
       "      <td>4557</td>\n",
       "      <td>0.68</td>\n",
       "      <td>323404</td>\n",
       "      <td>5</td>\n",
       "      <td>8230</td>\n",
       "      <td>0</td>\n",
       "      <td>3107</td>\n",
       "      <td>6438</td>\n",
       "      <td>4557</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>148871</td>\n",
       "      <td>111077</td>\n",
       "      <td>37794</td>\n",
       "      <td>0.29</td>\n",
       "      <td>107759</td>\n",
       "      <td>379</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2683</td>\n",
       "      <td>37794</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>902327</td>\n",
       "      <td>846768</td>\n",
       "      <td>55559</td>\n",
       "      <td>1.78</td>\n",
       "      <td>147698</td>\n",
       "      <td>1745</td>\n",
       "      <td>1144</td>\n",
       "      <td>0</td>\n",
       "      <td>689987</td>\n",
       "      <td>6193</td>\n",
       "      <td>55559</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>170224</td>\n",
       "      <td>126389</td>\n",
       "      <td>43834</td>\n",
       "      <td>0.34</td>\n",
       "      <td>94225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27461</td>\n",
       "      <td>4704</td>\n",
       "      <td>43834</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>4733827</td>\n",
       "      <td>3280766</td>\n",
       "      <td>1453062</td>\n",
       "      <td>9.34</td>\n",
       "      <td>1764822</td>\n",
       "      <td>4680</td>\n",
       "      <td>633233</td>\n",
       "      <td>454961</td>\n",
       "      <td>346957</td>\n",
       "      <td>76112</td>\n",
       "      <td>1453062</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>5888937</td>\n",
       "      <td>5740642</td>\n",
       "      <td>148294</td>\n",
       "      <td>11.63</td>\n",
       "      <td>1831240</td>\n",
       "      <td>947359</td>\n",
       "      <td>713162</td>\n",
       "      <td>0</td>\n",
       "      <td>2225996</td>\n",
       "      <td>22885</td>\n",
       "      <td>148294</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>2225401</td>\n",
       "      <td>2170437</td>\n",
       "      <td>54965</td>\n",
       "      <td>4.39</td>\n",
       "      <td>1407403</td>\n",
       "      <td>49</td>\n",
       "      <td>731058</td>\n",
       "      <td>0</td>\n",
       "      <td>8492</td>\n",
       "      <td>23435</td>\n",
       "      <td>54965</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>8489538</td>\n",
       "      <td>5845613</td>\n",
       "      <td>2643925</td>\n",
       "      <td>16.76</td>\n",
       "      <td>3094979</td>\n",
       "      <td>2047</td>\n",
       "      <td>57296</td>\n",
       "      <td>0</td>\n",
       "      <td>2677939</td>\n",
       "      <td>13352</td>\n",
       "      <td>453170</td>\n",
       "      <td>2190755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>8325469</td>\n",
       "      <td>8314254</td>\n",
       "      <td>11215</td>\n",
       "      <td>16.43</td>\n",
       "      <td>4231407</td>\n",
       "      <td>145910</td>\n",
       "      <td>238930</td>\n",
       "      <td>0</td>\n",
       "      <td>3676706</td>\n",
       "      <td>21301</td>\n",
       "      <td>11215</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>6158271</td>\n",
       "      <td>5928947</td>\n",
       "      <td>229324</td>\n",
       "      <td>12.16</td>\n",
       "      <td>5198466</td>\n",
       "      <td>525511</td>\n",
       "      <td>86132</td>\n",
       "      <td>13</td>\n",
       "      <td>57690</td>\n",
       "      <td>61136</td>\n",
       "      <td>229324</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>4393519</td>\n",
       "      <td>4357360</td>\n",
       "      <td>36159</td>\n",
       "      <td>8.67</td>\n",
       "      <td>3076962</td>\n",
       "      <td>914994</td>\n",
       "      <td>292238</td>\n",
       "      <td>0</td>\n",
       "      <td>22778</td>\n",
       "      <td>50388</td>\n",
       "      <td>36159</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>2542146</td>\n",
       "      <td>2516475</td>\n",
       "      <td>25672</td>\n",
       "      <td>5.02</td>\n",
       "      <td>1823756</td>\n",
       "      <td>68197</td>\n",
       "      <td>236059</td>\n",
       "      <td>0</td>\n",
       "      <td>372760</td>\n",
       "      <td>15702</td>\n",
       "      <td>25672</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>2662500</td>\n",
       "      <td>2662109</td>\n",
       "      <td>390</td>\n",
       "      <td>5.26</td>\n",
       "      <td>676330</td>\n",
       "      <td>529363</td>\n",
       "      <td>3198</td>\n",
       "      <td>6</td>\n",
       "      <td>1410179</td>\n",
       "      <td>43033</td>\n",
       "      <td>390</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 총발전량①+② (MWh) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 발전비중 (%) 태양광 (MWh)  \\\n",
       "전국                50657393  43668518  6988875               100.00  24717623   \n",
       "서울                  782277    343803   438474                 1.54    244804   \n",
       "부산                  616236    322758   293478                 1.22    268850   \n",
       "대구                  251812    237111    14701                 0.50    203414   \n",
       "인천                 2020296    522823  1497473                 3.99    222103   \n",
       "광주                  345741    341185     4557                 0.68    323404   \n",
       "대전                  148871    111077    37794                 0.29    107759   \n",
       "울산                  902327    846768    55559                 1.78    147698   \n",
       "세종                  170224    126389    43834                 0.34     94225   \n",
       "경기                 4733827   3280766  1453062                 9.34   1764822   \n",
       "강원                 5888937   5740642   148294                11.63   1831240   \n",
       "충북                 2225401   2170437    54965                 4.39   1407403   \n",
       "충남                 8489538   5845613  2643925                16.76   3094979   \n",
       "전북                 8325469   8314254    11215                16.43   4231407   \n",
       "전남                 6158271   5928947   229324                12.16   5198466   \n",
       "경북                 4393519   4357360    36159                 8.67   3076962   \n",
       "경남                 2542146   2516475    25672                 5.02   1823756   \n",
       "제주                 2662500   2662109      390                 5.26    676330   \n",
       "\n",
       "에너지원 풍력 (MWh) 수력 (MWh) 해양 (MWh) 바이오 (MWh) 폐기물 (MWh) 연료전지 (MWh) IGCC (MWh)  \n",
       "전국    3180017  3057210   454980  11788068    470620    4798120    2190755  \n",
       "서울        198      618        0     28706     69477     438474          0  \n",
       "부산         67       41        0     14294     39506     293478          0  \n",
       "대구         25    14518        0     14158      4996      14701          0  \n",
       "인천      39490    41096        0    210856      9278    1497473          0  \n",
       "광주          5     8230        0      3107      6438       4557          0  \n",
       "대전        379      257        0         0      2683      37794          0  \n",
       "울산       1745     1144        0    689987      6193      55559          0  \n",
       "세종          0        0        0     27461      4704      43834          0  \n",
       "경기       4680   633233   454961    346957     76112    1453062          0  \n",
       "강원     947359   713162        0   2225996     22885     148294          0  \n",
       "충북         49   731058        0      8492     23435      54965          0  \n",
       "충남       2047    57296        0   2677939     13352     453170    2190755  \n",
       "전북     145910   238930        0   3676706     21301      11215          0  \n",
       "전남     525511    86132       13     57690     61136     229324          0  \n",
       "경북     914994   292238        0     22778     50388      36159          0  \n",
       "경남      68197   236059        0    372760     15702      25672          0  \n",
       "제주     529363     3198        6   1410179     43033        390          0  "
      ]
     },
     "execution_count": 453,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2021.columns = [i[5:] for i in data_2021.columns]\n",
    "data_2021 = data_2021.T\n",
    "data_2021.to_csv(\"result_RenewEnergyGeneration_2021.csv\")\n",
    "data_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "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>에너지원</th>\n",
       "      <th>신·재생에너지 총발전량①+② (MWh)</th>\n",
       "      <th>① 재생에너지 합</th>\n",
       "      <th>② 신에너지 합</th>\n",
       "      <th>신·재생에너지 지역별 발전비중 (%)</th>\n",
