loc_and_iloc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('cars.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YEAR</th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013</td>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YEAR        Make           Model        Size  (kW) Unnamed: 5 TYPE  \\\n",
       "0  2012  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "1  2012      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "2  2013        FORD  FOCUS ELECTRIC     COMPACT   107         A1    B   \n",
       "3  2013  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "4  2013      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "\n",
       "   CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  \\\n",
       "0               16.9              21.4               18.7               1.9   \n",
       "1               19.3              23.0               21.1               2.2   \n",
       "2               19.0              21.1               20.0               2.1   \n",
       "3               16.9              21.4               18.7               1.9   \n",
       "4               19.3              23.0               21.1               2.2   \n",
       "\n",
       "   HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "0              2.4               2.1       0     NaN   100         7  \n",
       "1              2.6               2.4       0     NaN   117         7  \n",
       "2              2.4               2.2       0     NaN   122         4  \n",
       "3              2.4               2.1       0     NaN   100         7  \n",
       "4              2.6               2.4       0     NaN   117         7  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "YEAR                       2013\n",
       "Make                 MITSUBISHI\n",
       "Model                    i-MiEV\n",
       "Size                 SUBCOMPACT\n",
       "(kW)                         49\n",
       "Unnamed: 5                   A1\n",
       "TYPE                          B\n",
       "CITY (kWh/100 km)          16.9\n",
       "HWY (kWh/100 km)           21.4\n",
       "COMB (kWh/100 km)          18.7\n",
       "CITY (Le/100 km)            1.9\n",
       "HWY (Le/100 km)             2.4\n",
       "COMB (Le/100 km)            2.1\n",
       "(g/km)                        0\n",
       "RATING                      NaN\n",
       "(km)                        100\n",
       "TIME (h)                      7\n",
       "Name: 3, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                              i-MiEV\n",
       "1                                LEAF\n",
       "2                      FOCUS ELECTRIC\n",
       "3                              i-MiEV\n",
       "4                                LEAF\n",
       "5     FORTWO ELECTRIC DRIVE CABRIOLET\n",
       "6         FORTWO ELECTRIC DRIVE COUPE\n",
       "7            MODEL S (40 kWh battery)\n",
       "8            MODEL S (60 kWh battery)\n",
       "9            MODEL S (85 kWh battery)\n",
       "10                MODEL S PERFORMANCE\n",
       "11                           SPARK EV\n",
       "12                     FOCUS ELECTRIC\n",
       "13                             i-MiEV\n",
       "14                               LEAF\n",
       "15    FORTWO ELECTRIC DRIVE CABRIOLET\n",
       "16        FORTWO ELECTRIC DRIVE COUPE\n",
       "17           MODEL S (60 kWh battery)\n",
       "18           MODEL S (85 kWh battery)\n",
       "19                MODEL S PERFORMANCE\n",
       "20                                 i3\n",
       "21                           SPARK EV\n",
       "22                     FOCUS ELECTRIC\n",
       "23                            SOUL EV\n",
       "24                             i-MiEV\n",
       "25                               LEAF\n",
       "26    FORTWO ELECTRIC DRIVE CABRIOLET\n",
       "27        FORTWO ELECTRIC DRIVE COUPE\n",
       "28           MODEL S (60 kWh battery)\n",
       "29           MODEL S (70 kWh battery)\n",
       "30        MODEL S (85/90 kWh battery)\n",
       "31                        MODEL S 70D\n",
       "32                    MODEL S 85D/90D\n",
       "33                  MODEL S P85D/P90D\n",
       "34                                 i3\n",
       "35                           SPARK EV\n",
       "36                     FOCUS ELECTRIC\n",
       "37                            SOUL EV\n",
       "38                             i-MiEV\n",
       "39              LEAF (24 kWh battery)\n",
       "40              LEAF (30 kWh battery)\n",
       "41    FORTWO ELECTRIC DRIVE CABRIOLET\n",
       "42        FORTWO ELECTRIC DRIVE COUPE\n",
       "43           MODEL S (60 kWh battery)\n",
       "44           MODEL S (70 kWh battery)\n",
       "45        MODEL S (85/90 kWh battery)\n",
       "46                        MODEL S 70D\n",
       "47                    MODEL S 85D/90D\n",
       "48              MODEL S 90D (Refresh)\n",
       "49                  MODEL S P85D/P90D\n",
       "50             MODEL S P90D (Refresh)\n",
       "51                        MODEL X 90D\n",
       "52                       MODEL X P90D\n",
       "Name: Model, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YEAR</th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2013</td>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2014</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2014</td>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2014</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2014</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    YEAR        Make                Model        Size  (kW) Unnamed: 5 TYPE  \\\n",
       "10  2013       TESLA  MODEL S PERFORMANCE   FULL-SIZE   310         A1    B   \n",
       "11  2014   CHEVROLET             SPARK EV  SUBCOMPACT   104         A1    B   \n",
       "12  2014        FORD       FOCUS ELECTRIC     COMPACT   107         A1    B   \n",
       "13  2014  MITSUBISHI               i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "14  2014      NISSAN                 LEAF    MID-SIZE    80         A1    B   \n",
       "\n",
       "    CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  \\\n",
       "10               23.9              23.2               23.6               2.7   \n",
       "11               16.0              19.6               17.8               1.8   \n",
       "12               19.0              21.1               20.0               2.1   \n",
       "13               16.9              21.4               18.7               1.9   \n",
       "14               16.5              20.8               18.4               1.9   \n",
       "\n",
       "    HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "10              2.6               2.6       0     NaN   426        12  \n",
       "11              2.2               2.0       0     NaN   131         7  \n",
       "12              2.4               2.2       0     NaN   122         4  \n",
       "13              2.4               2.1       0     NaN   100         7  \n",
       "14              2.3               2.1       0     NaN   135         5  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[10:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "          Size  (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)\n",
       "10   FULL-SIZE   310         A1    B               23.9              23.2\n",
       "11  SUBCOMPACT   104         A1    B               16.0              19.6\n",
       "12     COMPACT   107         A1    B               19.0              21.1\n",
       "13  SUBCOMPACT    49         A1    B               16.9              21.4\n",
       "14    MID-SIZE    80         A1    B               16.5              20.8"
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     "execution_count": 16,
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       "    YEAR    Make                        Model        Size  (kW) Unnamed: 5  \\\n",
       "2   2013    FORD               FOCUS ELECTRIC     COMPACT   107         A1   \n",
       "6   2013   SMART  FORTWO ELECTRIC DRIVE COUPE  TWO-SEATER    35         A1   \n",
       "10  2013   TESLA          MODEL S PERFORMANCE   FULL-SIZE   310         A1   \n",
       "25  2015  NISSAN                         LEAF    MID-SIZE    80         A1   \n",
       "28  2015   TESLA     MODEL S (60 kWh battery)   FULL-SIZE   283         A1   \n",
       "33  2015   TESLA            MODEL S P85D/P90D   FULL-SIZE   515         A1   \n",
       "\n",
       "   TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "2     B               19.0              21.1               20.0   \n",
       "6     B               17.2              22.5               19.6   \n",
       "10    B               23.9              23.2               23.6   \n",
       "25    B               16.5              20.8               18.4   \n",
       "28    B               22.2              21.7               21.9   \n",
       "33    B               23.4              21.5               22.5   \n",
       "\n",
       "    CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  (km)  \\\n",
       "2                2.1              2.4               2.2       0     NaN   122   \n",
       "6                1.9              2.5               2.2       0     NaN   109   \n",
       "10               2.7              2.6               2.6       0     NaN   426   \n",
       "25               1.9              2.3               2.1       0     NaN   135   \n",
       "28               2.5              2.4               2.5       0     NaN   335   \n",
       "33               2.6              2.4               2.5       0     NaN   407   \n",
       "\n",
       "    TIME (h)  \n",
       "2          4  \n",
       "6          8  \n",
       "10        12  \n",
       "25         5  \n",
       "28        10  \n",
       "33        12  "
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       "    YEAR    Make TYPE  CITY (Le/100 km)\n",
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       "33  2015   TESLA    B               2.6"
      ]
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       "      Make                        Model        Size  (kW) Unnamed: 5\n",
       "2     FORD               FOCUS ELECTRIC     COMPACT   107         A1\n",
       "6    SMART  FORTWO ELECTRIC DRIVE COUPE  TWO-SEATER    35         A1\n",
       "10   TESLA          MODEL S PERFORMANCE   FULL-SIZE   310         A1\n",
       "25  NISSAN                         LEAF    MID-SIZE    80         A1\n",
       "28   TESLA     MODEL S (60 kWh battery)   FULL-SIZE   283         A1\n",
       "33   TESLA            MODEL S P85D/P90D   FULL-SIZE   515         A1"
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       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YEAR        Make                            Model        Size  (kW)  \\\n",
       "0  2012  MITSUBISHI                           i-MiEV  SUBCOMPACT    49   \n",
       "1  2012      NISSAN                             LEAF    MID-SIZE    80   \n",
       "2  2013        FORD                   FOCUS ELECTRIC     COMPACT   107   \n",
       "3  2013  MITSUBISHI                           i-MiEV  SUBCOMPACT    49   \n",
       "4  2013      NISSAN                             LEAF    MID-SIZE    80   \n",
