Global Energy Consumption.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://ourworldindata.org/energy-production-consumption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib.patches import ConnectionPatch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global Energy Consumptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Entity</th>\n",
       "      <th>Code</th>\n",
       "      <th>Year</th>\n",
       "      <th>Wind (TWh; substituted energy)</th>\n",
       "      <th>Oil (TWh; substituted energy)</th>\n",
       "      <th>Nuclear (TWh; substituted energy)</th>\n",
       "      <th>Hydropower (TWh; substituted energy)</th>\n",
       "      <th>Traditional bimass (TWh; substituted energy)</th>\n",
       "      <th>Other renewables (TWh; substituted energy)</th>\n",
       "      <th>Biofuels (TWh; substituted energy)</th>\n",
       "      <th>Solar (TWh; substituted energy)</th>\n",
       "      <th>Coal (TWh; substituted energy)</th>\n",
       "      <th>Gas (TWh; substituted energy)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>1800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>5556</td>\n",
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       "      <td>0</td>\n",
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       "      <td>97</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>1810</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5833</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>1820</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>1830</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>264</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>1840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6944</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>2015</td>\n",
       "      <td>2104</td>\n",
       "      <td>50892</td>\n",
       "      <td>6516</td>\n",
       "      <td>9827</td>\n",
       "      <td>11111</td>\n",
       "      <td>1362</td>\n",
       "      <td>937</td>\n",
       "      <td>650</td>\n",
       "      <td>43844</td>\n",
       "      <td>34781</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>2016</td>\n",
       "      <td>2424</td>\n",
       "      <td>51920</td>\n",
       "      <td>6576</td>\n",
       "      <td>10092</td>\n",
       "      <td>11111</td>\n",
       "      <td>1378</td>\n",
       "      <td>970</td>\n",
       "      <td>825</td>\n",
       "      <td>43196</td>\n",
       "      <td>35589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>2017</td>\n",
       "      <td>2852</td>\n",
       "      <td>52568</td>\n",
       "      <td>6596</td>\n",
       "      <td>10165</td>\n",
       "      <td>11111</td>\n",
       "      <td>1457</td>\n",
       "      <td>1012</td>\n",
       "      <td>1117</td>\n",
       "      <td>43360</td>\n",
       "      <td>36586</td>\n",
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       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>2018</td>\n",
       "      <td>3157</td>\n",
       "      <td>53181</td>\n",
       "      <td>6711</td>\n",
       "      <td>10368</td>\n",
       "      <td>11111</td>\n",
       "      <td>1529</td>\n",
       "      <td>1109</td>\n",
       "      <td>1448</td>\n",
       "      <td>44109</td>\n",
       "      <td>38517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>World</td>\n",
       "      <td>OWID_WRL</td>\n",
       "      <td>2019</td>\n",
       "      <td>3540</td>\n",
       "      <td>53620</td>\n",
       "      <td>6923</td>\n",
       "      <td>10455</td>\n",
       "      <td>11111</td>\n",
       "      <td>1614</td>\n",
       "      <td>1143</td>\n",
       "      <td>1793</td>\n",
       "      <td>43849</td>\n",
       "      <td>39292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 13 columns</p>\n",
       "</div>"
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      "text/plain": [
       "   Entity      Code  Year  Wind (TWh; substituted energy)  \\\n",
       "0   World  OWID_WRL  1800                               0   \n",
       "1   World  OWID_WRL  1810                               0   \n",
       "2   World  OWID_WRL  1820                               0   \n",
       "3   World  OWID_WRL  1830                               0   \n",
       "4   World  OWID_WRL  1840                               0   \n",
       "..    ...       ...   ...                             ...   \n",
       "67  World  OWID_WRL  2015                            2104   \n",
       "68  World  OWID_WRL  2016                            2424   \n",
       "69  World  OWID_WRL  2017                            2852   \n",
       "70  World  OWID_WRL  2018                            3157   \n",
       "71  World  OWID_WRL  2019                            3540   \n",
       "\n",
       "    Oil (TWh; substituted energy)  Nuclear (TWh; substituted energy)  \\\n",
       "0                               0                                  0   \n",
       "1                               0                                  0   \n",
       "2                               0                                  0   \n",
       "3                               0                                  0   \n",
       "4                               0                                  0   \n",
       "..                            ...                                ...   \n",
       "67                          50892                               6516   \n",
       "68                          51920                               6576   \n",
       "69                          52568                               6596   \n",
       "70                          53181                               6711   \n",
       "71                          53620                               6923   \n",
       "\n",
       "    Hydropower (TWh; substituted energy)  \\\n",
       "0                                      0   \n",
       "1                                      0   \n",
       "2                                      0   \n",
       "3                                      0   \n",