       "      <th>태양광 (MWh)</th>\n",
       "      <th>풍력 (MWh)</th>\n",
       "      <th>수력 (MWh)</th>\n",
       "      <th>해양 (MWh)</th>\n",
       "      <th>바이오 (MWh)</th>\n",
       "      <th>폐기물 (MWh)</th>\n",
       "      <th>연료전지 (MWh)</th>\n",
       "      <th>IGCC (MWh)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>전국</th>\n",
       "      <td>57779999</td>\n",
       "      <td>50405547</td>\n",
       "      <td>7374452</td>\n",
       "      <td>100.00</td>\n",
       "      <td>30726260</td>\n",
       "      <td>3369458</td>\n",
       "      <td>3544866</td>\n",
       "      <td>423843</td>\n",
       "      <td>11927592</td>\n",
       "      <td>413529</td>\n",
       "      <td>5409625</td>\n",
       "      <td>1964827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>723176</td>\n",
       "      <td>388180</td>\n",
       "      <td>334996</td>\n",
       "      <td>1.25</td>\n",
       "      <td>290528</td>\n",
       "      <td>202</td>\n",
       "      <td>379</td>\n",
       "      <td>0</td>\n",
       "      <td>27783</td>\n",
       "      <td>69288</td>\n",
       "      <td>334996</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>693590</td>\n",
       "      <td>365617</td>\n",
       "      <td>327973</td>\n",
       "      <td>1.20</td>\n",
       "      <td>324351</td>\n",
       "      <td>69</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "      <td>12534</td>\n",
       "      <td>28419</td>\n",
       "      <td>327973</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>293356</td>\n",
       "      <td>278409</td>\n",
       "      <td>14947</td>\n",
       "      <td>0.51</td>\n",
       "      <td>253577</td>\n",
       "      <td>26</td>\n",
       "      <td>14966</td>\n",
       "      <td>0</td>\n",
       "      <td>6072</td>\n",
       "      <td>3768</td>\n",
       "      <td>14947</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>1911643</td>\n",
       "      <td>564400</td>\n",
       "      <td>1347243</td>\n",
       "      <td>3.31</td>\n",
       "      <td>258249</td>\n",
       "      <td>38774</td>\n",
       "      <td>30288</td>\n",
       "      <td>0</td>\n",
       "      <td>228231</td>\n",
       "      <td>8858</td>\n",
       "      <td>1347243</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>471271</td>\n",
       "      <td>406332</td>\n",
       "      <td>64940</td>\n",
       "      <td>0.82</td>\n",
       "      <td>390494</td>\n",
       "      <td>8</td>\n",
       "      <td>6269</td>\n",
       "      <td>0</td>\n",
       "      <td>3051</td>\n",
       "      <td>6510</td>\n",
       "      <td>64940</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>224281</td>\n",
       "      <td>139650</td>\n",
       "      <td>84631</td>\n",
       "      <td>0.39</td>\n",
       "      <td>135265</td>\n",
       "      <td>386</td>\n",
       "      <td>122</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3878</td>\n",
       "      <td>84631</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>689744</td>\n",
       "      <td>472944</td>\n",
       "      <td>216800</td>\n",
       "      <td>1.19</td>\n",
       "      <td>177458</td>\n",
       "      <td>250</td>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>290267</td>\n",
       "      <td>4532</td>\n",
       "      <td>216800</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>169375</td>\n",
       "      <td>128981</td>\n",
       "      <td>40394</td>\n",
       "      <td>0.29</td>\n",
       "      <td>112270</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12460</td>\n",
       "      <td>4251</td>\n",
       "      <td>40394</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>5269025</td>\n",
       "      <td>3723948</td>\n",
       "      <td>1545077</td>\n",
       "      <td>9.12</td>\n",
       "      <td>2133592</td>\n",
       "      <td>4495</td>\n",
       "      <td>717533</td>\n",
       "      <td>423839</td>\n",
       "      <td>379897</td>\n",
       "      <td>64591</td>\n",
       "      <td>1545077</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>6479493</td>\n",
       "      <td>6203412</td>\n",
       "      <td>276081</td>\n",
       "      <td>11.21</td>\n",
       "      <td>2181578</td>\n",
       "      <td>954664</td>\n",
       "      <td>1169315</td>\n",
       "      <td>0</td>\n",
       "      <td>1883771</td>\n",
       "      <td>14084</td>\n",
       "      <td>276081</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>2785854</td>\n",
       "      <td>2579630</td>\n",
       "      <td>206224</td>\n",
       "      <td>4.82</td>\n",
       "      <td>1711676</td>\n",
       "      <td>73</td>\n",
       "      <td>824421</td>\n",
       "      <td>0</td>\n",
       "      <td>8211</td>\n",
       "      <td>35249</td>\n",
       "      <td>206224</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>9023827</td>\n",
       "      <td>6570279</td>\n",
       "      <td>2453548</td>\n",
       "      <td>15.62</td>\n",
       "      <td>3693682</td>\n",
       "      <td>2133</td>\n",
       "      <td>52379</td>\n",
       "      <td>0</td>\n",
       "      <td>2810616</td>\n",
       "      <td>11469</td>\n",
       "      <td>488720</td>\n",
       "      <td>1964827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>10385213</td>\n",
       "      <td>10274015</td>\n",
       "      <td>111198</td>\n",
       "      <td>17.97</td>\n",
       "      <td>5534009</td>\n",
       "      <td>161686</td>\n",
       "      <td>212888</td>\n",
       "      <td>0</td>\n",
       "      <td>4347686</td>\n",
       "      <td>17747</td>\n",
       "      <td>111198</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>7481402</td>\n",
       "      <td>7189211</td>\n",
       "      <td>292191</td>\n",
       "      <td>12.95</td>\n",
       "      <td>6376158</td>\n",
       "      <td>585571</td>\n",
       "      <td>56039</td>\n",
       "      <td>3</td>\n",
       "      <td>93969</td>\n",
       "      <td>77472</td>\n",
       "      <td>292191</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>5315057</td>\n",
       "      <td>5285824</td>\n",
       "      <td>29233</td>\n",
       "      <td>9.20</td>\n",
       "      <td>4085780</td>\n",
       "      <td>913760</td>\n",
       "      <td>238520</td>\n",
       "      <td>0</td>\n",
       "      <td>19547</td>\n",
       "      <td>28216</td>\n",
       "      <td>29233</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>2867620</td>\n",
       "      <td>2839026</td>\n",
       "      <td>28593</td>\n",
       "      <td>4.96</td>\n",
       "      <td>2279853</td>\n",
       "      <td>133380</td>\n",
       "      <td>218238</td>\n",
       "      <td>0</td>\n",
       "      <td>191845</td>\n",
       "      <td>15711</td>\n",
       "      <td>28593</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>2996072</td>\n",
       "      <td>2995689</td>\n",
       "      <td>383</td>\n",
       "      <td>5.19</td>\n",
       "      <td>787739</td>\n",
       "      <td>573980</td>\n",
       "      <td>2829</td>\n",
       "      <td>1</td>\n",
       "      <td>1611653</td>\n",
       "      <td>19487</td>\n",
       "      <td>383</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "에너지원 신·재생에너지 총발전량①+② (MWh) ① 재생에너지 합 ② 신에너지 합 신·재생에너지 지역별 발전비중 (%) 태양광 (MWh)  \\\n",
       "전국                57779999  50405547  7374452               100.00  30726260   \n",
       "서울                  723176    388180   334996                 1.25    290528   \n",
       "부산                  693590    365617   327973                 1.20    324351   \n",
       "대구                  293356    278409    14947                 0.51    253577   \n",
       "인천                 1911643    564400  1347243                 3.31    258249   \n",
       "광주                  471271    406332    64940                 0.82    390494   \n",
       "대전                  224281    139650    84631                 0.39    135265   \n",
       "울산                  689744    472944   216800                 1.19    177458   \n",
       "세종                  169375    128981    40394                 0.29    112270   \n",
       "경기                 5269025   3723948  1545077                 9.12   2133592   \n",
       "강원                 6479493   6203412   276081                11.21   2181578   \n",
       "충북                 2785854   2579630   206224                 4.82   1711676   \n",
       "충남                 9023827   6570279  2453548                15.62   3693682   \n",
       "전북                10385213  10274015   111198                17.97   5534009   \n",
       "전남                 7481402   7189211   292191                12.95   6376158   \n",
       "경북                 5315057   5285824    29233                 9.20   4085780   \n",