       "5  2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET  TWO-SEATER    35   \n",
       "\n",
       "  Unnamed: 5 TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "0         A1    B               16.9              21.4               18.7   \n",
       "1         A1    B               19.3              23.0               21.1   \n",
       "2         A1    B               19.0              21.1               20.0   \n",
       "3         A1    B               16.9              21.4               18.7   \n",
       "4         A1    B               19.3              23.0               21.1   \n",
       "5         A1    B               17.2              22.5               19.6   \n",
       "\n",
       "   CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  (km)  \\\n",
       "0               1.9              2.4               2.1       0     NaN   100   \n",
       "1               2.2              2.6               2.4       0     NaN   117   \n",
       "2               2.1              2.4               2.2       0     NaN   122   \n",
       "3               1.9              2.4               2.1       0     NaN   100   \n",
       "4               2.2              2.6               2.4       0     NaN   117   \n",
       "5               1.9              2.5               2.2       0     NaN   109   \n",
       "\n",
       "   TIME (h)  \n",
       "0         7  \n",
       "1         7  \n",
       "2         4  \n",
       "3         7  \n",
       "4         7  \n",
       "5         8  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>FORD</td>\n",
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       "      <td>COMPACT</td>\n",
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       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
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       "      <th>4</th>\n",
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      "text/plain": [
       "   YEAR        Make           Model        Size  (kW) Unnamed: 5 TYPE  \\\n",
       "0  2012  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "1  2012      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "2  2013        FORD  FOCUS ELECTRIC     COMPACT   107         A1    B   \n",
       "3  2013  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "4  2013      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "\n",
       "   CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  \\\n",
       "0               16.9              21.4               18.7               1.9   \n",
       "1               19.3              23.0               21.1               2.2   \n",
       "2               19.0              21.1               20.0               2.1   \n",
       "3               16.9              21.4               18.7               1.9   \n",
       "4               19.3              23.0               21.1               2.2   \n",
       "\n",
       "   HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "0              2.4               2.1       0     NaN   100         7  \n",
       "1              2.6               2.4       0     NaN   117         7  \n",
       "2              2.4               2.2       0     NaN   122         4  \n",
       "3              2.4               2.1       0     NaN   100         7  \n",
       "4              2.6               2.4       0     NaN   117         7  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('YEAR')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "            Make           Model        Size  (kW) Unnamed: 5 TYPE  \\\n",
       "YEAR                                                                 \n",
       "2012  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "2012      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "2013        FORD  FOCUS ELECTRIC     COMPACT   107         A1    B   \n",
       "2013  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "2013      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "\n",
       "      CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "YEAR                                                           \n",
       "2012               16.9              21.4               18.7   \n",
       "2012               19.3              23.0               21.1   \n",
       "2013               19.0              21.1               20.0   \n",
       "2013               16.9              21.4               18.7   \n",
       "2013               19.3              23.0               21.1   \n",
       "\n",
       "      CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  \\\n",
       "YEAR                                                                        \n",
       "2012               1.9              2.4               2.1       0     NaN   \n",
       "2012               2.2              2.6               2.4       0     NaN   \n",
       "2013               2.1              2.4               2.2       0     NaN   \n",
       "2013               1.9              2.4               2.1       0     NaN   \n",
       "2013               2.2              2.6               2.4       0     NaN   \n",
       "\n",
       "      (km)  TIME (h)  \n",
       "YEAR                  \n",
       "2012   100         7  \n",
       "2012   117         7  \n",
       "2013   122         4  \n",
       "2013   100         7  \n",
       "2013   117         7  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
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  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
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       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.4</td>\n",
       "      <td>21.9</td>\n",
       "      <td>22.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Make                            Model        Size  (kW)  \\\n",
       "YEAR                                                                  \n",
       "2013        FORD                   FOCUS ELECTRIC     COMPACT   107   \n",
       "2013  MITSUBISHI                           i-MiEV  SUBCOMPACT    49   \n",
       "2013      NISSAN                             LEAF    MID-SIZE    80   \n",
       "2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET  TWO-SEATER    35   \n",
       "2013       SMART      FORTWO ELECTRIC DRIVE COUPE  TWO-SEATER    35   \n",
       "2013       TESLA         MODEL S (40 kWh battery)   FULL-SIZE   270   \n",
       "2013       TESLA         MODEL S (60 kWh battery)   FULL-SIZE   270   \n",
       "2013       TESLA         MODEL S (85 kWh battery)   FULL-SIZE   270   \n",
       "2013       TESLA              MODEL S PERFORMANCE   FULL-SIZE   310   \n",
       "\n",
       "     Unnamed: 5 TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2013         A1    B               19.0              21.1               20.0   \n",
       "2013         A1    B               16.9              21.4               18.7   \n",
       "2013         A1    B               19.3              23.0               21.1   \n",
       "2013         A1    B               17.2              22.5               19.6   \n",
       "2013         A1    B               17.2              22.5               19.6   \n",
       "2013         A1    B               22.4              21.9               22.2   \n",
       "2013         A1    B               22.2              21.7               21.9   \n",
       "2013         A1    B               23.8              23.2               23.6   \n",
       "2013         A1    B               23.9              23.2               23.6   \n",
       "\n",
       "      CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  \\\n",
       "YEAR                                                                        \n",
       "2013               2.1              2.4               2.2       0     NaN   \n",
       "2013               1.9              2.4               2.1       0     NaN   \n",
       "2013               2.2              2.6               2.4       0     NaN   \n",
       "2013               1.9              2.5               2.2       0     NaN   \n",
       "2013               1.9              2.5               2.2       0     NaN   \n",
       "2013               2.5              2.5               2.5       0     NaN   \n",
       "2013               2.5              2.4               2.5       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "\n",
       "      (km)  TIME (h)  \n",
       "YEAR                  \n",
       "2013   122         4  \n",
       "2013   100         7  \n",
       "2013   117         7  \n",
       "2013   109         8  \n",
       "2013   109         8  \n",
       "2013   224         6  \n",
       "2013   335        10  \n",
       "2013   426        12  \n",
       "2013   426        12  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[2013]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</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",
       "      <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>2012</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.4</td>\n",
       "      <td>21.9</td>\n",
       "      <td>22.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>BMW</td>\n",
       "      <td>i3</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>125</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>15.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>130</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>131</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>KIA</td>\n",
       "      <td>SOUL EV</td>\n",
       "      <td>STATION WAGON - SMALL</td>\n",
       "      <td>81</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>19.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (24 kWh battery)</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (30 kWh battery)</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.7</td>\n",
       "      <td>18.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>172</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>473</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.2</td>\n",
       "      <td>22.2</td>\n",
       "      <td>22.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>414</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>23.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>402</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Make                            Model                   Size  \\\n",
       "YEAR                                                                       \n",
       "2012  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2012      NISSAN                             LEAF               MID-SIZE   \n",
       "2013        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2013  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2013      NISSAN                             LEAF               MID-SIZE   \n",
       "2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2013       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2013       TESLA         MODEL S (40 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA         MODEL S (85 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA              MODEL S PERFORMANCE              FULL-SIZE   \n",
       "2016         BMW                               i3             SUBCOMPACT   \n",