       "4                                      0   \n",
       "..                                   ...   \n",
       "67                                  9827   \n",
       "68                                 10092   \n",
       "69                                 10165   \n",
       "70                                 10368   \n",
       "71                                 10455   \n",
       "\n",
       "    Traditional bimass (TWh; substituted energy)  \\\n",
       "0                                           5556   \n",
       "1                                           5833   \n",
       "2                                           6111   \n",
       "3                                           6389   \n",
       "4                                           6944   \n",
       "..                                           ...   \n",
       "67                                         11111   \n",
       "68                                         11111   \n",
       "69                                         11111   \n",
       "70                                         11111   \n",
       "71                                         11111   \n",
       "\n",
       "    Other renewables (TWh; substituted energy)  \\\n",
       "0                                            0   \n",
       "1                                            0   \n",
       "2                                            0   \n",
       "3                                            0   \n",
       "4                                            0   \n",
       "..                                         ...   \n",
       "67                                        1362   \n",
       "68                                        1378   \n",
       "69                                        1457   \n",
       "70                                        1529   \n",
       "71                                        1614   \n",
       "\n",
       "    Biofuels (TWh; substituted energy)  Solar (TWh; substituted energy)  \\\n",
       "0                                    0                                0   \n",
       "1                                    0                                0   \n",
       "2                                    0                                0   \n",
       "3                                    0                                0   \n",
       "4                                    0                                0   \n",
       "..                                 ...                              ...   \n",
       "67                                 937                              650   \n",
       "68                                 970                              825   \n",
       "69                                1012                             1117   \n",
       "70                                1109                             1448   \n",
       "71                                1143                             1793   \n",
       "\n",
       "    Coal (TWh; substituted energy)  Gas (TWh; substituted energy)  \n",
       "0                               97                              0  \n",
       "1                              128                              0  \n",
       "2                              153                              0  \n",
       "3                              264                              0  \n",
       "4                              356                              0  \n",
       "..                             ...                            ...  \n",
       "67                           43844                          34781  \n",
       "68                           43196                          35589  \n",
       "69                           43360                          36586  \n",
       "70                           44109                          38517  \n",
       "71                           43849                          39292  \n",
       "\n",
       "[72 rows x 13 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"data/global-energy-substitution.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Wind (TWh; substituted energy)</th>\n",
       "      <th>Oil (TWh; substituted energy)</th>\n",
       "      <th>Nuclear (TWh; substituted energy)</th>\n",
       "      <th>Hydropower (TWh; substituted energy)</th>\n",
       "      <th>Traditional bimass (TWh; substituted energy)</th>\n",
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       "      <th>Biofuels (TWh; substituted energy)</th>\n",
       "      <th>Solar (TWh; substituted energy)</th>\n",
       "      <th>Coal (TWh; substituted energy)</th>\n",
       "      <th>Gas (TWh; substituted energy)</th>\n",
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       "      <th>0</th>\n",
       "      <td>1800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>1</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5833</td>\n",
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       "      <td>0</td>\n",
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       "      <td>128</td>\n",
       "      <td>0</td>\n",
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       "      <th>2</th>\n",
       "      <td>1820</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1830</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6389</td>\n",
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       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2015</td>\n",
       "      <td>2104</td>\n",
       "      <td>50892</td>\n",
       "      <td>6516</td>\n",
       "      <td>9827</td>\n",
       "      <td>11111</td>\n",
       "      <td>1362</td>\n",
       "      <td>937</td>\n",
       "      <td>650</td>\n",
       "      <td>43844</td>\n",
       "      <td>34781</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016</td>\n",
       "      <td>2424</td>\n",
       "      <td>51920</td>\n",
       "      <td>6576</td>\n",
       "      <td>10092</td>\n",
       "      <td>11111</td>\n",
       "      <td>1378</td>\n",
       "      <td>970</td>\n",
       "      <td>825</td>\n",
       "      <td>43196</td>\n",