       "경남                 2867620   2839026    28593                 4.96   2279853   \n",
       "제주                 2996072   2995689      383                 5.19    787739   \n",
       "\n",
       "에너지원 풍력 (MWh) 수력 (MWh) 해양 (MWh) 바이오 (MWh) 폐기물 (MWh) 연료전지 (MWh) IGCC (MWh)  \n",
       "전국    3369458  3544866   423843  11927592    413529    5409625    1964827  \n",
       "서울        202      379        0     27783     69288     334996          0  \n",
       "부산         69      244        0     12534     28419     327973          0  \n",
       "대구         26    14966        0      6072      3768      14947          0  \n",
       "인천      38774    30288        0    228231      8858    1347243          0  \n",
       "광주          8     6269        0      3051      6510      64940          0  \n",
       "대전        386      122        0         0      3878      84631          0  \n",
       "울산        250      437        0    290267      4532     216800          0  \n",
       "세종          0        0        0     12460      4251      40394          0  \n",
       "경기       4495   717533   423839    379897     64591    1545077          0  \n",
       "강원     954664  1169315        0   1883771     14084     276081          0  \n",
       "충북         73   824421        0      8211     35249     206224          0  \n",
       "충남       2133    52379        0   2810616     11469     488720    1964827  \n",
       "전북     161686   212888        0   4347686     17747     111198          0  \n",
       "전남     585571    56039        3     93969     77472     292191          0  \n",
       "경북     913760   238520        0     19547     28216      29233          0  \n",
       "경남     133380   218238        0    191845     15711      28593          0  \n",
       "제주     573980     2829        1   1611653     19487        383          0  "
      ]
     },
     "execution_count": 454,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2022.columns = [i[5:] for i in data_2022.columns]\n",
    "data_2022 = data_2022.T\n",
    "data_2022.to_csv(\"result_RenewEnergyGeneration_2022.csv\")\n",
    "data_2022"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 지역별 부문별 소비실적"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>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>연도</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>2020</th>\n",
       "      <td>총계</td>\n",
       "      <td>154943952</td>\n",
       "      <td>X</td>\n",
       "      <td>2435787</td>\n",
       "      <td>1099122</td>\n",
       "      <td>14231935</td>\n",
       "      <td>386334</td>\n",
       "      <td>905867</td>\n",
       "      <td>12871197</td>\n",
       "      <td>X</td>\n",
       "      <td>19411964</td>\n",
       "      <td>7667671</td>\n",
       "      <td>3276264</td>\n",
       "      <td>39285683</td>\n",
       "      <td>3320002</td>\n",
       "      <td>24500001</td>\n",
       "      <td>12102220</td>\n",
       "      <td>8971442</td>\n",
       "      <td>413364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.1</th>\n",
       "      <td>산업</td>\n",
       "      <td>98743839</td>\n",
       "      <td>348806</td>\n",
       "      <td>736492</td>\n",
       "      <td>952094</td>\n",
       "      <td>4708752</td>\n",
       "      <td>317597</td>\n",
       "      <td>380113</td>\n",
       "      <td>11452081</td>\n",
       "      <td>167949</td>\n",
       "      <td>16724962</td>\n",
       "      <td>4522113</td>\n",
       "      <td>3175934</td>\n",
       "      <td>16834721</td>\n",
       "      <td>2871501</td>\n",
       "      <td>22481880</td>\n",
       "      <td>11476949</td>\n",
       "      <td>1575680</td>\n",
       "      <td>16215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.2</th>\n",
       "      <td>건물</td>\n",
       "      <td>2823334</td>\n",
       "      <td>1047532</td>\n",
       "      <td>188083</td>\n",
       "      <td>76886</td>\n",
       "      <td>146973</td>\n",
       "      <td>40917</td>\n",
       "      <td>190112</td>\n",
       "      <td>25187</td>\n",
       "      <td>12032</td>\n",
       "      <td>668890</td>\n",
       "      <td>110581</td>\n",
       "      <td>48919</td>\n",
       "      <td>43198</td>\n",
       "      <td>38365</td>\n",
       "      <td>24146</td>\n",
       "      <td>54722</td>\n",
       "      <td>82444</td>\n",
       "      <td>24347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.3</th>\n",
       "      <td>수송</td>\n",
       "      <td>2777892</td>\n",
       "      <td>941563</td>\n",
       "      <td>333798</td>\n",
       "      <td>70141</td>\n",
       "      <td>121324</td>\n",
       "      <td>27820</td>\n",
       "      <td>335642</td>\n",
       "      <td>43543</td>\n",
       "      <td>-</td>\n",
       "      <td>475177</td>\n",
       "      <td>32544</td>\n",
       "      <td>51411</td>\n",
       "      <td>35013</td>\n",
       "      <td>46821</td>\n",
       "      <td>74994</td>\n",
       "      <td>71605</td>\n",
       "      <td>83915</td>\n",
       "      <td>32581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.4</th>\n",
       "      <td>발전</td>\n",
       "      <td>50598888</td>\n",
       "      <td>X</td>\n",
       "      <td>1177414</td>\n",
       "      <td>-</td>\n",
       "      <td>9254886</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1350386</td>\n",
       "      <td>X</td>\n",
       "      <td>1542935</td>\n",
       "      <td>3002434</td>\n",
       "      <td>-</td>\n",
       "      <td>22372751</td>\n",
       "      <td>363314</td>\n",
       "      <td>1918982</td>\n",
       "      <td>498944</td>\n",
       "      <td>7229404</td>\n",
       "      <td>340222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.5</th>\n",
       "      <td>계(발전제외)</td>\n",
       "      <td>104345064</td>\n",
       "      <td>2337902</td>\n",
       "      <td>1258374</td>\n",
       "      <td>1099122</td>\n",
       "      <td>4977049</td>\n",
       "      <td>386334</td>\n",
       "      <td>905867</td>\n",
       "      <td>11520810</td>\n",
       "      <td>179980</td>\n",
       "      <td>17869029</td>\n",
       "      <td>4665238</td>\n",
       "      <td>3276264</td>\n",
       "      <td>16912932</td>\n",
       "      <td>2956687</td>\n",
       "      <td>22581019</td>\n",
       "      <td>11603276</td>\n",
       "      <td>1742039</td>\n",
       "      <td>73142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>총계</td>\n",
       "      <td>162357441</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1211986</td>\n",
       "      <td>14654026</td>\n",
       "      <td>410061</td>\n",
       "      <td>930373</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>21441502</td>\n",
       "      <td>8057999</td>\n",
       "      <td>3333840</td>\n",
       "      <td>38891705</td>\n",
       "      <td>X</td>\n",
       "      <td>26149345</td>\n",
       "      <td>12123634</td>\n",
       "      <td>10960519</td>\n",
       "      <td>461836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021.1</th>\n",
       "      <td>산업</td>\n",
       "      <td>104233378</td>\n",
       "      <td>377290</td>\n",
       "      <td>738556</td>\n",
       "      <td>1056328</td>\n",
       "      <td>4653756</td>\n",
       "      <td>336299</td>\n",
       "      <td>396631</td>\n",
       "      <td>11609861</td>\n",
       "      <td>175291</td>\n",
       "      <td>18215915</td>\n",
       "      <td>4390806</td>\n",
       "      <td>3231346</td>\n",
       "      <td>16637546</td>\n",
       "      <td>3098024</td>\n",
       "      <td>24145695</td>\n",
       "      <td>11576772</td>\n",
       "      <td>3575757</td>\n",
       "      <td>17507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021.2</th>\n",
       "      <td>건물</td>\n",
       "      <td>2947581</td>\n",
       "      <td>1083970</td>\n",
       "      <td>185605</td>\n",
       "      <td>77871</td>\n",
       "      <td>153777</td>\n",
       "      <td>43654</td>\n",
       "      <td>200231</td>\n",
       "      <td>22700</td>\n",
       "      <td>14524</td>\n",
       "      <td>712522</td>\n",
       "      <td>111354</td>\n",
       "      <td>52511</td>\n",
       "      <td>46833</td>\n",
       "      <td>38136</td>\n",
       "      <td>23250</td>\n",
       "      <td>56378</td>\n",
       "      <td>88263</td>\n",
       "      <td>36003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021.3</th>\n",
       "      <td>수송</td>\n",
       "      <td>2840652</td>\n",
       "      <td>1021857</td>\n",
       "      <td>340142</td>\n",
       "      <td>77787</td>\n",
       "      <td>119384</td>\n",
       "      <td>30109</td>\n",
       "      <td>333511</td>\n",
       "      <td>43821</td>\n",
       "      <td>-</td>\n",