       "2016   CHEVROLET                         SPARK EV             SUBCOMPACT   \n",
       "2016        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2016         KIA                          SOUL EV  STATION WAGON - SMALL   \n",
       "2016  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2016      NISSAN            LEAF (24 kWh battery)               MID-SIZE   \n",
       "2016      NISSAN            LEAF (30 kWh battery)               MID-SIZE   \n",
       "2016       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2016       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2016       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA         MODEL S (70 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA      MODEL S (85/90 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA                      MODEL S 70D              FULL-SIZE   \n",
       "2016       TESLA                  MODEL S 85D/90D              FULL-SIZE   \n",
       "2016       TESLA            MODEL S 90D (Refresh)              FULL-SIZE   \n",
       "2016       TESLA                MODEL S P85D/P90D              FULL-SIZE   \n",
       "2016       TESLA           MODEL S P90D (Refresh)              FULL-SIZE   \n",
       "2016       TESLA                      MODEL X 90D         SUV - STANDARD   \n",
       "2016       TESLA                     MODEL X P90D         SUV - STANDARD   \n",
       "\n",
       "      (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  \\\n",
       "YEAR                                                              \n",
       "2012    49         A1    B               16.9              21.4   \n",
       "2012    80         A1    B               19.3              23.0   \n",
       "2013   107         A1    B               19.0              21.1   \n",
       "2013    49         A1    B               16.9              21.4   \n",
       "2013    80         A1    B               19.3              23.0   \n",
       "2013    35         A1    B               17.2              22.5   \n",
       "2013    35         A1    B               17.2              22.5   \n",
       "2013   270         A1    B               22.4              21.9   \n",
       "2013   270         A1    B               22.2              21.7   \n",
       "2013   270         A1    B               23.8              23.2   \n",
       "2013   310         A1    B               23.9              23.2   \n",
       "2016   125         A1    B               15.2              18.8   \n",
       "2016   104         A1    B               16.0              19.6   \n",
       "2016   107         A1    B               19.0              21.1   \n",
       "2016    81         A1    B               17.5              22.7   \n",
       "2016    49         A1    B               16.9              21.4   \n",
       "2016    80         A1    B               16.5              20.8   \n",
       "2016    80         A1    B               17.0              20.7   \n",
       "2016    35         A1    B               17.2              22.5   \n",
       "2016    35         A1    B               17.2              22.5   \n",
       "2016   283         A1    B               22.2              21.7   \n",
       "2016   283         A1    B               23.8              23.2   \n",
       "2016   283         A1    B               23.8              23.2   \n",
       "2016   386         A1    B               20.8              20.6   \n",
       "2016   386         A1    B               22.0              19.8   \n",
       "2016   386         A1    B               20.8              19.7   \n",
       "2016   568         A1    B               23.4              21.5   \n",
       "2016   568         A1    B               22.9              21.0   \n",
       "2016   386         A1    B               23.2              22.2   \n",
       "2016   568         A1    B               23.6              23.3   \n",
       "\n",
       "      COMB (kWh/100 km)  CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2012               18.7               1.9              2.4               2.1   \n",
       "2012               21.1               2.2              2.6               2.4   \n",
       "2013               20.0               2.1              2.4               2.2   \n",
       "2013               18.7               1.9              2.4               2.1   \n",
       "2013               21.1               2.2              2.6               2.4   \n",
       "2013               19.6               1.9              2.5               2.2   \n",
       "2013               19.6               1.9              2.5               2.2   \n",
       "2013               22.2               2.5              2.5               2.5   \n",
       "2013               21.9               2.5              2.4               2.5   \n",
       "2013               23.6               2.7              2.6               2.6   \n",
       "2013               23.6               2.7              2.6               2.6   \n",
       "2016               16.8               1.7              2.1               1.9   \n",
       "2016               17.8               1.8              2.2               2.0   \n",
       "2016               20.0               2.1              2.4               2.2   \n",
       "2016               19.9               2.0              2.6               2.2   \n",
       "2016               18.7               1.9              2.4               2.1   \n",
       "2016               18.4               1.9              2.3               2.1   \n",
       "2016               18.6               1.9              2.3               2.1   \n",
       "2016               19.6               1.9              2.5               2.2   \n",
       "2016               19.6               1.9              2.5               2.2   \n",
       "2016               21.9               2.5              2.4               2.5   \n",
       "2016               23.6               2.7              2.6               2.6   \n",
       "2016               23.6               2.7              2.6               2.6   \n",
       "2016               20.7               2.3              2.3               2.3   \n",
       "2016               21.0               2.5              2.2               2.4   \n",
       "2016               20.3               2.3              2.2               2.3   \n",
       "2016               22.5               2.6              2.4               2.5   \n",
       "2016               22.1               2.6              2.4               2.5   \n",
       "2016               22.7               2.6              2.5               2.6   \n",
       "2016               23.5               2.7              2.6               2.6   \n",
       "\n",
       "      (g/km)  RATING  (km)  TIME (h)  \n",
       "YEAR                                  \n",
       "2012       0     NaN   100         7  \n",
       "2012       0     NaN   117         7  \n",
       "2013       0     NaN   122         4  \n",
       "2013       0     NaN   100         7  \n",
       "2013       0     NaN   117         7  \n",
       "2013       0     NaN   109         8  \n",
       "2013       0     NaN   109         8  \n",
       "2013       0     NaN   224         6  \n",
       "2013       0     NaN   335        10  \n",
       "2013       0     NaN   426        12  \n",
       "2013       0     NaN   426        12  \n",
       "2016       0    10.0   130         4  \n",
       "2016       0    10.0   131         7  \n",
       "2016       0    10.0   122         4  \n",
       "2016       0    10.0   149         4  \n",
       "2016       0    10.0   100         7  \n",
       "2016       0    10.0   135         5  \n",
       "2016       0    10.0   172         6  \n",
       "2016       0    10.0   109         8  \n",
       "2016       0    10.0   109         8  \n",
       "2016       0    10.0   335        10  \n",
       "2016       0    10.0   377        12  \n",
       "2016       0    10.0   426        12  \n",
       "2016       0    10.0   386        12  \n",
       "2016       0    10.0   435        12  \n",
       "2016       0    10.0   473        12  \n",
       "2016       0    10.0   407        12  \n",
       "2016       0    10.0   435        12  \n",
       "2016       0    10.0   414        12  \n",
       "2016       0    10.0   402        12  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[[2012, 2013, 2016]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</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",
       "      <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>2012</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.4</td>\n",
       "      <td>21.9</td>\n",
       "      <td>22.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>225</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>BMW</td>\n",
       "      <td>i3</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>125</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>15.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>KIA</td>\n",
       "      <td>SOUL EV</td>\n",
       "      <td>STATION WAGON - SMALL</td>\n",
       "      <td>81</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>19.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>515</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>BMW</td>\n",
       "      <td>i3</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>125</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>15.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>130</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>131</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>KIA</td>\n",
       "      <td>SOUL EV</td>\n",
       "      <td>STATION WAGON - SMALL</td>\n",
       "      <td>81</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.7</td>\n",
       "      <td>19.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (24 kWh battery)</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.5</td>\n",
       "      <td>20.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (30 kWh battery)</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.7</td>\n",
       "      <td>18.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>172</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>473</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.2</td>\n",
       "      <td>22.2</td>\n",
       "      <td>22.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>414</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>23.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>402</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Make                            Model                   Size  \\\n",
       "YEAR                                                                       \n",
       "2012  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2012      NISSAN                             LEAF               MID-SIZE   \n",
       "2013        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2013  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2013      NISSAN                             LEAF               MID-SIZE   \n",
       "2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2013       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2013       TESLA         MODEL S (40 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA         MODEL S (85 kWh battery)              FULL-SIZE   \n",