       "      <td>35589</td>\n",
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       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2017</td>\n",
       "      <td>2852</td>\n",
       "      <td>52568</td>\n",
       "      <td>6596</td>\n",
       "      <td>10165</td>\n",
       "      <td>11111</td>\n",
       "      <td>1457</td>\n",
       "      <td>1012</td>\n",
       "      <td>1117</td>\n",
       "      <td>43360</td>\n",
       "      <td>36586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2018</td>\n",
       "      <td>3157</td>\n",
       "      <td>53181</td>\n",
       "      <td>6711</td>\n",
       "      <td>10368</td>\n",
       "      <td>11111</td>\n",
       "      <td>1529</td>\n",
       "      <td>1109</td>\n",
       "      <td>1448</td>\n",
       "      <td>44109</td>\n",
       "      <td>38517</td>\n",
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       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2019</td>\n",
       "      <td>3540</td>\n",
       "      <td>53620</td>\n",
       "      <td>6923</td>\n",
       "      <td>10455</td>\n",
       "      <td>11111</td>\n",
       "      <td>1614</td>\n",
       "      <td>1143</td>\n",
       "      <td>1793</td>\n",
       "      <td>43849</td>\n",
       "      <td>39292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>72 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year  Wind (TWh; substituted energy)  Oil (TWh; substituted energy)  \\\n",
       "0   1800                               0                              0   \n",
       "1   1810                               0                              0   \n",
       "2   1820                               0                              0   \n",
       "3   1830                               0                              0   \n",
       "4   1840                               0                              0   \n",
       "..   ...                             ...                            ...   \n",
       "67  2015                            2104                          50892   \n",
       "68  2016                            2424                          51920   \n",
       "69  2017                            2852                          52568   \n",
       "70  2018                            3157                          53181   \n",
       "71  2019                            3540                          53620   \n",
       "\n",
       "    Nuclear (TWh; substituted energy)  Hydropower (TWh; substituted energy)  \\\n",
       "0                                   0                                     0   \n",
       "1                                   0                                     0   \n",
       "2                                   0                                     0   \n",
       "3                                   0                                     0   \n",
       "4                                   0                                     0   \n",
       "..                                ...                                   ...   \n",
       "67                               6516                                  9827   \n",
       "68                               6576                                 10092   \n",
       "69                               6596                                 10165   \n",
       "70                               6711                                 10368   \n",
       "71                               6923                                 10455   \n",
       "\n",
       "    Traditional bimass (TWh; substituted energy)  \\\n",
       "0                                           5556   \n",
       "1                                           5833   \n",
       "2                                           6111   \n",
       "3                                           6389   \n",
       "4                                           6944   \n",
       "..                                           ...   \n",
       "67                                         11111   \n",
       "68                                         11111   \n",
       "69                                         11111   \n",
       "70                                         11111   \n",
       "71                                         11111   \n",
       "\n",
       "    Other renewables (TWh; substituted energy)  \\\n",
       "0                                            0   \n",
       "1                                            0   \n",
       "2                                            0   \n",
       "3                                            0   \n",
       "4                                            0   \n",
       "..                                         ...   \n",
       "67                                        1362   \n",
       "68                                        1378   \n",
       "69                                        1457   \n",
       "70                                        1529   \n",
       "71                                        1614   \n",
       "\n",
       "    Biofuels (TWh; substituted energy)  Solar (TWh; substituted energy)  \\\n",
       "0                                    0                                0   \n",
       "1                                    0                                0   \n",
       "2                                    0                                0   \n",
       "3                                    0                                0   \n",
       "4                                    0                                0   \n",
       "..                                 ...                              ...   \n",
       "67                                 937                              650   \n",
       "68                                 970                              825   \n",
       "69                                1012                             1117   \n",
       "70                                1109                             1448   \n",
       "71                                1143                             1793   \n",