       "      <td>467647</td>\n",
       "      <td>26574</td>\n",
       "      <td>49983</td>\n",
       "      <td>33138</td>\n",
       "      <td>39378</td>\n",
       "      <td>81320</td>\n",
       "      <td>71223</td>\n",
       "      <td>76859</td>\n",
       "      <td>27921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021.4</th>\n",
       "      <td>발전</td>\n",
       "      <td>52335829</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>-</td>\n",
       "      <td>9727109</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>2045419</td>\n",
       "      <td>3529265</td>\n",
       "      <td>-</td>\n",
       "      <td>22174188</td>\n",
       "      <td>X</td>\n",
       "      <td>1899081</td>\n",
       "      <td>419261</td>\n",
       "      <td>7219639</td>\n",
       "      <td>380405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021.5</th>\n",
       "      <td>계(발전제외)</td>\n",
       "      <td>110021612</td>\n",
       "      <td>2483116</td>\n",
       "      <td>1264303</td>\n",
       "      <td>1211986</td>\n",
       "      <td>4926917</td>\n",
       "      <td>410061</td>\n",
       "      <td>930373</td>\n",
       "      <td>11676382</td>\n",
       "      <td>189815</td>\n",
       "      <td>19396084</td>\n",
       "      <td>4528733</td>\n",
       "      <td>3333840</td>\n",
       "      <td>16717517</td>\n",
       "      <td>3175537</td>\n",
       "      <td>24250264</td>\n",
       "      <td>11704373</td>\n",
       "      <td>3740879</td>\n",
       "      <td>81431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>총계</td>\n",
       "      <td>159111027</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>1165227</td>\n",
       "      <td>13359509</td>\n",
       "      <td>409018</td>\n",
       "      <td>915067</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>22641088</td>\n",
       "      <td>9108374</td>\n",
       "      <td>3359185</td>\n",
       "      <td>38337059</td>\n",
       "      <td>X</td>\n",
       "      <td>23626333</td>\n",
       "      <td>10673381</td>\n",
       "      <td>12278005</td>\n",
       "      <td>630321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022.1</th>\n",
       "      <td>산업</td>\n",
       "      <td>102690999</td>\n",
       "      <td>416623</td>\n",
       "      <td>733396</td>\n",
       "      <td>1001669</td>\n",
       "      <td>4174058</td>\n",
       "      <td>335596</td>\n",
       "      <td>380548</td>\n",
       "      <td>11163931</td>\n",
       "      <td>189854</td>\n",
       "      <td>19118946</td>\n",
       "      <td>4951493</td>\n",
       "      <td>3255048</td>\n",
       "      <td>17086308</td>\n",
       "      <td>2855605</td>\n",
       "      <td>22461725</td>\n",
       "      <td>10091366</td>\n",
       "      <td>4456729</td>\n",
       "      <td>18105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022.2</th>\n",
       "      <td>건물</td>\n",
       "      <td>3179263</td>\n",
       "      <td>1149622</td>\n",
       "      <td>192351</td>\n",
       "      <td>84660</td>\n",
       "      <td>166295</td>\n",
       "      <td>47187</td>\n",
       "      <td>213930</td>\n",
       "      <td>22598</td>\n",
       "      <td>14857</td>\n",
       "      <td>797934</td>\n",
       "      <td>126054</td>\n",
       "      <td>54817</td>\n",
       "      <td>62116</td>\n",
       "      <td>41228</td>\n",
       "      <td>22879</td>\n",
       "      <td>58929</td>\n",
       "      <td>86191</td>\n",
       "      <td>37618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022.3</th>\n",
       "      <td>수송</td>\n",
       "      <td>2879226</td>\n",
       "      <td>1040780</td>\n",
       "      <td>344440</td>\n",
       "      <td>78898</td>\n",
       "      <td>126810</td>\n",
       "      <td>26235</td>\n",
       "      <td>320589</td>\n",
       "      <td>47232</td>\n",
       "      <td>-</td>\n",
       "      <td>450932</td>\n",
       "      <td>38128</td>\n",
       "      <td>49320</td>\n",
       "      <td>33554</td>\n",
       "      <td>40000</td>\n",
       "      <td>97027</td>\n",
       "      <td>67147</td>\n",
       "      <td>83713</td>\n",
       "      <td>34420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022.4</th>\n",
       "      <td>발전</td>\n",
       "      <td>50361539</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>-</td>\n",
       "      <td>8892346</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>X</td>\n",
       "      <td>2273277</td>\n",
       "      <td>3992700</td>\n",
       "      <td>-</td>\n",
       "      <td>21155082</td>\n",
       "      <td>X</td>\n",
       "      <td>1044702</td>\n",
       "      <td>455940</td>\n",
       "      <td>7651372</td>\n",
       "      <td>540178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022.5</th>\n",
       "      <td>계(발전제외)</td>\n",
       "      <td>108749488</td>\n",
       "      <td>2607025</td>\n",
       "      <td>1270187</td>\n",
       "      <td>1165227</td>\n",
       "      <td>4467163</td>\n",
       "      <td>409018</td>\n",
       "      <td>915067</td>\n",
       "      <td>11233761</td>\n",
       "      <td>204710</td>\n",
       "      <td>20367811</td>\n",
       "      <td>5115674</td>\n",
       "      <td>3359185</td>\n",
       "      <td>17181977</td>\n",
       "      <td>2936834</td>\n",
       "      <td>22581631</td>\n",
       "      <td>10217442</td>\n",
       "      <td>4626633</td>\n",
       "      <td>90143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0          1        2        3        4         5       6   \\\n",
       "연도       지역별(1)          계       서울       부산       대구        인천      광주   \n",
       "2020         총계  154943952        X  2435787  1099122  14231935  386334   \n",
       "2020.1       산업   98743839   348806   736492   952094   4708752  317597   \n",
       "2020.2       건물    2823334  1047532   188083    76886    146973   40917   \n",
       "2020.3       수송    2777892   941563   333798    70141    121324   27820   \n",
       "2020.4       발전   50598888        X  1177414        -   9254886       -   \n",
       "2020.5  계(발전제외)  104345064  2337902  1258374  1099122   4977049  386334   \n",
       "2021         총계  162357441        X        X  1211986  14654026  410061   \n",
       "2021.1       산업  104233378   377290   738556  1056328   4653756  336299   \n",
       "2021.2       건물    2947581  1083970   185605    77871    153777   43654   \n",
       "2021.3       수송    2840652  1021857   340142    77787    119384   30109   \n",
       "2021.4       발전   52335829        X        X        -   9727109       -   \n",
       "2021.5  계(발전제외)  110021612  2483116  1264303  1211986   4926917  410061   \n",
       "2022         총계  159111027        X        X  1165227  13359509  409018   \n",
       "2022.1       산업  102690999   416623   733396  1001669   4174058  335596   \n",
       "2022.2       건물    3179263  1149622   192351    84660    166295   47187   \n",
       "2022.3       수송    2879226  1040780   344440    78898    126810   26235   \n",
       "2022.4       발전   50361539        X        X        -   8892346       -   \n",
       "2022.5  계(발전제외)  108749488  2607025  1270187  1165227   4467163  409018   \n",
       "\n",
       "            7         8       9         10       11       12        13  \\\n",
       "연도          대전        울산      세종        경기       강원       충북        충남   \n",
       "2020    905867  12871197       X  19411964  7667671  3276264  39285683   \n",
       "2020.1  380113  11452081  167949  16724962  4522113  3175934  16834721   \n",
       "2020.2  190112     25187   12032    668890   110581    48919     43198   \n",
       "2020.3  335642     43543       -    475177    32544    51411     35013   \n",
       "2020.4       -   1350386       X   1542935  3002434        -  22372751   \n",
       "2020.5  905867  11520810  179980  17869029  4665238  3276264  16912932   \n",
       "2021    930373         X       X  21441502  8057999  3333840  38891705   \n",
       "2021.1  396631  11609861  175291  18215915  4390806  3231346  16637546   \n",
       "2021.2  200231     22700   14524    712522   111354    52511     46833   \n",
       "2021.3  333511     43821       -    467647    26574    49983     33138   \n",
       "2021.4       -         X       X   2045419  3529265        -  22174188   \n",
       "2021.5  930373  11676382  189815  19396084  4528733  3333840  16717517   \n",
       "2022    915067         X       X  22641088  9108374  3359185  38337059   \n",
       "2022.1  380548  11163931  189854  19118946  4951493  3255048  17086308   \n",
       "2022.2  213930     22598   14857    797934   126054    54817     62116   \n",
       "2022.3  320589     47232       -    450932    38128    49320     33554   \n",