       "2013       TESLA              MODEL S PERFORMANCE              FULL-SIZE   \n",
       "2014   CHEVROLET                         SPARK EV             SUBCOMPACT   \n",
       "2014        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2014  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2014      NISSAN                             LEAF               MID-SIZE   \n",
       "2014       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2014       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2014       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2014       TESLA         MODEL S (85 kWh battery)              FULL-SIZE   \n",
       "2014       TESLA              MODEL S PERFORMANCE              FULL-SIZE   \n",
       "2015         BMW                               i3             SUBCOMPACT   \n",
       "2015   CHEVROLET                         SPARK EV             SUBCOMPACT   \n",
       "2015        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2015         KIA                          SOUL EV  STATION WAGON - SMALL   \n",
       "2015  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2015      NISSAN                             LEAF               MID-SIZE   \n",
       "2015       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2015       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2015       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2015       TESLA         MODEL S (70 kWh battery)              FULL-SIZE   \n",
       "2015       TESLA      MODEL S (85/90 kWh battery)              FULL-SIZE   \n",
       "2015       TESLA                      MODEL S 70D              FULL-SIZE   \n",
       "2015       TESLA                  MODEL S 85D/90D              FULL-SIZE   \n",
       "2015       TESLA                MODEL S P85D/P90D              FULL-SIZE   \n",
       "2016         BMW                               i3             SUBCOMPACT   \n",
       "2016   CHEVROLET                         SPARK EV             SUBCOMPACT   \n",
       "2016        FORD                   FOCUS ELECTRIC                COMPACT   \n",
       "2016         KIA                          SOUL EV  STATION WAGON - SMALL   \n",
       "2016  MITSUBISHI                           i-MiEV             SUBCOMPACT   \n",
       "2016      NISSAN            LEAF (24 kWh battery)               MID-SIZE   \n",
       "2016      NISSAN            LEAF (30 kWh battery)               MID-SIZE   \n",
       "2016       SMART  FORTWO ELECTRIC DRIVE CABRIOLET             TWO-SEATER   \n",
       "2016       SMART      FORTWO ELECTRIC DRIVE COUPE             TWO-SEATER   \n",
       "2016       TESLA         MODEL S (60 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA         MODEL S (70 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA      MODEL S (85/90 kWh battery)              FULL-SIZE   \n",
       "2016       TESLA                      MODEL S 70D              FULL-SIZE   \n",
       "2016       TESLA                  MODEL S 85D/90D              FULL-SIZE   \n",
       "2016       TESLA            MODEL S 90D (Refresh)              FULL-SIZE   \n",
       "2016       TESLA                MODEL S P85D/P90D              FULL-SIZE   \n",
       "2016       TESLA           MODEL S P90D (Refresh)              FULL-SIZE   \n",
       "2016       TESLA                      MODEL X 90D         SUV - STANDARD   \n",
       "2016       TESLA                     MODEL X P90D         SUV - STANDARD   \n",
       "\n",
       "      (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  \\\n",
       "YEAR                                                              \n",
       "2012    49         A1    B               16.9              21.4   \n",
       "2012    80         A1    B               19.3              23.0   \n",
       "2013   107         A1    B               19.0              21.1   \n",
       "2013    49         A1    B               16.9              21.4   \n",
       "2013    80         A1    B               19.3              23.0   \n",
       "2013    35         A1    B               17.2              22.5   \n",
       "2013    35         A1    B               17.2              22.5   \n",
       "2013   270         A1    B               22.4              21.9   \n",
       "2013   270         A1    B               22.2              21.7   \n",
       "2013   270         A1    B               23.8              23.2   \n",
       "2013   310         A1    B               23.9              23.2   \n",
       "2014   104         A1    B               16.0              19.6   \n",
       "2014   107         A1    B               19.0              21.1   \n",
       "2014    49         A1    B               16.9              21.4   \n",
       "2014    80         A1    B               16.5              20.8   \n",
       "2014    35         A1    B               17.2              22.5   \n",
       "2014    35         A1    B               17.2              22.5   \n",
       "2014   225         A1    B               22.2              21.7   \n",
       "2014   270         A1    B               23.8              23.2   \n",
       "2014   310         A1    B               23.9              23.2   \n",
       "2015   125         A1    B               15.2              18.8   \n",
       "2015   104         A1    B               16.0              19.6   \n",
       "2015   107         A1    B               19.0              21.1   \n",
       "2015    81         A1    B               17.5              22.7   \n",
       "2015    49         A1    B               16.9              21.4   \n",
       "2015    80         A1    B               16.5              20.8   \n",
       "2015    35         A1    B               17.2              22.5   \n",
       "2015    35         A1    B               17.2              22.5   \n",
       "2015   283         A1    B               22.2              21.7   \n",
       "2015   283         A1    B               23.8              23.2   \n",
       "2015   283         A1    B               23.8              23.2   \n",
       "2015   280         A1    B               20.8              20.6   \n",
       "2015   280         A1    B               22.0              19.8   \n",
       "2015   515         A1    B               23.4              21.5   \n",
       "2016   125         A1    B               15.2              18.8   \n",
       "2016   104         A1    B               16.0              19.6   \n",
       "2016   107         A1    B               19.0              21.1   \n",
       "2016    81         A1    B               17.5              22.7   \n",
       "2016    49         A1    B               16.9              21.4   \n",
       "2016    80         A1    B               16.5              20.8   \n",
       "2016    80         A1    B               17.0              20.7   \n",
       "2016    35         A1    B               17.2              22.5   \n",
       "2016    35         A1    B               17.2              22.5   \n",
       "2016   283         A1    B               22.2              21.7   \n",
       "2016   283         A1    B               23.8              23.2   \n",
       "2016   283         A1    B               23.8              23.2   \n",
       "2016   386         A1    B               20.8              20.6   \n",
       "2016   386         A1    B               22.0              19.8   \n",
       "2016   386         A1    B               20.8              19.7   \n",
       "2016   568         A1    B               23.4              21.5   \n",
       "2016   568         A1    B               22.9              21.0   \n",
       "2016   386         A1    B               23.2              22.2   \n",
       "2016   568         A1    B               23.6              23.3   \n",
       "\n",
       "      COMB (kWh/100 km)  CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2012               18.7               1.9              2.4               2.1   \n",
       "2012               21.1               2.2              2.6               2.4   \n",
       "2013               20.0               2.1              2.4               2.2   \n",
       "2013               18.7               1.9              2.4               2.1   \n",
       "2013               21.1               2.2              2.6               2.4   \n",
       "2013               19.6               1.9              2.5               2.2   \n",
       "2013               19.6               1.9              2.5               2.2   \n",
       "2013               22.2               2.5              2.5               2.5   \n",
       "2013               21.9               2.5              2.4               2.5   \n",
       "2013               23.6               2.7              2.6               2.6   \n",
       "2013               23.6               2.7              2.6               2.6   \n",
       "2014               17.8               1.8              2.2               2.0   \n",
       "2014               20.0               2.1              2.4               2.2   \n",
       "2014               18.7               1.9              2.4               2.1   \n",
       "2014               18.4               1.9              2.3               2.1   \n",
       "2014               19.6               1.9              2.5               2.2   \n",
       "2014               19.6               1.9              2.5               2.2   \n",
       "2014               21.9               2.5              2.4               2.5   \n",
       "2014               23.6               2.7              2.6               2.6   \n",
       "2014               23.6               2.7              2.6               2.6   \n",
       "2015               16.8               1.7              2.1               1.9   \n",
       "2015               17.8               1.8              2.2               2.0   \n",
       "2015               20.0               2.1              2.4               2.2   \n",
       "2015               19.9               2.0              2.6               2.2   \n",
       "2015               18.7               1.9              2.4               2.1   \n",
       "2015               18.4               1.9              2.3               2.1   \n",
       "2015               19.6               1.9              2.5               2.2   \n",
       "2015               19.6               1.9              2.5               2.2   \n",
       "2015               21.9               2.5              2.4               2.5   \n",
       "2015               23.6               2.7              2.6               2.6   \n",
       "2015               23.6               2.7              2.6               2.6   \n",
       "2015               20.7               2.3              2.3               2.3   \n",
       "2015               21.0               2.5              2.2               2.4   \n",
       "2015               22.5               2.6              2.4               2.5   \n",
       "2016               16.8               1.7              2.1               1.9   \n",
       "2016               17.8               1.8              2.2               2.0   \n",
       "2016               20.0               2.1              2.4               2.2   \n",
       "2016               19.9               2.0              2.6               2.2   \n",