       "\n",
       "    Coal (TWh; substituted energy)  Gas (TWh; substituted energy)  \n",
       "0                               97                              0  \n",
       "1                              128                              0  \n",
       "2                              153                              0  \n",
       "3                              264                              0  \n",
       "4                              356                              0  \n",
       "..                             ...                            ...  \n",
       "67                           43844                          34781  \n",
       "68                           43196                          35589  \n",
       "69                           43360                          36586  \n",
       "70                           44109                          38517  \n",
       "71                           43849                          39292  \n",
       "\n",
       "[72 rows x 11 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop([\"Entity\",\"Code\"],axis=1,inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Wind (TWh; substituted energy)</th>\n",
       "      <th>Oil (TWh; substituted energy)</th>\n",
       "      <th>Nuclear (TWh; substituted energy)</th>\n",
       "      <th>Hydropower (TWh; substituted energy)</th>\n",
       "      <th>Traditional bimass (TWh; substituted energy)</th>\n",
       "      <th>Other renewables (TWh; substituted energy)</th>\n",
       "      <th>Biofuels (TWh; substituted energy)</th>\n",
       "      <th>Solar (TWh; substituted energy)</th>\n",
       "      <th>Coal (TWh; substituted energy)</th>\n",
       "      <th>Gas (TWh; substituted energy)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</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>1800</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5556</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5833</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>264</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6944</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>2104</td>\n",
       "      <td>50892</td>\n",
       "      <td>6516</td>\n",
       "      <td>9827</td>\n",
       "      <td>11111</td>\n",
       "      <td>1362</td>\n",
       "      <td>937</td>\n",
       "      <td>650</td>\n",
       "      <td>43844</td>\n",
       "      <td>34781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>2424</td>\n",
       "      <td>51920</td>\n",
       "      <td>6576</td>\n",
       "      <td>10092</td>\n",
       "      <td>11111</td>\n",
       "      <td>1378</td>\n",
       "      <td>970</td>\n",
       "      <td>825</td>\n",
       "      <td>43196</td>\n",
       "      <td>35589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>2852</td>\n",
       "      <td>52568</td>\n",
       "      <td>6596</td>\n",
       "      <td>10165</td>\n",
       "      <td>11111</td>\n",
       "      <td>1457</td>\n",
       "      <td>1012</td>\n",
       "      <td>1117</td>\n",
       "      <td>43360</td>\n",
       "      <td>36586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>3157</td>\n",
       "      <td>53181</td>\n",
       "      <td>6711</td>\n",
       "      <td>10368</td>\n",
       "      <td>11111</td>\n",
       "      <td>1529</td>\n",
       "      <td>1109</td>\n",
       "      <td>1448</td>\n",
       "      <td>44109</td>\n",
       "      <td>38517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>3540</td>\n",
       "      <td>53620</td>\n",
       "      <td>6923</td>\n",
       "      <td>10455</td>\n",
       "      <td>11111</td>\n",
       "      <td>1614</td>\n",
       "      <td>1143</td>\n",
       "      <td>1793</td>\n",
       "      <td>43849</td>\n",
       "      <td>39292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Wind (TWh; substituted energy)  Oil (TWh; substituted energy)  \\\n",
       "Year                                                                  \n",
       "1800                               0                              0   \n",
       "1810                               0                              0   \n",
       "1820                               0                              0   \n",
       "1830                               0                              0   \n",
       "1840                               0                              0   \n",
       "...                              ...                            ...   \n",
       "2015                            2104                          50892   \n",
       "2016                            2424                          51920   \n",
       "2017                            2852                          52568   \n",
       "2018                            3157                          53181   \n",
       "2019                            3540                          53620   \n",
       "\n",
       "      Nuclear (TWh; substituted energy)  Hydropower (TWh; substituted energy)  \\\n",
       "Year                                                                            \n",
       "1800                                  0                                     0   \n",
       "1810                                  0                                     0   \n",
       "1820                                  0                                     0   \n",
       "1830                                  0                                     0   \n",
       "1840                                  0                                     0   \n",
       "...                                 ...                                   ...   \n",
       "2015                               6516                                  9827   \n",
       "2016                               6576                                 10092   \n",
       "2017                               6596                                 10165   \n",
       "2018                               6711                                 10368   \n",
       "2019                               6923                                 10455   \n",