       "2022.4       -         X       X   2273277  3992700        -  21155082   \n",
       "2022.5  915067  11233761  204710  20367811  5115674  3359185  17181977   \n",
       "\n",
       "             14        15        16        17      18  \n",
       "연도           전북        전남        경북        경남      제주  \n",
       "2020    3320002  24500001  12102220   8971442  413364  \n",
       "2020.1  2871501  22481880  11476949   1575680   16215  \n",
       "2020.2    38365     24146     54722     82444   24347  \n",
       "2020.3    46821     74994     71605     83915   32581  \n",
       "2020.4   363314   1918982    498944   7229404  340222  \n",
       "2020.5  2956687  22581019  11603276   1742039   73142  \n",
       "2021          X  26149345  12123634  10960519  461836  \n",
       "2021.1  3098024  24145695  11576772   3575757   17507  \n",
       "2021.2    38136     23250     56378     88263   36003  \n",
       "2021.3    39378     81320     71223     76859   27921  \n",
       "2021.4        X   1899081    419261   7219639  380405  \n",
       "2021.5  3175537  24250264  11704373   3740879   81431  \n",
       "2022          X  23626333  10673381  12278005  630321  \n",
       "2022.1  2855605  22461725  10091366   4456729   18105  \n",
       "2022.2    41228     22879     58929     86191   37618  \n",
       "2022.3    40000     97027     67147     83713   34420  \n",
       "2022.4        X   1044702    455940   7651372  540178  \n",
       "2022.5  2936834  22581631  10217442   4626633   90143  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = energy_consumption_by_locations.T\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2020/총계</th>\n",
       "      <th>2020/산업</th>\n",
       "      <th>2020/건물</th>\n",
       "      <th>2020/수송</th>\n",
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       "      <th>2022/수송</th>\n",
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       "      <th>2022/계(발전제외)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</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>계</th>\n",
       "      <td>154943952</td>\n",
       "      <td>98743839</td>\n",
       "      <td>2823334</td>\n",
       "      <td>2777892</td>\n",
       "      <td>50598888</td>\n",
       "      <td>104345064</td>\n",
       "      <td>162357441</td>\n",
       "      <td>104233378</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>X</td>\n",
       "      <td>348806</td>\n",
       "      <td>1047532</td>\n",
       "      <td>941563</td>\n",
       "      <td>X</td>\n",
       "      <td>2337902</td>\n",
       "      <td>X</td>\n",
       "      <td>377290</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>2435787</td>\n",
       "      <td>736492</td>\n",
       "      <td>188083</td>\n",
       "      <td>333798</td>\n",
       "      <td>1177414</td>\n",
       "      <td>1258374</td>\n",
       "      <td>X</td>\n",
       "      <td>738556</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>1099122</td>\n",
       "      <td>952094</td>\n",
       "      <td>76886</td>\n",
       "      <td>70141</td>\n",
       "      <td>-</td>\n",
       "      <td>1099122</td>\n",
       "      <td>1211986</td>\n",
       "      <td>1056328</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>14231935</td>\n",
       "      <td>4708752</td>\n",
       "      <td>146973</td>\n",
       "      <td>121324</td>\n",
       "      <td>9254886</td>\n",
       "      <td>4977049</td>\n",
       "      <td>14654026</td>\n",
       "      <td>4653756</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>386334</td>\n",
       "      <td>317597</td>\n",
       "      <td>40917</td>\n",
       "      <td>27820</td>\n",
       "      <td>-</td>\n",
       "      <td>386334</td>\n",
       "      <td>410061</td>\n",
       "      <td>336299</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>905867</td>\n",
       "      <td>380113</td>\n",
       "      <td>190112</td>\n",
       "      <td>335642</td>\n",
       "      <td>-</td>\n",
       "      <td>905867</td>\n",
       "      <td>930373</td>\n",
       "      <td>396631</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>12871197</td>\n",
       "      <td>11452081</td>\n",
       "      <td>25187</td>\n",
       "      <td>43543</td>\n",
       "      <td>1350386</td>\n",
       "      <td>11520810</td>\n",
       "      <td>X</td>\n",
       "      <td>11609861</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>X</td>\n",
       "      <td>167949</td>\n",
       "      <td>12032</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>179980</td>\n",
       "      <td>X</td>\n",
       "      <td>175291</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>19411964</td>\n",
       "      <td>16724962</td>\n",
       "      <td>668890</td>\n",
       "      <td>475177</td>\n",
       "      <td>1542935</td>\n",
       "      <td>17869029</td>\n",
       "      <td>21441502</td>\n",
       "      <td>18215915</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>7667671</td>\n",
       "      <td>4522113</td>\n",
       "      <td>110581</td>\n",
       "      <td>32544</td>\n",
       "      <td>3002434</td>\n",
       "      <td>4665238</td>\n",
       "      <td>8057999</td>\n",
       "      <td>4390806</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>3276264</td>\n",
       "      <td>3175934</td>\n",
       "      <td>48919</td>\n",
       "      <td>51411</td>\n",
       "      <td>-</td>\n",
       "      <td>3276264</td>\n",
       "      <td>3333840</td>\n",
       "      <td>3231346</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>39285683</td>\n",
       "      <td>16834721</td>\n",
       "      <td>43198</td>\n",
       "      <td>35013</td>\n",
       "      <td>22372751</td>\n",
       "      <td>16912932</td>\n",
       "      <td>38891705</td>\n",
       "      <td>16637546</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>3320002</td>\n",
       "      <td>2871501</td>\n",
       "      <td>38365</td>\n",
       "      <td>46821</td>\n",
       "      <td>363314</td>\n",
       "      <td>2956687</td>\n",
       "      <td>X</td>\n",
       "      <td>3098024</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>24500001</td>\n",
       "      <td>22481880</td>\n",
       "      <td>24146</td>\n",
       "      <td>74994</td>\n",
       "      <td>1918982</td>\n",
       "      <td>22581019</td>\n",
       "      <td>26149345</td>\n",
       "      <td>24145695</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>12102220</td>\n",
       "      <td>11476949</td>\n",
       "      <td>54722</td>\n",
       "      <td>71605</td>\n",
       "      <td>498944</td>\n",
       "      <td>11603276</td>\n",
       "      <td>12123634</td>\n",
       "      <td>11576772</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>8971442</td>\n",
       "      <td>1575680</td>\n",
       "      <td>82444</td>\n",
       "      <td>83915</td>\n",
       "      <td>7229404</td>\n",
       "      <td>1742039</td>\n",
       "      <td>10960519</td>\n",
       "      <td>3575757</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>413364</td>\n",
       "      <td>16215</td>\n",
       "      <td>24347</td>\n",
       "      <td>32581</td>\n",
       "      <td>340222</td>\n",
       "      <td>73142</td>\n",
       "      <td>461836</td>\n",
       "      <td>17507</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",
       "</div>"
      ],
      "text/plain": [
       "      2020/총계   2020/산업  2020/건물  2020/수송   2020/발전 2020/계(발전제외)    2021/총계  \\\n",
       "지역                                                                            \n",
       "계   154943952  98743839  2823334  2777892  50598888    104345064  162357441   \n",
       "서울          X    348806  1047532   941563         X      2337902          X   \n",
       "부산    2435787    736492   188083   333798   1177414      1258374          X   \n",
       "대구    1099122    952094    76886    70141         -      1099122    1211986   \n",
       "인천   14231935   4708752   146973   121324   9254886      4977049   14654026   \n",
       "광주     386334    317597    40917    27820         -       386334     410061   \n",
       "대전     905867    380113   190112   335642         -       905867     930373   \n",
       "울산   12871197  11452081    25187    43543   1350386     11520810          X   \n",
       "세종          X    167949    12032        -         X       179980          X   \n",
       "경기   19411964  16724962   668890   475177   1542935     17869029   21441502   \n",
       "강원    7667671   4522113   110581    32544   3002434      4665238    8057999   \n",
       "충북    3276264   3175934    48919    51411         -      3276264    3333840   \n",
       "충남   39285683  16834721    43198    35013  22372751     16912932   38891705   \n",