       "2016               18.7               1.9              2.4               2.1   \n",
       "2016               18.4               1.9              2.3               2.1   \n",
       "2016               18.6               1.9              2.3               2.1   \n",
       "2016               19.6               1.9              2.5               2.2   \n",
       "2016               19.6               1.9              2.5               2.2   \n",
       "2016               21.9               2.5              2.4               2.5   \n",
       "2016               23.6               2.7              2.6               2.6   \n",
       "2016               23.6               2.7              2.6               2.6   \n",
       "2016               20.7               2.3              2.3               2.3   \n",
       "2016               21.0               2.5              2.2               2.4   \n",
       "2016               20.3               2.3              2.2               2.3   \n",
       "2016               22.5               2.6              2.4               2.5   \n",
       "2016               22.1               2.6              2.4               2.5   \n",
       "2016               22.7               2.6              2.5               2.6   \n",
       "2016               23.5               2.7              2.6               2.6   \n",
       "\n",
       "      (g/km)  RATING  (km)  TIME (h)  \n",
       "YEAR                                  \n",
       "2012       0     NaN   100         7  \n",
       "2012       0     NaN   117         7  \n",
       "2013       0     NaN   122         4  \n",
       "2013       0     NaN   100         7  \n",
       "2013       0     NaN   117         7  \n",
       "2013       0     NaN   109         8  \n",
       "2013       0     NaN   109         8  \n",
       "2013       0     NaN   224         6  \n",
       "2013       0     NaN   335        10  \n",
       "2013       0     NaN   426        12  \n",
       "2013       0     NaN   426        12  \n",
       "2014       0     NaN   131         7  \n",
       "2014       0     NaN   122         4  \n",
       "2014       0     NaN   100         7  \n",
       "2014       0     NaN   135         5  \n",
       "2014       0     NaN   109         8  \n",
       "2014       0     NaN   109         8  \n",
       "2014       0     NaN   335        10  \n",
       "2014       0     NaN   426        12  \n",
       "2014       0     NaN   426        12  \n",
       "2015       0     NaN   130         4  \n",
       "2015       0     NaN   131         7  \n",
       "2015       0     NaN   122         4  \n",
       "2015       0     NaN   149         4  \n",
       "2015       0     NaN   100         7  \n",
       "2015       0     NaN   135         5  \n",
       "2015       0     NaN   109         8  \n",
       "2015       0     NaN   109         8  \n",
       "2015       0     NaN   335        10  \n",
       "2015       0     NaN   377        12  \n",
       "2015       0     NaN   426        12  \n",
       "2015       0     NaN   386        12  \n",
       "2015       0     NaN   435        12  \n",
       "2015       0     NaN   407        12  \n",
       "2016       0    10.0   130         4  \n",
       "2016       0    10.0   131         7  \n",
       "2016       0    10.0   122         4  \n",
       "2016       0    10.0   149         4  \n",
       "2016       0    10.0   100         7  \n",
       "2016       0    10.0   135         5  \n",
       "2016       0    10.0   172         6  \n",
       "2016       0    10.0   109         8  \n",
       "2016       0    10.0   109         8  \n",
       "2016       0    10.0   335        10  \n",
       "2016       0    10.0   377        12  \n",
       "2016       0    10.0   426        12  \n",
       "2016       0    10.0   386        12  \n",
       "2016       0    10.0   435        12  \n",
       "2016       0    10.0   473        12  \n",
       "2016       0    10.0   407        12  \n",
       "2016       0    10.0   435        12  \n",
       "2016       0    10.0   414        12  \n",
       "2016       0    10.0   402        12  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[2012:2016]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
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       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
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       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
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       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
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       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "            Make                            Model        Size  (kW)\n",
       "YEAR                                                               \n",
       "2012  MITSUBISHI                           i-MiEV  SUBCOMPACT    49\n",
       "2012      NISSAN                             LEAF    MID-SIZE    80\n",
       "2013        FORD                   FOCUS ELECTRIC     COMPACT   107\n",
       "2013  MITSUBISHI                           i-MiEV  SUBCOMPACT    49\n",
       "2013      NISSAN                             LEAF    MID-SIZE    80\n",
       "2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET  TWO-SEATER    35\n",
       "2013       SMART      FORTWO ELECTRIC DRIVE COUPE  TWO-SEATER    35\n",
       "2013       TESLA         MODEL S (40 kWh battery)   FULL-SIZE   270\n",
       "2013       TESLA         MODEL S (60 kWh battery)   FULL-SIZE   270\n",
       "2013       TESLA         MODEL S (85 kWh battery)   FULL-SIZE   270\n",
       "2013       TESLA              MODEL S PERFORMANCE   FULL-SIZE   310\n",
       "2014   CHEVROLET                         SPARK EV  SUBCOMPACT   104\n",
       "2014        FORD                   FOCUS ELECTRIC     COMPACT   107\n",
       "2014  MITSUBISHI                           i-MiEV  SUBCOMPACT    49\n",
       "2014      NISSAN                             LEAF    MID-SIZE    80\n",
       "2014       SMART  FORTWO ELECTRIC DRIVE CABRIOLET  TWO-SEATER    35\n",
       "2014       SMART      FORTWO ELECTRIC DRIVE COUPE  TWO-SEATER    35\n",
       "2014       TESLA         MODEL S (60 kWh battery)   FULL-SIZE   225\n",
       "2014       TESLA         MODEL S (85 kWh battery)   FULL-SIZE   270\n",
       "2014       TESLA              MODEL S PERFORMANCE   FULL-SIZE   310"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[2012:2014, 'Make':'(kW)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2013</th>\n",
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       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>270</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>270</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>B</td>\n",
       "      <td>310</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>B</td>\n",
       "      <td>104</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>B</td>\n",
       "      <td>107</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>B</td>\n",
       "      <td>49</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>B</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>225</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>270</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>B</td>\n",
       "      <td>310</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Make                            Model TYPE  (kW)  (km)\n",
       "YEAR                                                              \n",
       "2012  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2012      NISSAN                             LEAF    B    80   117\n",
       "2013        FORD                   FOCUS ELECTRIC    B   107   122\n",
       "2013  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2013      NISSAN                             LEAF    B    80   117\n",
       "2013       SMART  FORTWO ELECTRIC DRIVE CABRIOLET    B    35   109\n",
       "2013       SMART      FORTWO ELECTRIC DRIVE COUPE    B    35   109\n",
       "2013       TESLA         MODEL S (40 kWh battery)    B   270   224\n",
       "2013       TESLA         MODEL S (60 kWh battery)    B   270   335\n",
       "2013       TESLA         MODEL S (85 kWh battery)    B   270   426\n",
       "2013       TESLA              MODEL S PERFORMANCE    B   310   426\n",
       "2014   CHEVROLET                         SPARK EV    B   104   131\n",
       "2014        FORD                   FOCUS ELECTRIC    B   107   122\n",
       "2014  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2014      NISSAN                             LEAF    B    80   135\n",
       "2014       SMART  FORTWO ELECTRIC DRIVE CABRIOLET    B    35   109\n",
       "2014       SMART      FORTWO ELECTRIC DRIVE COUPE    B    35   109\n",
       "2014       TESLA         MODEL S (60 kWh battery)    B   225   335\n",
       "2014       TESLA         MODEL S (85 kWh battery)    B   270   426\n",
       "2014       TESLA              MODEL S PERFORMANCE    B   310   426"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[2012:2014, ['Make', 'Model', 'TYPE', '(kW)', '(km)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>(km)</th>\n",
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       "    <tr>\n",
       "      <th>YEAR</th>\n",
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       "      <th></th>\n",
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       "      <td>MITSUBISHI</td>\n",
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       "      <td>49</td>\n",
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       "      <th>2012</th>\n",
       "      <td>NISSAN</td>\n",
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       "      <td>117</td>\n",
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       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>B</td>\n",
       "      <td>107</td>\n",
       "      <td>122</td>\n",
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       "    <tr>\n",
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       "      <th>2014</th>\n",
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       "      <td>B</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>225</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>270</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>B</td>\n",
       "      <td>310</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>BMW</td>\n",
       "      <td>i3</td>\n",
       "      <td>B</td>\n",
       "      <td>125</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SPARK EV</td>\n",
       "      <td>B</td>\n",
       "      <td>104</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>B</td>\n",
       "      <td>107</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>KIA</td>\n",
       "      <td>SOUL EV</td>\n",
       "      <td>B</td>\n",
       "      <td>81</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>B</td>\n",
       "      <td>49</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (24 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF (30 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>80</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>B</td>\n",