       "\n",
       "      Traditional bimass (TWh; substituted energy)  \\\n",
       "Year                                                 \n",
       "1800                                          5556   \n",
       "1810                                          5833   \n",
       "1820                                          6111   \n",
       "1830                                          6389   \n",
       "1840                                          6944   \n",
       "...                                            ...   \n",
       "2015                                         11111   \n",
       "2016                                         11111   \n",
       "2017                                         11111   \n",
       "2018                                         11111   \n",
       "2019                                         11111   \n",
       "\n",
       "      Other renewables (TWh; substituted energy)  \\\n",
       "Year                                               \n",
       "1800                                           0   \n",
       "1810                                           0   \n",
       "1820                                           0   \n",
       "1830                                           0   \n",
       "1840                                           0   \n",
       "...                                          ...   \n",
       "2015                                        1362   \n",
       "2016                                        1378   \n",
       "2017                                        1457   \n",
       "2018                                        1529   \n",
       "2019                                        1614   \n",
       "\n",
       "      Biofuels (TWh; substituted energy)  Solar (TWh; substituted energy)  \\\n",
       "Year                                                                        \n",
       "1800                                   0                                0   \n",
       "1810                                   0                                0   \n",
       "1820                                   0                                0   \n",
       "1830                                   0                                0   \n",
       "1840                                   0                                0   \n",
       "...                                  ...                              ...   \n",
       "2015                                 937                              650   \n",
       "2016                                 970                              825   \n",
       "2017                                1012                             1117   \n",
       "2018                                1109                             1448   \n",
       "2019                                1143                             1793   \n",
       "\n",
       "      Coal (TWh; substituted energy)  Gas (TWh; substituted energy)  \n",
       "Year                                                                 \n",
       "1800                              97                              0  \n",
       "1810                             128                              0  \n",
       "1820                             153                              0  \n",
       "1830                             264                              0  \n",
       "1840                             356                              0  \n",
       "...                              ...                            ...  \n",
       "2015                           43844                          34781  \n",
       "2016                           43196                          35589  \n",
       "2017                           43360                          36586  \n",
       "2018                           44109                          38517  \n",
       "2019                           43849                          39292  \n",
       "\n",
       "[72 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.set_index(\"Year\",inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Wind (TWh; substituted energy)', 'Oil (TWh; substituted energy)',\n",
       "       'Nuclear (TWh; substituted energy)',\n",
       "       'Hydropower (TWh; substituted energy)',\n",
       "       'Traditional bimass (TWh; substituted energy)',\n",
       "       'Other renewables (TWh; substituted energy)',\n",
       "       'Biofuels (TWh; substituted energy)', 'Solar (TWh; substituted energy)',\n",
       "       'Coal (TWh; substituted energy)', 'Gas (TWh; substituted energy)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Wind'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns[0].split(\" \")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Wind',\n",
       " 'Oil',\n",
       " 'Nuclear',\n",
       " 'Hydropower',\n",
       " 'Traditional',\n",
       " 'Other',\n",
       " 'Biofuels',\n",
       " 'Solar',\n",
       " 'Coal',\n",
       " 'Gas']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_columns=[]\n",
    "for column in df.columns.tolist():\n",
    "    new_columns.append(column.split(\" \")[0])\n",
    "new_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Wind',\n",
       " 'Oil',\n",
       " 'Nuclear',\n",
       " 'Hydropower',\n",
       " 'Traditional biomass',\n",
       " 'Other',\n",
       " 'Biofuels',\n",
       " 'Solar',\n",
       " 'Coal',\n",
       " 'Gas']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_columns[4] = \"Traditional biomass\"\n",
    "new_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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",
       "        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>Wind</th>\n",
       "      <th>Oil</th>\n",
       "      <th>Nuclear</th>\n",
       "      <th>Hydropower</th>\n",
       "      <th>Traditional biomass</th>\n",
       "      <th>Other</th>\n",
       "      <th>Biofuels</th>\n",
       "      <th>Solar</th>\n",
       "      <th>Coal</th>\n",