       "전북    3320002   2871501    38365    46821    363314      2956687          X   \n",
       "전남   24500001  22481880    24146    74994   1918982     22581019   26149345   \n",
       "경북   12102220  11476949    54722    71605    498944     11603276   12123634   \n",
       "경남    8971442   1575680    82444    83915   7229404      1742039   10960519   \n",
       "제주     413364     16215    24347    32581    340222        73142     461836   \n",
       "\n",
       "      2021/산업  2021/건물  2021/수송   2021/발전 2021/계(발전제외)    2022/총계    2022/산업  \\\n",
       "지역                                                                             \n",
       "계   104233378  2947581  2840652  52335829    110021612  159111027  102690999   \n",
       "서울     377290  1083970  1021857         X      2483116          X     416623   \n",
       "부산     738556   185605   340142         X      1264303          X     733396   \n",
       "대구    1056328    77871    77787         -      1211986    1165227    1001669   \n",
       "인천    4653756   153777   119384   9727109      4926917   13359509    4174058   \n",
       "광주     336299    43654    30109         -       410061     409018     335596   \n",
       "대전     396631   200231   333511         -       930373     915067     380548   \n",
       "울산   11609861    22700    43821         X     11676382          X   11163931   \n",
       "세종     175291    14524        -         X       189815          X     189854   \n",
       "경기   18215915   712522   467647   2045419     19396084   22641088   19118946   \n",
       "강원    4390806   111354    26574   3529265      4528733    9108374    4951493   \n",
       "충북    3231346    52511    49983         -      3333840    3359185    3255048   \n",
       "충남   16637546    46833    33138  22174188     16717517   38337059   17086308   \n",
       "전북    3098024    38136    39378         X      3175537          X    2855605   \n",
       "전남   24145695    23250    81320   1899081     24250264   23626333   22461725   \n",
       "경북   11576772    56378    71223    419261     11704373   10673381   10091366   \n",
       "경남    3575757    88263    76859   7219639      3740879   12278005    4456729   \n",
       "제주      17507    36003    27921    380405        81431     630321      18105   \n",
       "\n",
       "    2022/건물  2022/수송   2022/발전 2022/계(발전제외)  \n",
       "지역                                           \n",
       "계   3179263  2879226  50361539    108749488  \n",
       "서울  1149622  1040780         X      2607025  \n",
       "부산   192351   344440         X      1270187  \n",
       "대구    84660    78898         -      1165227  \n",
       "인천   166295   126810   8892346      4467163  \n",
       "광주    47187    26235         -       409018  \n",
       "대전   213930   320589         -       915067  \n",
       "울산    22598    47232         X     11233761  \n",
       "세종    14857        -         X       204710  \n",
       "경기   797934   450932   2273277     20367811  \n",
       "강원   126054    38128   3992700      5115674  \n",
       "충북    54817    49320         -      3359185  \n",
       "충남    62116    33554  21155082     17181977  \n",
       "전북    41228    40000         X      2936834  \n",
       "전남    22879    97027   1044702     22581631  \n",
       "경북    58929    67147    455940     10217442  \n",
       "경남    86191    83713   7651372      4626633  \n",
       "제주    37618    34420    540178        90143  "
      ]
     },
     "execution_count": 10,
     "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('연도/지역별(1)', inplace=True)\n",
    "data.index.name = \"지역\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2020, data_2021, data_2022 = data.iloc[:, :6], data.iloc[:, 6:12], data.iloc[:, 12:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2020/총계</th>\n",
       "      <th>2020/산업</th>\n",
       "      <th>2020/건물</th>\n",
       "      <th>2020/수송</th>\n",
       "      <th>2020/발전</th>\n",
       "      <th>2020/계(발전제외)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</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>계</th>\n",
       "      <td>154943952</td>\n",
       "      <td>98743839</td>\n",
       "      <td>2823334</td>\n",
       "      <td>2777892</td>\n",
       "      <td>50598888</td>\n",
       "      <td>104345064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>X</td>\n",
       "      <td>348806</td>\n",
       "      <td>1047532</td>\n",
       "      <td>941563</td>\n",
       "      <td>X</td>\n",
       "      <td>2337902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>2435787</td>\n",
       "      <td>736492</td>\n",
       "      <td>188083</td>\n",
       "      <td>333798</td>\n",
       "      <td>1177414</td>\n",
       "      <td>1258374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대구</th>\n",
       "      <td>1099122</td>\n",
       "      <td>952094</td>\n",
       "      <td>76886</td>\n",
       "      <td>70141</td>\n",
       "      <td>-</td>\n",
       "      <td>1099122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>14231935</td>\n",
       "      <td>4708752</td>\n",
       "      <td>146973</td>\n",
       "      <td>121324</td>\n",
       "      <td>9254886</td>\n",
       "      <td>4977049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>386334</td>\n",
       "      <td>317597</td>\n",
       "      <td>40917</td>\n",
       "      <td>27820</td>\n",
       "      <td>-</td>\n",
       "      <td>386334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>905867</td>\n",
       "      <td>380113</td>\n",
       "      <td>190112</td>\n",
       "      <td>335642</td>\n",
       "      <td>-</td>\n",
       "      <td>905867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>12871197</td>\n",
       "      <td>11452081</td>\n",
       "      <td>25187</td>\n",
       "      <td>43543</td>\n",
       "      <td>1350386</td>\n",
       "      <td>11520810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>X</td>\n",
       "      <td>167949</td>\n",
       "      <td>12032</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>179980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>19411964</td>\n",
       "      <td>16724962</td>\n",
       "      <td>668890</td>\n",
       "      <td>475177</td>\n",
       "      <td>1542935</td>\n",
       "      <td>17869029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>7667671</td>\n",
       "      <td>4522113</td>\n",
       "      <td>110581</td>\n",
       "      <td>32544</td>\n",
       "      <td>3002434</td>\n",
       "      <td>4665238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>3276264</td>\n",
       "      <td>3175934</td>\n",
       "      <td>48919</td>\n",
       "      <td>51411</td>\n",
       "      <td>-</td>\n",
       "      <td>3276264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>39285683</td>\n",
       "      <td>16834721</td>\n",
       "      <td>43198</td>\n",
       "      <td>35013</td>\n",
       "      <td>22372751</td>\n",
       "      <td>16912932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>3320002</td>\n",
       "      <td>2871501</td>\n",
       "      <td>38365</td>\n",
       "      <td>46821</td>\n",
       "      <td>363314</td>\n",
       "      <td>2956687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>24500001</td>\n",
       "      <td>22481880</td>\n",
       "      <td>24146</td>\n",
       "      <td>74994</td>\n",
       "      <td>1918982</td>\n",
       "      <td>22581019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>12102220</td>\n",
       "      <td>11476949</td>\n",
       "      <td>54722</td>\n",
       "      <td>71605</td>\n",
       "      <td>498944</td>\n",
       "      <td>11603276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>8971442</td>\n",
       "      <td>1575680</td>\n",
       "      <td>82444</td>\n",
       "      <td>83915</td>\n",
       "      <td>7229404</td>\n",
       "      <td>1742039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>413364</td>\n",
       "      <td>16215</td>\n",
       "      <td>24347</td>\n",
       "      <td>32581</td>\n",
       "      <td>340222</td>\n",
       "      <td>73142</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      2020/총계   2020/산업  2020/건물  2020/수송   2020/발전 2020/계(발전제외)\n",
       "지역                                                              \n",
       "계   154943952  98743839  2823334  2777892  50598888    104345064\n",
       "서울          X    348806  1047532   941563         X      2337902\n",
       "부산    2435787    736492   188083   333798   1177414      1258374\n",
       "대구    1099122    952094    76886    70141         -      1099122\n",
       "인천   14231935   4708752   146973   121324   9254886      4977049\n",
       "광주     386334    317597    40917    27820         -       386334\n",