       "      <td>35</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>283</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>283</td>\n",
       "      <td>377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>B</td>\n",
       "      <td>283</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>B</td>\n",
       "      <td>386</td>\n",
       "      <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>B</td>\n",
       "      <td>386</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>B</td>\n",
       "      <td>386</td>\n",
       "      <td>473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>B</td>\n",
       "      <td>568</td>\n",
       "      <td>407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>B</td>\n",
       "      <td>568</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
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       "      <td>386</td>\n",
       "      <td>414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>B</td>\n",
       "      <td>568</td>\n",
       "      <td>402</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Make                            Model TYPE  (kW)  (km)\n",
       "YEAR                                                              \n",
       "2012  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2012      NISSAN                             LEAF    B    80   117\n",
       "2014   CHEVROLET                         SPARK EV    B   104   131\n",
       "2014        FORD                   FOCUS ELECTRIC    B   107   122\n",
       "2014  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2014      NISSAN                             LEAF    B    80   135\n",
       "2014       SMART  FORTWO ELECTRIC DRIVE CABRIOLET    B    35   109\n",
       "2014       SMART      FORTWO ELECTRIC DRIVE COUPE    B    35   109\n",
       "2014       TESLA         MODEL S (60 kWh battery)    B   225   335\n",
       "2014       TESLA         MODEL S (85 kWh battery)    B   270   426\n",
       "2014       TESLA              MODEL S PERFORMANCE    B   310   426\n",
       "2016         BMW                               i3    B   125   130\n",
       "2016   CHEVROLET                         SPARK EV    B   104   131\n",
       "2016        FORD                   FOCUS ELECTRIC    B   107   122\n",
       "2016         KIA                          SOUL EV    B    81   149\n",
       "2016  MITSUBISHI                           i-MiEV    B    49   100\n",
       "2016      NISSAN            LEAF (24 kWh battery)    B    80   135\n",
       "2016      NISSAN            LEAF (30 kWh battery)    B    80   172\n",
       "2016       SMART  FORTWO ELECTRIC DRIVE CABRIOLET    B    35   109\n",
       "2016       SMART      FORTWO ELECTRIC DRIVE COUPE    B    35   109\n",
       "2016       TESLA         MODEL S (60 kWh battery)    B   283   335\n",
       "2016       TESLA         MODEL S (70 kWh battery)    B   283   377\n",
       "2016       TESLA      MODEL S (85/90 kWh battery)    B   283   426\n",
       "2016       TESLA                      MODEL S 70D    B   386   386\n",
       "2016       TESLA                  MODEL S 85D/90D    B   386   435\n",
       "2016       TESLA            MODEL S 90D (Refresh)    B   386   473\n",
       "2016       TESLA                MODEL S P85D/P90D    B   568   407\n",
       "2016       TESLA           MODEL S P90D (Refresh)    B   568   435\n",
       "2016       TESLA                      MODEL X 90D    B   386   414\n",
       "2016       TESLA                     MODEL X P90D    B   568   402"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[[2012, 2014, 2016], ['Make', 'Model', 'TYPE', '(kW)', '(km)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Make</th>\n",
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       "      <th>Unnamed: 5</th>\n",
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       "      <th>(g/km)</th>\n",
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       "      <th>YEAR</th>\n",
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       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>FORD</td>\n",
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       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
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       "      <td>20.0</td>\n",
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       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>FORD</td>\n",
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       "      <td>107</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>FORD</td>\n",
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       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
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       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "      Make           Model     Size  (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2013  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2014  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2015  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2016  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "\n",
       "      HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  HWY (Le/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2013              21.1               20.0               2.1              2.4   \n",
       "2014              21.1               20.0               2.1              2.4   \n",
       "2015              21.1               20.0               2.1              2.4   \n",
       "2016              21.1               20.0               2.1              2.4   \n",
       "\n",
       "      COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "YEAR                                                    \n",
       "2013               2.2       0     NaN   122         4  \n",
       "2014               2.2       0     NaN   122         4  \n",
       "2015               2.2       0     NaN   122         4  \n",
       "2016               2.2       0    10.0   122         4  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Make']=='FORD']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "      Make           Model     Size  (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2013  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2014  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2015  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "2016  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B               19.0   \n",
       "\n",
       "      HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  HWY (Le/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2013              21.1               20.0               2.1              2.4   \n",
       "2014              21.1               20.0               2.1              2.4   \n",
       "2015              21.1               20.0               2.1              2.4   \n",
       "2016              21.1               20.0               2.1              2.4   \n",
       "\n",
       "      COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "YEAR                                                    \n",
       "2013               2.2       0     NaN   122         4  \n",
       "2014               2.2       0     NaN   122         4  \n",
       "2015               2.2       0     NaN   122         4  \n",
       "2016               2.2       0    10.0   122         4  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Make']=='FORD']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "      Make           Model     Size  (kW) Unnamed: 5 TYPE\n",
       "YEAR                                                     \n",
       "2013  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B\n",
       "2014  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B\n",
       "2015  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B\n",
       "2016  FORD  FOCUS ELECTRIC  COMPACT   107         A1    B"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Make']=='FORD', 'Make':'TYPE']"
   ]
  },
  {
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   "execution_count": 47,
   "metadata": {},
   "outputs": [
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       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>515</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>473</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.2</td>\n",
       "      <td>22.2</td>\n",
       "      <td>22.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>414</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>23.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>402</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Make                        Model            Size  (kW) Unnamed: 5  \\\n",
       "YEAR                                                                        \n",
       "2013  TESLA     MODEL S (40 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA     MODEL S (60 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA     MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA          MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2014  TESLA     MODEL S (60 kWh battery)       FULL-SIZE   225         A1   \n",
       "2014  TESLA     MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2014  TESLA          MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2015  TESLA     MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA     MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA  MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA                  MODEL S 70D       FULL-SIZE   280         A1   \n",
       "2015  TESLA              MODEL S 85D/90D       FULL-SIZE   280         A1   \n",
       "2015  TESLA            MODEL S P85D/P90D       FULL-SIZE   515         A1   \n",
       "2016  TESLA     MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA     MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA  MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA                  MODEL S 70D       FULL-SIZE   386         A1   \n",
       "2016  TESLA              MODEL S 85D/90D       FULL-SIZE   386         A1   \n",
       "2016  TESLA        MODEL S 90D (Refresh)       FULL-SIZE   386         A1   \n",
       "2016  TESLA            MODEL S P85D/P90D       FULL-SIZE   568         A1   \n",
       "2016  TESLA       MODEL S P90D (Refresh)       FULL-SIZE   568         A1   \n",
       "2016  TESLA                  MODEL X 90D  SUV - STANDARD   386         A1   \n",
       "2016  TESLA                 MODEL X P90D  SUV - STANDARD   568         A1   \n",
       "\n",
       "     TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "YEAR                                                                \n",
       "2013    B               22.4              21.9               22.2   \n",
       "2013    B               22.2              21.7               21.9   \n",
       "2013    B               23.8              23.2               23.6   \n",
       "2013    B               23.9              23.2               23.6   \n",
       "2014    B               22.2              21.7               21.9   \n",
       "2014    B               23.8              23.2               23.6   \n",
       "2014    B               23.9              23.2               23.6   \n",
       "2015    B               22.2              21.7               21.9   \n",