       "      <th>Gas</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</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>1800</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5556</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5833</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>264</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6944</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>2104</td>\n",
       "      <td>50892</td>\n",
       "      <td>6516</td>\n",
       "      <td>9827</td>\n",
       "      <td>11111</td>\n",
       "      <td>1362</td>\n",
       "      <td>937</td>\n",
       "      <td>650</td>\n",
       "      <td>43844</td>\n",
       "      <td>34781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>2424</td>\n",
       "      <td>51920</td>\n",
       "      <td>6576</td>\n",
       "      <td>10092</td>\n",
       "      <td>11111</td>\n",
       "      <td>1378</td>\n",
       "      <td>970</td>\n",
       "      <td>825</td>\n",
       "      <td>43196</td>\n",
       "      <td>35589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>2852</td>\n",
       "      <td>52568</td>\n",
       "      <td>6596</td>\n",
       "      <td>10165</td>\n",
       "      <td>11111</td>\n",
       "      <td>1457</td>\n",
       "      <td>1012</td>\n",
       "      <td>1117</td>\n",
       "      <td>43360</td>\n",
       "      <td>36586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>3157</td>\n",
       "      <td>53181</td>\n",
       "      <td>6711</td>\n",
       "      <td>10368</td>\n",
       "      <td>11111</td>\n",
       "      <td>1529</td>\n",
       "      <td>1109</td>\n",
       "      <td>1448</td>\n",
       "      <td>44109</td>\n",
       "      <td>38517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>3540</td>\n",
       "      <td>53620</td>\n",
       "      <td>6923</td>\n",
       "      <td>10455</td>\n",
       "      <td>11111</td>\n",
       "      <td>1614</td>\n",
       "      <td>1143</td>\n",
       "      <td>1793</td>\n",
       "      <td>43849</td>\n",
       "      <td>39292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Wind    Oil  Nuclear  Hydropower  Traditional biomass  Other  Biofuels  \\\n",
       "Year                                                                           \n",
       "1800     0      0        0           0                 5556      0         0   \n",
       "1810     0      0        0           0                 5833      0         0   \n",
       "1820     0      0        0           0                 6111      0         0   \n",
       "1830     0      0        0           0                 6389      0         0   \n",
       "1840     0      0        0           0                 6944      0         0   \n",
       "...    ...    ...      ...         ...                  ...    ...       ...   \n",
       "2015  2104  50892     6516        9827                11111   1362       937   \n",
       "2016  2424  51920     6576       10092                11111   1378       970   \n",
       "2017  2852  52568     6596       10165                11111   1457      1012   \n",
       "2018  3157  53181     6711       10368                11111   1529      1109   \n",
       "2019  3540  53620     6923       10455                11111   1614      1143   \n",
       "\n",
       "      Solar   Coal    Gas  \n",
       "Year                       \n",
       "1800      0     97      0  \n",
       "1810      0    128      0  \n",
       "1820      0    153      0  \n",
       "1830      0    264      0  \n",
       "1840      0    356      0  \n",
       "...     ...    ...    ...  \n",
       "2015    650  43844  34781  \n",
       "2016    825  43196  35589  \n",
       "2017   1117  43360  36586  \n",
       "2018   1448  44109  38517  \n",
       "2019   1793  43849  39292  \n",
       "\n",
       "[72 rows x 10 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns=new_columns\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.145409517070582"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Compare energy consumption between 1900 and 1800\n",
    "df.loc[1900].sum()/df.loc[1800].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.065385883905012"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Compare energy consumption between 1900 and 2000\n",
    "df.loc[2000].sum()/df.loc[1900].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.419970017940085"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Compare energy consumption between 2000 and 2019\n",
    "df.loc[2019].sum()/df.loc[2000].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.788975424022153"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Share of aggregate coal, oil and gas consumption in 2019\n",
    "df.loc[2019][[\"Coal\",\"Oil\",\"Gas\"]].sum()/df.loc[2019].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors=[\"limegreen\",\"gray\",\"red\",\"blue\",\"purple\",\"orange\",\"green\",\"yellow\",\"black\",\"steelblue\"]\n",
    "plt.rcParams[\"font.size\"] = 20\n",
    "\n",
    "fig,ax=plt.subplots(figsize=(18,12))\n",
    "ax=df.plot(kind=\"area\",stacked=True,ax=ax,\n",
    "       color=colors)\n",
    "ax.set_ylabel(\"TWh\")\n",
    "ax.set_title(\"Global Energy Consumption from 1800 to 2019 \\nSource: BP Statistical Review of World Energy 2021\",\n",
    "            fontdict={\"weight\":\"bold\", \"size\":25})\n",
    "ax.legend(bbox_to_anchor=(1,1))\n",
    "\n",
    "#Create a plot for zooming in\n",
    "#left, bottom, width, height\n",
    "ax_new=fig.add_axes([0.4, 0.5,0.3,0.3])\n",
    "ax_new=df.loc[1990:].plot(kind=\"area\",stacked=True,ax=ax_new, color=colors)\n",
    "ax_new.set_ylabel(\"TWh\")\n",
    "ax_new.set_title(\"1990 to 2019\")\n",
    "ax_new.legend(\"\", frameon=False)\n",
    "\n",
    "#Add connecting lines between two subplots\n",
    "ax.indicate_inset_zoom(ax_new, edgecolor=\"black\", linewidth=4)\n",
    "\n",
    "#plt.tight_layout()\n",
    "plt.savefig(\"plots/Historical global energy consumption.jpeg\",\n",
    "            dpi=300,\n",
    "           bbox_inches = \"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}