       "대전     905867    380113   190112   335642         -       905867\n",
       "울산   12871197  11452081    25187    43543   1350386     11520810\n",
       "세종          X    167949    12032        -         X       179980\n",
       "경기   19411964  16724962   668890   475177   1542935     17869029\n",
       "강원    7667671   4522113   110581    32544   3002434      4665238\n",
       "충북    3276264   3175934    48919    51411         -      3276264\n",
       "충남   39285683  16834721    43198    35013  22372751     16912932\n",
       "전북    3320002   2871501    38365    46821    363314      2956687\n",
       "전남   24500001  22481880    24146    74994   1918982     22581019\n",
       "경북   12102220  11476949    54722    71605    498944     11603276\n",
       "경남    8971442   1575680    82444    83915   7229404      1742039\n",
       "제주     413364     16215    24347    32581    340222        73142"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>총계</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>계</th>\n",
       "      <td>154943952</td>\n",
       "      <td>98743839</td>\n",
       "      <td>2823334</td>\n",
       "      <td>2777892</td>\n",
       "      <td>50598888</td>\n",
       "      <td>104345064</td>\n",
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       "    <tr>\n",
       "      <th>서울</th>\n",
       "      <td>X</td>\n",
       "      <td>348806</td>\n",
       "      <td>1047532</td>\n",
       "      <td>941563</td>\n",
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       "      <td>2337902</td>\n",
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       "    <tr>\n",
       "      <th>부산</th>\n",
       "      <td>2435787</td>\n",
       "      <td>736492</td>\n",
       "      <td>188083</td>\n",
       "      <td>333798</td>\n",
       "      <td>1177414</td>\n",
       "      <td>1258374</td>\n",
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       "      <th>대구</th>\n",
       "      <td>1099122</td>\n",
       "      <td>952094</td>\n",
       "      <td>76886</td>\n",
       "      <td>70141</td>\n",
       "      <td>-</td>\n",
       "      <td>1099122</td>\n",
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       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>14231935</td>\n",
       "      <td>4708752</td>\n",
       "      <td>146973</td>\n",
       "      <td>121324</td>\n",
       "      <td>9254886</td>\n",
       "      <td>4977049</td>\n",
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       "      <th>광주</th>\n",
       "      <td>386334</td>\n",
       "      <td>317597</td>\n",
       "      <td>40917</td>\n",
       "      <td>27820</td>\n",
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       "      <td>380113</td>\n",
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       "      <td>12871197</td>\n",
       "      <td>11452081</td>\n",
       "      <td>25187</td>\n",
       "      <td>43543</td>\n",
       "      <td>1350386</td>\n",
       "      <td>11520810</td>\n",
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       "    <tr>\n",
       "      <th>세종</th>\n",
       "      <td>X</td>\n",
       "      <td>167949</td>\n",
       "      <td>12032</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>179980</td>\n",
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       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>19411964</td>\n",
       "      <td>16724962</td>\n",
       "      <td>668890</td>\n",
       "      <td>475177</td>\n",
       "      <td>1542935</td>\n",
       "      <td>17869029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>7667671</td>\n",
       "      <td>4522113</td>\n",
       "      <td>110581</td>\n",
       "      <td>32544</td>\n",
       "      <td>3002434</td>\n",
       "      <td>4665238</td>\n",
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       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>3276264</td>\n",
       "      <td>3175934</td>\n",
       "      <td>48919</td>\n",
       "      <td>51411</td>\n",
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       "      <td>3276264</td>\n",
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       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>39285683</td>\n",
       "      <td>16834721</td>\n",
       "      <td>43198</td>\n",
       "      <td>35013</td>\n",
       "      <td>22372751</td>\n",
       "      <td>16912932</td>\n",
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       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>3320002</td>\n",
       "      <td>2871501</td>\n",
       "      <td>38365</td>\n",
       "      <td>46821</td>\n",
       "      <td>363314</td>\n",
       "      <td>2956687</td>\n",
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       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>24500001</td>\n",
       "      <td>22481880</td>\n",
       "      <td>24146</td>\n",
       "      <td>74994</td>\n",
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       "      <td>83915</td>\n",
       "      <td>7229404</td>\n",
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       "      <td>16215</td>\n",
       "      <td>24347</td>\n",
       "      <td>32581</td>\n",
       "      <td>340222</td>\n",
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      "text/plain": [
       "           총계        산업       건물       수송        발전    계(발전제외)\n",
       "지역                                                            \n",
       "계   154943952  98743839  2823334  2777892  50598888  104345064\n",
       "서울          X    348806  1047532   941563         X    2337902\n",
       "부산    2435787    736492   188083   333798   1177414    1258374\n",
       "대구    1099122    952094    76886    70141         -    1099122\n",
       "인천   14231935   4708752   146973   121324   9254886    4977049\n",
       "광주     386334    317597    40917    27820         -     386334\n",
       "대전     905867    380113   190112   335642         -     905867\n",
       "울산   12871197  11452081    25187    43543   1350386   11520810\n",
       "세종          X    167949    12032        -         X     179980\n",
       "경기   19411964  16724962   668890   475177   1542935   17869029\n",
       "강원    7667671   4522113   110581    32544   3002434    4665238\n",
       "충북    3276264   3175934    48919    51411         -    3276264\n",
       "충남   39285683  16834721    43198    35013  22372751   16912932\n",
       "전북    3320002   2871501    38365    46821    363314    2956687\n",
       "전남   24500001  22481880    24146    74994   1918982   22581019\n",
       "경북   12102220  11476949    54722    71605    498944   11603276\n",
       "경남    8971442   1575680    82444    83915   7229404    1742039\n",
       "제주     413364     16215    24347    32581    340222      73142"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2020.columns = [i[5:] for i in data_2020.columns]\n",
    "data_2020.to_csv(\"result_EnergyConsumption_2020.csv\")\n",
    "data_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>총계</th>\n",
       "      <th>산업</th>\n",
       "      <th>건물</th>\n",
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       "      <th>계</th>\n",
       "      <td>162357441</td>\n",
       "      <td>104233378</td>\n",
       "      <td>2947581</td>\n",
       "      <td>2840652</td>\n",
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       "      <th>서울</th>\n",
       "      <td>X</td>\n",
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       "      <td>X</td>\n",
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       "      <th>부산</th>\n",
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       "      <td>340142</td>\n",
       "      <td>X</td>\n",
       "      <td>1264303</td>\n",
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       "      <th>대구</th>\n",
       "      <td>1211986</td>\n",
       "      <td>1056328</td>\n",
       "      <td>77871</td>\n",
       "      <td>77787</td>\n",
       "      <td>-</td>\n",
       "      <td>1211986</td>\n",
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       "    <tr>\n",
       "      <th>인천</th>\n",
       "      <td>14654026</td>\n",
       "      <td>4653756</td>\n",
       "      <td>153777</td>\n",
       "      <td>119384</td>\n",
       "      <td>9727109</td>\n",
       "      <td>4926917</td>\n",
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       "    <tr>\n",
       "      <th>광주</th>\n",
       "      <td>410061</td>\n",
       "      <td>336299</td>\n",
       "      <td>43654</td>\n",
       "      <td>30109</td>\n",
       "      <td>-</td>\n",
       "      <td>410061</td>\n",
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       "    <tr>\n",
       "      <th>대전</th>\n",
       "      <td>930373</td>\n",
       "      <td>396631</td>\n",