       "2015    B               23.8              23.2               23.6   \n",
       "2015    B               23.8              23.2               23.6   \n",
       "2015    B               20.8              20.6               20.7   \n",
       "2015    B               22.0              19.8               21.0   \n",
       "2015    B               23.4              21.5               22.5   \n",
       "2016    B               22.2              21.7               21.9   \n",
       "2016    B               23.8              23.2               23.6   \n",
       "2016    B               23.8              23.2               23.6   \n",
       "2016    B               20.8              20.6               20.7   \n",
       "2016    B               22.0              19.8               21.0   \n",
       "2016    B               20.8              19.7               20.3   \n",
       "2016    B               23.4              21.5               22.5   \n",
       "2016    B               22.9              21.0               22.1   \n",
       "2016    B               23.2              22.2               22.7   \n",
       "2016    B               23.6              23.3               23.5   \n",
       "\n",
       "      CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  \\\n",
       "YEAR                                                                        \n",
       "2013               2.5              2.5               2.5       0     NaN   \n",
       "2013               2.5              2.4               2.5       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "2014               2.5              2.4               2.5       0     NaN   \n",
       "2014               2.7              2.6               2.6       0     NaN   \n",
       "2014               2.7              2.6               2.6       0     NaN   \n",
       "2015               2.5              2.4               2.5       0     NaN   \n",
       "2015               2.7              2.6               2.6       0     NaN   \n",
       "2015               2.7              2.6               2.6       0     NaN   \n",
       "2015               2.3              2.3               2.3       0     NaN   \n",
       "2015               2.5              2.2               2.4       0     NaN   \n",
       "2015               2.6              2.4               2.5       0     NaN   \n",
       "2016               2.5              2.4               2.5       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "2016               2.3              2.3               2.3       0    10.0   \n",
       "2016               2.5              2.2               2.4       0    10.0   \n",
       "2016               2.3              2.2               2.3       0    10.0   \n",
       "2016               2.6              2.4               2.5       0    10.0   \n",
       "2016               2.6              2.4               2.5       0    10.0   \n",
       "2016               2.6              2.5               2.6       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "\n",
       "      (km)  TIME (h)  \n",
       "YEAR                  \n",
       "2013   224         6  \n",
       "2013   335        10  \n",
       "2013   426        12  \n",
       "2013   426        12  \n",
       "2014   335        10  \n",
       "2014   426        12  \n",
       "2014   426        12  \n",
       "2015   335        10  \n",
       "2015   377        12  \n",
       "2015   426        12  \n",
       "2015   386        12  \n",
       "2015   435        12  \n",
       "2015   407        12  \n",
       "2016   335        10  \n",
       "2016   377        12  \n",
       "2016   426        12  \n",
       "2016   386        12  \n",
       "2016   435        12  \n",
       "2016   473        12  \n",
       "2016   407        12  \n",
       "2016   435        12  \n",
       "2016   414        12  \n",
       "2016   402        12  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Make']=='TESLA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</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",
       "      <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>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Make        Model       Size  (kW) Unnamed: 5 TYPE  CITY (kWh/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2015  TESLA  MODEL S 70D  FULL-SIZE   280         A1    B               20.8   \n",
       "2016  TESLA  MODEL S 70D  FULL-SIZE   386         A1    B               20.8   \n",
       "\n",
       "      HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  HWY (Le/100 km)  \\\n",
       "YEAR                                                                           \n",
       "2015              20.6               20.7               2.3              2.3   \n",
       "2016              20.6               20.7               2.3              2.3   \n",
       "\n",
       "      COMB (Le/100 km)  (g/km)  RATING  (km)  TIME (h)  \n",
       "YEAR                                                    \n",
       "2015               2.3       0     NaN   386        12  \n",
       "2016               2.3       0    10.0   386        12  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['Make']=='TESLA') &(df['Model']=='MODEL S 70D')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
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       "    <tr>\n",
       "      <th>YEAR</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
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      ],
      "text/plain": [
       "       Make        Model       Size  (kW)\n",
       "YEAR                                     \n",
       "2015  TESLA  MODEL S 70D  FULL-SIZE   280\n",
       "2016  TESLA  MODEL S 70D  FULL-SIZE   386"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[(df['Make']=='TESLA') &(df['Model']=='MODEL S 70D'), ['Make','Model', 'Size', '(kW)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
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       "      <th>TYPE</th>\n",
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       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
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       "      <th>2013</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>8</td>\n",
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       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.4</td>\n",
       "      <td>21.9</td>\n",
       "      <td>22.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
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       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
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       "      <td>FULL-SIZE</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
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       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
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       "      <th>2014</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>225</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
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       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
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       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.9</td>\n",
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       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
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       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
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       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
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       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>515</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>109</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.6</td>\n",
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       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>335</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>377</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>426</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>386</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>20.8</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>473</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.4</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>407</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>22.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>435</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.2</td>\n",
       "      <td>22.2</td>\n",
       "      <td>22.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>414</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>23.6</td>\n",
       "      <td>23.3</td>\n",
       "      <td>23.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>402</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Make                            Model            Size  (kW) Unnamed: 5  \\\n",
       "YEAR                                                                            \n",
       "2013  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2013  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2013  TESLA         MODEL S (40 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA         MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA              MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2014  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2014  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2014  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   225         A1   \n",
       "2014  TESLA         MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2014  TESLA              MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2015  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2015  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2015  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA         MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA      MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA                      MODEL S 70D       FULL-SIZE   280         A1   \n",
       "2015  TESLA                  MODEL S 85D/90D       FULL-SIZE   280         A1   \n",
       "2015  TESLA                MODEL S P85D/P90D       FULL-SIZE   515         A1   \n",
       "2016  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2016  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2016  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA         MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA      MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA                      MODEL S 70D       FULL-SIZE   386         A1   \n",
       "2016  TESLA                  MODEL S 85D/90D       FULL-SIZE   386         A1   \n",
       "2016  TESLA            MODEL S 90D (Refresh)       FULL-SIZE   386         A1   \n",
       "2016  TESLA                MODEL S P85D/P90D       FULL-SIZE   568         A1   \n",
       "2016  TESLA           MODEL S P90D (Refresh)       FULL-SIZE   568         A1   \n",
       "2016  TESLA                      MODEL X 90D  SUV - STANDARD   386         A1   \n",
       "2016  TESLA                     MODEL X P90D  SUV - STANDARD   568         A1   \n",
       "\n",
       "     TYPE  CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  \\\n",
       "YEAR                                                                \n",
       "2013    B               17.2              22.5               19.6   \n",
       "2013    B               17.2              22.5               19.6   \n",
       "2013    B               22.4              21.9               22.2   \n",
       "2013    B               22.2              21.7               21.9   \n",
       "2013    B               23.8              23.2               23.6   \n",
       "2013    B               23.9              23.2               23.6   \n",
       "2014    B               17.2              22.5               19.6   \n",
       "2014    B               17.2              22.5               19.6   \n",
       "2014    B               22.2              21.7               21.9   \n",
       "2014    B               23.8              23.2               23.6   \n",
       "2014    B               23.9              23.2               23.6   \n",
       "2015    B               17.2              22.5               19.6   \n",
       "2015    B               17.2              22.5               19.6   \n",
       "2015    B               22.2              21.7               21.9   \n",
       "2015    B               23.8              23.2               23.6   \n",
       "2015    B               23.8              23.2               23.6   \n",
       "2015    B               20.8              20.6               20.7   \n",
       "2015    B               22.0              19.8               21.0   \n",
       "2015    B               23.4              21.5               22.5   \n",
       "2016    B               17.2              22.5               19.6   \n",
       "2016    B               17.2              22.5               19.6   \n",
       "2016    B               22.2              21.7               21.9   \n",
       "2016    B               23.8              23.2               23.6   \n",
       "2016    B               23.8              23.2               23.6   \n",
       "2016    B               20.8              20.6               20.7   \n",
       "2016    B               22.0              19.8               21.0   \n",
       "2016    B               20.8              19.7               20.3   \n",
       "2016    B               23.4              21.5               22.5   \n",
       "2016    B               22.9              21.0               22.1   \n",
       "2016    B               23.2              22.2               22.7   \n",
       "2016    B               23.6              23.3               23.5   \n",
       "\n",
       "      CITY (Le/100 km)  HWY (Le/100 km)  COMB (Le/100 km)  (g/km)  RATING  \\\n",
       "YEAR                                                                        \n",
       "2013               1.9              2.5               2.2       0     NaN   \n",
       "2013               1.9              2.5               2.2       0     NaN   \n",
       "2013               2.5              2.5               2.5       0     NaN   \n",
       "2013               2.5              2.4               2.5       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "2013               2.7              2.6               2.6       0     NaN   \n",
       "2014               1.9              2.5               2.2       0     NaN   \n",
       "2014               1.9              2.5               2.2       0     NaN   \n",
       "2014               2.5              2.4               2.5       0     NaN   \n",
       "2014               2.7              2.6               2.6       0     NaN   \n",
       "2014               2.7              2.6               2.6       0     NaN   \n",
       "2015               1.9              2.5               2.2       0     NaN   \n",
       "2015               1.9              2.5               2.2       0     NaN   \n",
       "2015               2.5              2.4               2.5       0     NaN   \n",
       "2015               2.7              2.6               2.6       0     NaN   \n",
       "2015               2.7              2.6               2.6       0     NaN   \n",
       "2015               2.3              2.3               2.3       0     NaN   \n",
       "2015               2.5              2.2               2.4       0     NaN   \n",
       "2015               2.6              2.4               2.5       0     NaN   \n",
       "2016               1.9              2.5               2.2       0    10.0   \n",
       "2016               1.9              2.5               2.2       0    10.0   \n",
       "2016               2.5              2.4               2.5       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "2016               2.3              2.3               2.3       0    10.0   \n",
       "2016               2.5              2.2               2.4       0    10.0   \n",
       "2016               2.3              2.2               2.3       0    10.0   \n",
       "2016               2.6              2.4               2.5       0    10.0   \n",
       "2016               2.6              2.4               2.5       0    10.0   \n",
       "2016               2.6              2.5               2.6       0    10.0   \n",
       "2016               2.7              2.6               2.6       0    10.0   \n",
       "\n",
       "      (km)  TIME (h)  \n",
       "YEAR                  \n",
       "2013   109         8  \n",
       "2013   109         8  \n",
       "2013   224         6  \n",
       "2013   335        10  \n",
       "2013   426        12  \n",
       "2013   426        12  \n",
       "2014   109         8  \n",
       "2014   109         8  \n",
       "2014   335        10  \n",
       "2014   426        12  \n",
       "2014   426        12  \n",
       "2015   109         8  \n",
       "2015   109         8  \n",
       "2015   335        10  \n",
       "2015   377        12  \n",
       "2015   426        12  \n",
       "2015   386        12  \n",
       "2015   435        12  \n",
       "2015   407        12  \n",
       "2016   109         8  \n",
       "2016   109         8  \n",
       "2016   335        10  \n",
       "2016   377        12  \n",
       "2016   426        12  \n",
       "2016   386        12  \n",
       "2016   435        12  \n",
       "2016   473        12  \n",
       "2016   407        12  \n",
       "2016   435        12  \n",
       "2016   414        12  \n",
       "2016   402        12  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Make'].apply(lambda x: len(x)==5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (40 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>225</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>270</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S PERFORMANCE</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>310</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>280</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>515</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE CABRIOLET</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>SMART</td>\n",
       "      <td>FORTWO ELECTRIC DRIVE COUPE</td>\n",
       "      <td>TWO-SEATER</td>\n",
       "      <td>35</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (60 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (70 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S (85/90 kWh battery)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>283</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 70D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 85D/90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S 90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P85D/P90D</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL S P90D (Refresh)</td>\n",
       "      <td>FULL-SIZE</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X 90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>386</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>TESLA</td>\n",
       "      <td>MODEL X P90D</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>568</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Make                            Model            Size  (kW) Unnamed: 5  \\\n",
       "YEAR                                                                            \n",
       "2013  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2013  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2013  TESLA         MODEL S (40 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA         MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2013  TESLA              MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2014  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2014  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2014  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   225         A1   \n",
       "2014  TESLA         MODEL S (85 kWh battery)       FULL-SIZE   270         A1   \n",
       "2014  TESLA              MODEL S PERFORMANCE       FULL-SIZE   310         A1   \n",
       "2015  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2015  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2015  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA         MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA      MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2015  TESLA                      MODEL S 70D       FULL-SIZE   280         A1   \n",
       "2015  TESLA                  MODEL S 85D/90D       FULL-SIZE   280         A1   \n",
       "2015  TESLA                MODEL S P85D/P90D       FULL-SIZE   515         A1   \n",
       "2016  SMART  FORTWO ELECTRIC DRIVE CABRIOLET      TWO-SEATER    35         A1   \n",
       "2016  SMART      FORTWO ELECTRIC DRIVE COUPE      TWO-SEATER    35         A1   \n",
       "2016  TESLA         MODEL S (60 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA         MODEL S (70 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA      MODEL S (85/90 kWh battery)       FULL-SIZE   283         A1   \n",
       "2016  TESLA                      MODEL S 70D       FULL-SIZE   386         A1   \n",
       "2016  TESLA                  MODEL S 85D/90D       FULL-SIZE   386         A1   \n",
       "2016  TESLA            MODEL S 90D (Refresh)       FULL-SIZE   386         A1   \n",
       "2016  TESLA                MODEL S P85D/P90D       FULL-SIZE   568         A1   \n",
       "2016  TESLA           MODEL S P90D (Refresh)       FULL-SIZE   568         A1   \n",
       "2016  TESLA                      MODEL X 90D  SUV - STANDARD   386         A1   \n",
       "2016  TESLA                     MODEL X P90D  SUV - STANDARD   568         A1   \n",
       "\n",
       "     TYPE  \n",
       "YEAR       \n",
       "2013    B  \n",
       "2013    B  \n",
       "2013    B  \n",
       "2013    B  \n",
       "2013    B  \n",
       "2013    B  \n",
       "2014    B  \n",
       "2014    B  \n",
       "2014    B  \n",
       "2014    B  \n",
       "2014    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2015    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  \n",
       "2016    B  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Make'].apply(lambda x: len(x)==5), 'Make':'TYPE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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