       "      <td>200231</td>\n",
       "      <td>333511</td>\n",
       "      <td>-</td>\n",
       "      <td>930373</td>\n",
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       "    <tr>\n",
       "      <th>울산</th>\n",
       "      <td>X</td>\n",
       "      <td>11609861</td>\n",
       "      <td>22700</td>\n",
       "      <td>43821</td>\n",
       "      <td>X</td>\n",
       "      <td>11676382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>X</td>\n",
       "      <td>175291</td>\n",
       "      <td>14524</td>\n",
       "      <td>-</td>\n",
       "      <td>X</td>\n",
       "      <td>189815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경기</th>\n",
       "      <td>21441502</td>\n",
       "      <td>18215915</td>\n",
       "      <td>712522</td>\n",
       "      <td>467647</td>\n",
       "      <td>2045419</td>\n",
       "      <td>19396084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강원</th>\n",
       "      <td>8057999</td>\n",
       "      <td>4390806</td>\n",
       "      <td>111354</td>\n",
       "      <td>26574</td>\n",
       "      <td>3529265</td>\n",
       "      <td>4528733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충북</th>\n",
       "      <td>3333840</td>\n",
       "      <td>3231346</td>\n",
       "      <td>52511</td>\n",
       "      <td>49983</td>\n",
       "      <td>-</td>\n",
       "      <td>3333840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>충남</th>\n",
       "      <td>38891705</td>\n",
       "      <td>16637546</td>\n",
       "      <td>46833</td>\n",
       "      <td>33138</td>\n",
       "      <td>22174188</td>\n",
       "      <td>16717517</td>\n",
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       "    <tr>\n",
       "      <th>전북</th>\n",
       "      <td>X</td>\n",
       "      <td>3098024</td>\n",
       "      <td>38136</td>\n",
       "      <td>39378</td>\n",
       "      <td>X</td>\n",
       "      <td>3175537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전남</th>\n",
       "      <td>26149345</td>\n",
       "      <td>24145695</td>\n",
       "      <td>23250</td>\n",
       "      <td>81320</td>\n",
       "      <td>1899081</td>\n",
       "      <td>24250264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경북</th>\n",
       "      <td>12123634</td>\n",
       "      <td>11576772</td>\n",
       "      <td>56378</td>\n",
       "      <td>71223</td>\n",
       "      <td>419261</td>\n",
       "      <td>11704373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>경남</th>\n",
       "      <td>10960519</td>\n",
       "      <td>3575757</td>\n",
       "      <td>88263</td>\n",
       "      <td>76859</td>\n",
       "      <td>7219639</td>\n",
       "      <td>3740879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제주</th>\n",
       "      <td>461836</td>\n",
       "      <td>17507</td>\n",
       "      <td>36003</td>\n",
       "      <td>27921</td>\n",
       "      <td>380405</td>\n",
       "      <td>81431</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           총계         산업       건물       수송        발전    계(발전제외)\n",
       "지역                                                             \n",
       "계   162357441  104233378  2947581  2840652  52335829  110021612\n",
       "서울          X     377290  1083970  1021857         X    2483116\n",
       "부산          X     738556   185605   340142         X    1264303\n",
       "대구    1211986    1056328    77871    77787         -    1211986\n",
       "인천   14654026    4653756   153777   119384   9727109    4926917\n",
       "광주     410061     336299    43654    30109         -     410061\n",
       "대전     930373     396631   200231   333511         -     930373\n",
       "울산          X   11609861    22700    43821         X   11676382\n",
       "세종          X     175291    14524        -         X     189815\n",
       "경기   21441502   18215915   712522   467647   2045419   19396084\n",
       "강원    8057999    4390806   111354    26574   3529265    4528733\n",
       "충북    3333840    3231346    52511    49983         -    3333840\n",
       "충남   38891705   16637546    46833    33138  22174188   16717517\n",
       "전북          X    3098024    38136    39378         X    3175537\n",
       "전남   26149345   24145695    23250    81320   1899081   24250264\n",
       "경북   12123634   11576772    56378    71223    419261   11704373\n",
       "경남   10960519    3575757    88263    76859   7219639    3740879\n",
       "제주     461836      17507    36003    27921    380405      81431"
      ]
     },
     "execution_count": 467,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2021.columns = [i[5:] for i in data_2021.columns]\n",
    "data_2021.to_csv(\"result_EnergyConsumption_2021.csv\")\n",
    "data_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>총계</th>\n",
       "      <th>산업</th>\n",
       "      <th>건물</th>\n",
       "      <th>수송</th>\n",
       "      <th>발전</th>\n",
       "      <th>계(발전제외)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>지역</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>계</th>\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>X</td>\n",
       "      <td>416623</td>\n",
       "      <td>1149622</td>\n",
       "      <td>1040780</td>\n",
       "      <td>X</td>\n",
       "      <td>2607025</td>\n",
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       "    <tr>\n",
       "      <th>부산</th>\n",
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       "      <td>733396</td>\n",
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       "      <td>344440</td>\n",
       "      <td>X</td>\n",
       "      <td>1270187</td>\n",
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       "    <tr>\n",
       "      <th>대구</th>\n",
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       "      <td>1001669</td>\n",
       "      <td>84660</td>\n",
       "      <td>78898</td>\n",
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       "    <tr>\n",
       "      <th>인천</th>\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",
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       "      <th>광주</th>\n",
       "      <td>409018</td>\n",
       "      <td>335596</td>\n",
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       "      <td>213930</td>\n",
       "      <td>320589</td>\n",
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       "      <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>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>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>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>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>38337059</td>\n",
       "      <td>17086308</td>\n",
       "      <td>62116</td>\n",
       "      <td>33554</td>\n",
       "      <td>21155082</td>\n",
       "      <td>17181977</td>\n",
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       "      <th>전북</th>\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",
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       "      <th>전남</th>\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",
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       "    <tr>\n",
       "      <th>경북</th>\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>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>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",
       "</div>"
      ],
      "text/plain": [
       "           총계         산업       건물       수송        발전    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\n",
       "광주     409018     335596    47187    26235         -     409018\n",
       "대전     915067     380548   213930   320589         -     915067\n",
       "울산          X   11163931    22598    47232         X   11233761\n",
       "세종          X     189854    14857        -         X     204710\n",
       "경기   22641088   19118946   797934   450932   2273277   20367811\n",
       "강원    9108374    4951493   126054    38128   3992700    5115674\n",
       "충북    3359185    3255048    54817    49320         -    3359185\n",
       "충남   38337059   17086308    62116    33554  21155082   17181977\n",
       "전북          X    2855605    41228    40000         X    2936834\n",
       "전남   23626333   22461725    22879    97027   1044702   22581631\n",
       "경북   10673381   10091366    58929    67147    455940   10217442\n",
       "경남   12278005    4456729    86191    83713   7651372    4626633\n",
       "제주     630321      18105    37618    34420    540178      90143"
      ]
     },
     "execution_count": 468,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2022.columns = [i[5:] for i in data_2022.columns]\n",
    "data_2022.to_csv(\"result_EnergyConsumption_2022.csv\")\n",
    "data_2022"
   ]
  }
 ],
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